[2025-10-18T03:21:44.793084] [DEBUG] [R-STATUS ] Registered 'tdm' as a dependent service. [2025-10-18T03:21:44.972639] [DEBUG] [R-STATUS ] Registered 'sig' as a dependent service. [2025-10-18T03:21:45.144395] [DEBUG] [R-STATUS ] Registered 'sap' as a dependent service. [2025-10-18T03:21:45.310131] [DEBUG] [R-STATUS ] Registered 'exp' as a dependent service. [2025-10-18T03:21:45.310457] [WARN ] [STATE ] State set to: WAITING [2025-10-18T03:21:45.310532] [INFO ] [STATE ] Checking TDM service status... [2025-10-18T03:21:45.320422] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:21:45.325124] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:21:45.330293] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:21:45.334331] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:21:45.338030] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:21:48.343444] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:21:48.347783] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:21:48.352066] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:21:48.356268] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:21:48.360537] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:21:51.365390] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:21:51.369163] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:21:51.372860] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:21:51.376431] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:21:51.379973] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:21:54.385902] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:21:54.389515] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:21:54.392971] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:21:54.396402] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:21:54.400071] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:21:57.405508] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:21:57.409599] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:21:57.413495] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:21:57.417312] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:21:57.421469] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:00.519905] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:00.524321] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:00.558663] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:00.593284] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:00.627603] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:03.632906] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:03.636550] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:03.640233] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:03.643754] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:03.647184] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:06.652439] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:06.656201] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:06.659908] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:06.663401] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:06.666900] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:09.672182] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:09.675752] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:09.679338] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:09.682899] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:09.686338] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:12.692053] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:12.696491] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:12.700242] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:12.704589] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:12.708878] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:15.714581] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:15.723300] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:15.727796] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:15.731701] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:15.735807] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:18.741668] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:18.745723] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:18.749577] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:18.753375] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:18.757133] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:21.762539] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:21.766615] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:21.770501] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:21.774135] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:21.777885] [WARN ] [R-STATUS ] One or more dependent services are not clear. Waiting 3 seconds before checking again. [2025-10-18T03:22:24.783390] [WARN ] [tdm-status] Service 'tdm' is not running. [2025-10-18T03:22:24.787095] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-10-17), and is a dependency of this service. [2025-10-18T03:22:24.790717] [WARN ] [sig-status] Service 'sig' is not running. [2025-10-18T03:22:24.794150] [WARN ] [sap-status] Service 'sap' is not running. [2025-10-18T03:22:24.797692] [WARN ] [exp-status] Service 'exp' is not running. [2025-10-18T03:22:24.798064] [WARN ] [STATE ] State set to: RUNNING [2025-10-18T03:22:24.798172] [INFO ] [sig ] Generating forecasts for all active symbols [2025-10-18T03:22:24.798296] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-10-18T03:22:24.839463] [DEBUG] [REMOTE ] Fetched 2083 unique symbols from directory listing. [2025-10-18T03:22:24.844184] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-10-18T03:22:24.844266] [INFO ] [sig ] Found 2083 active symbols to forecast [2025-10-18T03:22:24.844716] [INFO ] [sig ] [1/2083] Forecasting A... [2025-10-18T03:22:24.844775] [INFO ] [sig ] Generating forecast for: A [2025-10-18T03:22:24.844829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-10-18T03:22:24.855082] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'A'. [2025-10-18T03:22:24.855382] [INFO ] [FORECASTER] Starting predict_future for A [2025-10-18T03:22:24.886251] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:24.887011] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-10-18T03:22:24.887072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:24.887107] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:24.887136] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:24.887211] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:24.904459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:24.905229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:24.905359] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:24.905413] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:24.940597] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:24.940736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:24.940799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:24.940835] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:24.944753] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=5.00%) [2025-10-18T03:22:24.945060] [INFO ] [FORECASTER] Completed predict_future for A [2025-10-18T03:22:24.945206] [INFO ] [sig ] A: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:25.153926] [INFO ] [LOCAL ] Saved forecast: A 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/A.txt [2025-10-18T03:22:25.154176] [INFO ] [sig ] [1/2083] Completed A in 0.3s | 3.23 sym/s | Total: 0.3s | ETA: 10.7m [2025-10-18T03:22:25.154240] [INFO ] [sig ] [2/2083] Forecasting AA... [2025-10-18T03:22:25.154276] [INFO ] [sig ] Generating forecast for: AA [2025-10-18T03:22:25.154310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-10-18T03:22:25.164052] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AA'. [2025-10-18T03:22:25.164414] [INFO ] [FORECASTER] Starting predict_future for AA [2025-10-18T03:22:25.189554] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:25.190342] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-10-18T03:22:25.190399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:25.190434] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:25.190462] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:25.190525] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:25.207385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:25.208046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:25.208145] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:25.208180] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:25.240027] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:25.240128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:25.240166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:25.240198] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:25.243878] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=15.11%) [2025-10-18T03:22:25.244179] [INFO ] [FORECASTER] Completed predict_future for AA [2025-10-18T03:22:25.244322] [INFO ] [sig ] AA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:25.383592] [INFO ] [LOCAL ] Saved forecast: AA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AA.txt [2025-10-18T03:22:25.383814] [INFO ] [sig ] [2/2083] Completed AA in 0.2s | 3.71 sym/s | Total: 0.5s | ETA: 9.3m [2025-10-18T03:22:25.383868] [INFO ] [sig ] [3/2083] Forecasting AAP... [2025-10-18T03:22:25.383900] [INFO ] [sig ] Generating forecast for: AAP [2025-10-18T03:22:25.383931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-10-18T03:22:25.393174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AAP'. [2025-10-18T03:22:25.393503] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-10-18T03:22:25.419521] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:25.420258] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-10-18T03:22:25.420315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:25.420349] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:25.420378] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:25.420437] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:25.437966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:25.438759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:25.438850] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:25.438883] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:25.469460] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:25.469599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:25.469664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:25.469724] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:25.473591] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=79.04%) [2025-10-18T03:22:25.473930] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-10-18T03:22:25.474110] [INFO ] [sig ] AAP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:25.615932] [INFO ] [LOCAL ] Saved forecast: AAP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AAP.txt [2025-10-18T03:22:25.616129] [INFO ] [sig ] [3/2083] Completed AAP in 0.2s | 3.89 sym/s | Total: 0.8s | ETA: 8.9m [2025-10-18T03:22:25.616172] [INFO ] [sig ] [4/2083] Forecasting AAT... [2025-10-18T03:22:25.616202] [INFO ] [sig ] Generating forecast for: AAT [2025-10-18T03:22:25.616232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'. [2025-10-18T03:22:25.625215] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AAT'. [2025-10-18T03:22:25.625513] [INFO ] [FORECASTER] Starting predict_future for AAT [2025-10-18T03:22:25.650484] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:25.651210] [DEBUG] [LOCAL ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt [2025-10-18T03:22:25.651264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:25.651298] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:25.651325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:25.651382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:25.668266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:25.668868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:25.668949] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:25.668981] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:25.693867] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:25.693967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:25.694003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:25.694031] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:25.697063] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: UP (p=52.21%) [2025-10-18T03:22:25.697324] [INFO ] [FORECASTER] Completed predict_future for AAT [2025-10-18T03:22:25.697451] [INFO ] [sig ] AAT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:25.835986] [INFO ] [LOCAL ] Saved forecast: AAT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AAT.txt [2025-10-18T03:22:25.836208] [INFO ] [sig ] [4/2083] Completed AAT in 0.2s | 4.03 sym/s | Total: 1.0s | ETA: 8.6m [2025-10-18T03:22:25.836250] [INFO ] [sig ] [5/2083] Forecasting ABBV... [2025-10-18T03:22:25.836280] [INFO ] [sig ] Generating forecast for: ABBV [2025-10-18T03:22:25.836312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'. [2025-10-18T03:22:25.845056] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABBV'. [2025-10-18T03:22:25.845337] [INFO ] [FORECASTER] Starting predict_future for ABBV [2025-10-18T03:22:25.874427] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:25.875206] [DEBUG] [LOCAL ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt [2025-10-18T03:22:25.875261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:25.875296] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:25.875325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:25.875382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:25.892376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:25.893010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:25.893092] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:25.893126] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:25.923219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:25.923317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:25.923353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:25.923381] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:25.926537] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: DOWN (p=7.84%) [2025-10-18T03:22:25.926837] [INFO ] [FORECASTER] Completed predict_future for ABBV [2025-10-18T03:22:25.926971] [INFO ] [sig ] ABBV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:26.064602] [INFO ] [LOCAL ] Saved forecast: ABBV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ABBV.txt [2025-10-18T03:22:26.064815] [INFO ] [sig ] [5/2083] Completed ABBV in 0.2s | 4.10 sym/s | Total: 1.2s | ETA: 8.5m [2025-10-18T03:22:26.064871] [INFO ] [sig ] [6/2083] Forecasting ABCB... [2025-10-18T03:22:26.064903] [INFO ] [sig ] Generating forecast for: ABCB [2025-10-18T03:22:26.064935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'. [2025-10-18T03:22:26.074802] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABCB'. [2025-10-18T03:22:26.075058] [INFO ] [FORECASTER] Starting predict_future for ABCB [2025-10-18T03:22:26.100201] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:26.100935] [DEBUG] [LOCAL ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt [2025-10-18T03:22:26.100990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:26.101023] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:26.101050] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:26.101106] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:26.117834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:26.118359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:26.118439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:26.118472] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:26.153164] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:26.153238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:26.153275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:26.153303] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:26.156318] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=96.91%) [2025-10-18T03:22:26.156579] [INFO ] [FORECASTER] Completed predict_future for ABCB [2025-10-18T03:22:26.156736] [INFO ] [sig ] ABCB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:26.297207] [INFO ] [LOCAL ] Saved forecast: ABCB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ABCB.txt [2025-10-18T03:22:26.297413] [INFO ] [sig ] [6/2083] Completed ABCB in 0.2s | 4.13 sym/s | Total: 1.5s | ETA: 8.4m [2025-10-18T03:22:26.297454] [INFO ] [sig ] [7/2083] Forecasting ABEV... [2025-10-18T03:22:26.297485] [INFO ] [sig ] Generating forecast for: ABEV [2025-10-18T03:22:26.297565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'. [2025-10-18T03:22:26.307259] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABEV'. [2025-10-18T03:22:26.307542] [INFO ] [FORECASTER] Starting predict_future for ABEV [2025-10-18T03:22:26.332383] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:26.333104] [DEBUG] [LOCAL ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt [2025-10-18T03:22:26.333159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:26.333191] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:26.333219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:26.333275] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:26.350750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:26.351274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:26.351356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:26.351389] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:26.385294] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:26.385365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:26.385399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:26.385443] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:26.388850] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=15.25%) [2025-10-18T03:22:26.389100] [INFO ] [FORECASTER] Completed predict_future for ABEV [2025-10-18T03:22:26.389224] [INFO ] [sig ] ABEV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:26.526941] [INFO ] [LOCAL ] Saved forecast: ABEV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ABEV.txt [2025-10-18T03:22:26.527116] [INFO ] [sig ] [7/2083] Completed ABEV in 0.2s | 4.16 sym/s | Total: 1.7s | ETA: 8.3m [2025-10-18T03:22:26.527156] [INFO ] [sig ] [8/2083] Forecasting ABG... [2025-10-18T03:22:26.527187] [INFO ] [sig ] Generating forecast for: ABG [2025-10-18T03:22:26.527219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-10-18T03:22:26.536210] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABG'. [2025-10-18T03:22:26.536472] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-10-18T03:22:26.561327] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:26.562044] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-10-18T03:22:26.562099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:26.562131] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:26.562160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:26.562218] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:26.578961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:26.579484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:26.579563] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:26.579595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:26.612132] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:26.612208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:26.612243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:26.612271] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:26.615266] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=44.26%) [2025-10-18T03:22:26.615520] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-10-18T03:22:26.615661] [INFO ] [sig ] ABG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:26.757180] [INFO ] [LOCAL ] Saved forecast: ABG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ABG.txt [2025-10-18T03:22:26.757406] [INFO ] [sig ] [8/2083] Completed ABG in 0.2s | 4.18 sym/s | Total: 1.9s | ETA: 8.3m [2025-10-18T03:22:26.757474] [INFO ] [sig ] [9/2083] Forecasting ABM... [2025-10-18T03:22:26.757528] [INFO ] [sig ] Generating forecast for: ABM [2025-10-18T03:22:26.757563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-10-18T03:22:26.767450] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABM'. [2025-10-18T03:22:26.767783] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-10-18T03:22:26.793112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:26.793834] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-10-18T03:22:26.793888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:26.793922] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:26.793950] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:26.794007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:26.811120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:26.811713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:26.811795] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:26.811828] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:26.837414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:26.837508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:26.837543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:26.837571] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:26.840694] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=16.41%) [2025-10-18T03:22:26.840963] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-10-18T03:22:26.841084] [INFO ] [sig ] ABM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:26.978708] [INFO ] [LOCAL ] Saved forecast: ABM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ABM.txt [2025-10-18T03:22:26.978903] [INFO ] [sig ] [9/2083] Completed ABM in 0.2s | 4.22 sym/s | Total: 2.1s | ETA: 8.2m [2025-10-18T03:22:26.978944] [INFO ] [sig ] [10/2083] Forecasting ABR... [2025-10-18T03:22:26.978975] [INFO ] [sig ] Generating forecast for: ABR [2025-10-18T03:22:26.979005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'. [2025-10-18T03:22:26.987695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABR'. [2025-10-18T03:22:26.988004] [INFO ] [FORECASTER] Starting predict_future for ABR [2025-10-18T03:22:27.012920] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:27.013622] [DEBUG] [LOCAL ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt [2025-10-18T03:22:27.013747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:27.013788] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:27.013817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:27.013875] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:27.030739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:27.031302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:27.031385] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:27.031419] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:27.055827] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:27.055908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:27.055944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:27.055972] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:27.058999] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=38.15%) [2025-10-18T03:22:27.059260] [INFO ] [FORECASTER] Completed predict_future for ABR [2025-10-18T03:22:27.059381] [INFO ] [sig ] ABR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:27.197020] [INFO ] [LOCAL ] Saved forecast: ABR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ABR.txt [2025-10-18T03:22:27.197188] [INFO ] [sig ] [10/2083] Completed ABR in 0.2s | 4.25 sym/s | Total: 2.4s | ETA: 8.1m [2025-10-18T03:22:27.197228] [INFO ] [sig ] [11/2083] Forecasting ACA... [2025-10-18T03:22:27.197258] [INFO ] [sig ] Generating forecast for: ACA [2025-10-18T03:22:27.197289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'. [2025-10-18T03:22:27.205158] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACA'. [2025-10-18T03:22:27.205422] [INFO ] [FORECASTER] Starting predict_future for ACA [2025-10-18T03:22:27.230392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:27.231159] [DEBUG] [LOCAL ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt [2025-10-18T03:22:27.231214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:27.231246] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:27.231273] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:27.231329] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:27.248158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:27.248708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:27.248791] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:27.248824] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:27.273705] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:27.273795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:27.273831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:27.273859] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:27.276891] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: UP (p=66.84%) [2025-10-18T03:22:27.277153] [INFO ] [FORECASTER] Completed predict_future for ACA [2025-10-18T03:22:27.277274] [INFO ] [sig ] ACA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:27.414484] [INFO ] [LOCAL ] Saved forecast: ACA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ACA.txt [2025-10-18T03:22:27.414687] [INFO ] [sig ] [11/2083] Completed ACA in 0.2s | 4.28 sym/s | Total: 2.6s | ETA: 8.1m [2025-10-18T03:22:27.414746] [INFO ] [sig ] [12/2083] Forecasting ACCO... [2025-10-18T03:22:27.414779] [INFO ] [sig ] Generating forecast for: ACCO [2025-10-18T03:22:27.414810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'. [2025-10-18T03:22:27.423546] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACCO'. [2025-10-18T03:22:27.423866] [INFO ] [FORECASTER] Starting predict_future for ACCO [2025-10-18T03:22:27.448806] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:27.449506] [DEBUG] [LOCAL ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt [2025-10-18T03:22:27.449560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:27.449593] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:27.449621] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:27.449707] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:27.471013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:27.472051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:27.472174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:27.472228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:27.504120] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:27.504203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:27.504238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:27.504267] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:27.507353] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=18.44%) [2025-10-18T03:22:27.507625] [INFO ] [FORECASTER] Completed predict_future for ACCO [2025-10-18T03:22:27.507803] [INFO ] [sig ] ACCO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:27.646563] [INFO ] [LOCAL ] Saved forecast: ACCO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ACCO.txt [2025-10-18T03:22:27.646820] [INFO ] [sig ] [12/2083] Completed ACCO in 0.2s | 4.28 sym/s | Total: 2.8s | ETA: 8.1m [2025-10-18T03:22:27.646888] [INFO ] [sig ] [13/2083] Forecasting ACEL... [2025-10-18T03:22:27.646922] [INFO ] [sig ] Generating forecast for: ACEL [2025-10-18T03:22:27.646954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-10-18T03:22:27.657354] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACEL'. [2025-10-18T03:22:27.657704] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-10-18T03:22:27.683084] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:27.683818] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-10-18T03:22:27.683872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:27.683905] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:27.683934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:27.683992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:27.701061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:27.701580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:27.701717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:27.701761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:27.734240] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:27.734341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:27.734378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:27.734407] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:27.737554] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=86.92%) [2025-10-18T03:22:27.737883] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-10-18T03:22:27.738015] [INFO ] [sig ] ACEL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:27.876279] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ACEL.txt [2025-10-18T03:22:27.876491] [INFO ] [sig ] [13/2083] Completed ACEL in 0.2s | 4.29 sym/s | Total: 3.0s | ETA: 8.0m [2025-10-18T03:22:27.876532] [INFO ] [sig ] [14/2083] Forecasting ACHR... [2025-10-18T03:22:27.876563] [INFO ] [sig ] Generating forecast for: ACHR [2025-10-18T03:22:27.876594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'. [2025-10-18T03:22:27.885405] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACHR'. [2025-10-18T03:22:27.885699] [INFO ] [FORECASTER] Starting predict_future for ACHR [2025-10-18T03:22:27.910666] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:27.911378] [DEBUG] [LOCAL ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt [2025-10-18T03:22:27.911432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:27.911465] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:27.911492] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:27.911548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:27.928603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:27.929433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:27.929517] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:27.929551] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:27.961680] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:27.961765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:27.961801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:27.961829] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:27.964864] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: UP (p=86.88%) [2025-10-18T03:22:27.965123] [INFO ] [FORECASTER] Completed predict_future for ACHR [2025-10-18T03:22:27.965249] [INFO ] [sig ] ACHR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:28.102601] [INFO ] [LOCAL ] Saved forecast: ACHR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ACHR.txt [2025-10-18T03:22:28.102825] [INFO ] [sig ] [14/2083] Completed ACHR in 0.2s | 4.30 sym/s | Total: 3.3s | ETA: 8.0m [2025-10-18T03:22:28.102877] [INFO ] [sig ] [15/2083] Forecasting ACI... [2025-10-18T03:22:28.102909] [INFO ] [sig ] Generating forecast for: ACI [2025-10-18T03:22:28.102941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-10-18T03:22:28.111639] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACI'. [2025-10-18T03:22:28.111924] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-10-18T03:22:28.137000] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:28.137728] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-10-18T03:22:28.137808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:28.137844] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:28.137872] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:28.137927] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:28.154822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:28.155348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:28.155429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:28.155462] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:28.186954] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:28.187070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:28.187108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:28.187137] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:28.190377] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=65.75%) [2025-10-18T03:22:28.190669] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-10-18T03:22:28.190809] [INFO ] [sig ] ACI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:28.333726] [INFO ] [LOCAL ] Saved forecast: ACI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ACI.txt [2025-10-18T03:22:28.333952] [INFO ] [sig ] [15/2083] Completed ACI in 0.2s | 4.30 sym/s | Total: 3.5s | ETA: 8.0m [2025-10-18T03:22:28.334012] [INFO ] [sig ] [16/2083] Forecasting ACM... [2025-10-18T03:22:28.334046] [INFO ] [sig ] Generating forecast for: ACM [2025-10-18T03:22:28.334093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'. [2025-10-18T03:22:28.344518] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACM'. [2025-10-18T03:22:28.344952] [INFO ] [FORECASTER] Starting predict_future for ACM [2025-10-18T03:22:28.370370] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:28.371116] [DEBUG] [LOCAL ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt [2025-10-18T03:22:28.371170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:28.371203] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:28.371229] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:28.371285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:28.388393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:28.389006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:28.389086] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:28.389120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:28.421206] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:28.421300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:28.421335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:28.421363] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:28.426359] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=11.95%) [2025-10-18T03:22:28.426699] [INFO ] [FORECASTER] Completed predict_future for ACM [2025-10-18T03:22:28.426845] [INFO ] [sig ] ACM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:28.567554] [INFO ] [LOCAL ] Saved forecast: ACM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ACM.txt [2025-10-18T03:22:28.567796] [INFO ] [sig ] [16/2083] Completed ACM in 0.2s | 4.30 sym/s | Total: 3.7s | ETA: 8.0m [2025-10-18T03:22:28.567858] [INFO ] [sig ] [17/2083] Forecasting ACN... [2025-10-18T03:22:28.567890] [INFO ] [sig ] Generating forecast for: ACN [2025-10-18T03:22:28.567921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'. [2025-10-18T03:22:28.577791] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACN'. [2025-10-18T03:22:28.578073] [INFO ] [FORECASTER] Starting predict_future for ACN [2025-10-18T03:22:28.602998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:28.603695] [DEBUG] [LOCAL ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt [2025-10-18T03:22:28.603751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:28.603784] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:28.603811] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:28.603866] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:28.621035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:28.621768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:28.621852] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:28.621885] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:28.656298] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:28.656407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:28.656446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:28.656475] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:28.659876] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=12.36%) [2025-10-18T03:22:28.660147] [INFO ] [FORECASTER] Completed predict_future for ACN [2025-10-18T03:22:28.660281] [INFO ] [sig ] ACN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:28.803163] [INFO ] [LOCAL ] Saved forecast: ACN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ACN.txt [2025-10-18T03:22:28.803360] [INFO ] [sig ] [17/2083] Completed ACN in 0.2s | 4.29 sym/s | Total: 4.0s | ETA: 8.0m [2025-10-18T03:22:28.803402] [INFO ] [sig ] [18/2083] Forecasting ACR... [2025-10-18T03:22:28.803432] [INFO ] [sig ] Generating forecast for: ACR [2025-10-18T03:22:28.803463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'. [2025-10-18T03:22:28.813346] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACR'. [2025-10-18T03:22:28.813621] [INFO ] [FORECASTER] Starting predict_future for ACR [2025-10-18T03:22:28.839183] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:28.839941] [DEBUG] [LOCAL ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt [2025-10-18T03:22:28.839997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:28.840031] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:28.840061] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:28.840119] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:28.857691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:28.858289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:28.858371] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:28.858405] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:28.890388] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:28.890488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:28.890526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:28.890556] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:28.893881] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=55.74%) [2025-10-18T03:22:28.894153] [INFO ] [FORECASTER] Completed predict_future for ACR [2025-10-18T03:22:28.894285] [INFO ] [sig ] ACR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:29.030845] [INFO ] [LOCAL ] Saved forecast: ACR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ACR.txt [2025-10-18T03:22:29.031019] [INFO ] [sig ] [18/2083] Completed ACR in 0.2s | 4.30 sym/s | Total: 4.2s | ETA: 8.0m [2025-10-18T03:22:29.031060] [INFO ] [sig ] [19/2083] Forecasting ACRE... [2025-10-18T03:22:29.031090] [INFO ] [sig ] Generating forecast for: ACRE [2025-10-18T03:22:29.031120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'. [2025-10-18T03:22:29.040200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACRE'. [2025-10-18T03:22:29.040464] [INFO ] [FORECASTER] Starting predict_future for ACRE [2025-10-18T03:22:29.069419] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:29.070222] [DEBUG] [LOCAL ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt [2025-10-18T03:22:29.070277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:29.070311] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:29.070338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:29.070395] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:29.087445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:29.088050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:29.088147] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:29.088200] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:29.119328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:29.119405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:29.119442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:29.119472] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:29.122575] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=92.14%) [2025-10-18T03:22:29.122863] [INFO ] [FORECASTER] Completed predict_future for ACRE [2025-10-18T03:22:29.123000] [INFO ] [sig ] ACRE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:29.260598] [INFO ] [LOCAL ] Saved forecast: ACRE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ACRE.txt [2025-10-18T03:22:29.260810] [INFO ] [sig ] [19/2083] Completed ACRE in 0.2s | 4.30 sym/s | Total: 4.4s | ETA: 8.0m [2025-10-18T03:22:29.260905] [INFO ] [sig ] [20/2083] Forecasting ACV... [2025-10-18T03:22:29.260966] [INFO ] [sig ] Generating forecast for: ACV [2025-10-18T03:22:29.261019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'. [2025-10-18T03:22:29.271959] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACV'. [2025-10-18T03:22:29.272371] [INFO ] [FORECASTER] Starting predict_future for ACV [2025-10-18T03:22:29.298830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:29.299618] [DEBUG] [LOCAL ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt [2025-10-18T03:22:29.299700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:29.299747] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:29.299777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:29.299836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:29.317505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:29.318191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:29.318279] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:29.318313] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:29.348571] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:29.348749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:29.348800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:29.348858] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:29.352232] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=86.05%) [2025-10-18T03:22:29.352508] [INFO ] [FORECASTER] Completed predict_future for ACV [2025-10-18T03:22:29.352700] [INFO ] [sig ] ACV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:29.496145] [INFO ] [LOCAL ] Saved forecast: ACV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ACV.txt [2025-10-18T03:22:29.496435] [INFO ] [sig ] [20/2083] Completed ACV in 0.2s | 4.30 sym/s | Total: 4.7s | ETA: 8.0m [2025-10-18T03:22:29.496480] [INFO ] [sig ] [21/2083] Forecasting ADC... [2025-10-18T03:22:29.496510] [INFO ] [sig ] Generating forecast for: ADC [2025-10-18T03:22:29.496542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'. [2025-10-18T03:22:29.505445] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADC'. [2025-10-18T03:22:29.505839] [INFO ] [FORECASTER] Starting predict_future for ADC [2025-10-18T03:22:29.531494] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:29.532452] [DEBUG] [LOCAL ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt [2025-10-18T03:22:29.532511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:29.532547] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:29.532577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:29.532637] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:29.550117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:29.551102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:29.551195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:29.551232] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:29.584173] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:29.584353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:29.584399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:29.584431] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:29.588101] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=48.51%) [2025-10-18T03:22:29.588410] [INFO ] [FORECASTER] Completed predict_future for ADC [2025-10-18T03:22:29.588559] [INFO ] [sig ] ADC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:29.730236] [INFO ] [LOCAL ] Saved forecast: ADC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ADC.txt [2025-10-18T03:22:29.730446] [INFO ] [sig ] [21/2083] Completed ADC in 0.2s | 4.30 sym/s | Total: 4.9s | ETA: 8.0m [2025-10-18T03:22:29.730488] [INFO ] [sig ] [22/2083] Forecasting ADM... [2025-10-18T03:22:29.730518] [INFO ] [sig ] Generating forecast for: ADM [2025-10-18T03:22:29.730548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'. [2025-10-18T03:22:29.739326] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADM'. [2025-10-18T03:22:29.739590] [INFO ] [FORECASTER] Starting predict_future for ADM [2025-10-18T03:22:29.765432] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:29.766164] [DEBUG] [LOCAL ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt [2025-10-18T03:22:29.766217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:29.766250] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:29.766276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:29.766333] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:29.783715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:29.784263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:29.784345] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:29.784380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:29.816823] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:29.816913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:29.816948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:29.816977] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:29.820121] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=3.44%) [2025-10-18T03:22:29.820379] [INFO ] [FORECASTER] Completed predict_future for ADM [2025-10-18T03:22:29.820511] [INFO ] [sig ] ADM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:29.961310] [INFO ] [LOCAL ] Saved forecast: ADM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ADM.txt [2025-10-18T03:22:29.961552] [INFO ] [sig ] [22/2083] Completed ADM in 0.2s | 4.30 sym/s | Total: 5.1s | ETA: 8.0m [2025-10-18T03:22:29.961594] [INFO ] [sig ] [23/2083] Forecasting ADNT... [2025-10-18T03:22:29.961625] [INFO ] [sig ] Generating forecast for: ADNT [2025-10-18T03:22:29.961704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'. [2025-10-18T03:22:29.971084] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADNT'. [2025-10-18T03:22:29.971372] [INFO ] [FORECASTER] Starting predict_future for ADNT [2025-10-18T03:22:29.996573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:29.997365] [DEBUG] [LOCAL ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt [2025-10-18T03:22:29.997423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:29.997456] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:29.997483] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:29.997540] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:30.014848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:30.015488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:30.015592] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:30.015626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:30.049306] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:30.049458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:30.049499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:30.049528] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:30.053199] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-10-18T03:22:30.053487] [INFO ] [FORECASTER] Completed predict_future for ADNT [2025-10-18T03:22:30.053624] [INFO ] [sig ] ADNT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:30.192464] [INFO ] [LOCAL ] Saved forecast: ADNT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ADNT.txt [2025-10-18T03:22:30.192695] [INFO ] [sig ] [23/2083] Completed ADNT in 0.2s | 4.30 sym/s | Total: 5.3s | ETA: 8.0m [2025-10-18T03:22:30.192755] [INFO ] [sig ] [24/2083] Forecasting ADT... [2025-10-18T03:22:30.192788] [INFO ] [sig ] Generating forecast for: ADT [2025-10-18T03:22:30.192820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'. [2025-10-18T03:22:30.202149] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADT'. [2025-10-18T03:22:30.202461] [INFO ] [FORECASTER] Starting predict_future for ADT [2025-10-18T03:22:30.227612] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:30.228421] [DEBUG] [LOCAL ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt [2025-10-18T03:22:30.228477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:30.228510] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:30.228537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:30.228593] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:30.245749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:30.246348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:30.246430] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:30.246463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:30.274860] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:30.275005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:30.275044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:30.275073] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:30.278438] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: DOWN (p=17.87%) [2025-10-18T03:22:30.278749] [INFO ] [FORECASTER] Completed predict_future for ADT [2025-10-18T03:22:30.278889] [INFO ] [sig ] ADT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:30.423126] [INFO ] [LOCAL ] Saved forecast: ADT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ADT.txt [2025-10-18T03:22:30.423352] [INFO ] [sig ] [24/2083] Completed ADT in 0.2s | 4.30 sym/s | Total: 5.6s | ETA: 8.0m [2025-10-18T03:22:30.423396] [INFO ] [sig ] [25/2083] Forecasting ADX... [2025-10-18T03:22:30.423426] [INFO ] [sig ] Generating forecast for: ADX [2025-10-18T03:22:30.423457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-10-18T03:22:30.433506] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADX'. [2025-10-18T03:22:30.433861] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-10-18T03:22:30.459106] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:30.459844] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-10-18T03:22:30.459911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:30.459945] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:30.459972] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:30.460027] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:30.476718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:30.477247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:30.477327] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:30.477360] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:30.512495] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:30.512576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:30.512611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:30.512639] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:30.515722] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=94.78%) [2025-10-18T03:22:30.515982] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-10-18T03:22:30.516109] [INFO ] [sig ] ADX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:30.653027] [INFO ] [LOCAL ] Saved forecast: ADX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ADX.txt [2025-10-18T03:22:30.653237] [INFO ] [sig ] [25/2083] Completed ADX in 0.2s | 4.30 sym/s | Total: 5.8s | ETA: 8.0m [2025-10-18T03:22:30.653278] [INFO ] [sig ] [26/2083] Forecasting AEFC... [2025-10-18T03:22:30.653308] [INFO ] [sig ] Generating forecast for: AEFC [2025-10-18T03:22:30.653339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'. [2025-10-18T03:22:30.662964] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AEFC'. [2025-10-18T03:22:30.663211] [INFO ] [FORECASTER] Starting predict_future for AEFC [2025-10-18T03:22:30.689226] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:30.689975] [DEBUG] [LOCAL ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt [2025-10-18T03:22:30.690031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:30.690064] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:30.690091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:30.690201] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:30.706912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:30.707436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:30.707516] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:30.707550] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:30.738412] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:30.738485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:30.738520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:30.738549] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:30.741548] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=20.71%) [2025-10-18T03:22:30.741833] [INFO ] [FORECASTER] Completed predict_future for AEFC [2025-10-18T03:22:30.741970] [INFO ] [sig ] AEFC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:30.879103] [INFO ] [LOCAL ] Saved forecast: AEFC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AEFC.txt [2025-10-18T03:22:30.879307] [INFO ] [sig ] [26/2083] Completed AEFC in 0.2s | 4.31 sym/s | Total: 6.0s | ETA: 8.0m [2025-10-18T03:22:30.879348] [INFO ] [sig ] [27/2083] Forecasting AEG... [2025-10-18T03:22:30.879378] [INFO ] [sig ] Generating forecast for: AEG [2025-10-18T03:22:30.879415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'. [2025-10-18T03:22:30.888616] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AEG'. [2025-10-18T03:22:30.888897] [INFO ] [FORECASTER] Starting predict_future for AEG [2025-10-18T03:22:30.913602] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:30.914325] [DEBUG] [LOCAL ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt [2025-10-18T03:22:30.914380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:30.914412] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:30.914439] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:30.914495] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:30.931432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:30.932012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:30.932093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:30.932126] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:30.966398] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:30.966544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:30.966584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:30.966613] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:30.970081] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=17.60%) [2025-10-18T03:22:30.970368] [INFO ] [FORECASTER] Completed predict_future for AEG [2025-10-18T03:22:30.970505] [INFO ] [sig ] AEG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:31.108045] [INFO ] [LOCAL ] Saved forecast: AEG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AEG.txt [2025-10-18T03:22:31.108243] [INFO ] [sig ] [27/2083] Completed AEG in 0.2s | 4.31 sym/s | Total: 6.3s | ETA: 7.9m [2025-10-18T03:22:31.108283] [INFO ] [sig ] [28/2083] Forecasting AEO... [2025-10-18T03:22:31.108314] [INFO ] [sig ] Generating forecast for: AEO [2025-10-18T03:22:31.108345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-10-18T03:22:31.117805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AEO'. [2025-10-18T03:22:31.118074] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-10-18T03:22:31.143379] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:31.144111] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-10-18T03:22:31.144165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:31.144198] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:31.144225] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:31.144282] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:31.161543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:31.162109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:31.162190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:31.162223] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:31.198536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:31.198619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:31.198684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:31.198730] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:31.201769] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=63.34%) [2025-10-18T03:22:31.202040] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-10-18T03:22:31.202167] [INFO ] [sig ] AEO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:31.340846] [INFO ] [LOCAL ] Saved forecast: AEO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AEO.txt [2025-10-18T03:22:31.341047] [INFO ] [sig ] [28/2083] Completed AEO in 0.2s | 4.31 sym/s | Total: 6.5s | ETA: 7.9m [2025-10-18T03:22:31.341088] [INFO ] [sig ] [29/2083] Forecasting AER... [2025-10-18T03:22:31.341117] [INFO ] [sig ] Generating forecast for: AER [2025-10-18T03:22:31.341149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'. [2025-10-18T03:22:31.351240] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AER'. [2025-10-18T03:22:31.351504] [INFO ] [FORECASTER] Starting predict_future for AER [2025-10-18T03:22:31.377832] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:31.378497] [DEBUG] [LOCAL ] No optimal features file found for AER: ./output/feature-sets/AER.txt [2025-10-18T03:22:31.378550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:31.378582] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:31.378609] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:31.378867] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:31.395815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:31.396361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:31.396438] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:31.396473] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:31.431062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:31.431157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:31.431227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:31.431257] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:31.436520] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: UP (p=64.50%) [2025-10-18T03:22:31.436818] [INFO ] [FORECASTER] Completed predict_future for AER [2025-10-18T03:22:31.436957] [INFO ] [sig ] AER: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:31.577246] [INFO ] [LOCAL ] Saved forecast: AER 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AER.txt [2025-10-18T03:22:31.577473] [INFO ] [sig ] [29/2083] Completed AER in 0.2s | 4.31 sym/s | Total: 6.7s | ETA: 7.9m [2025-10-18T03:22:31.577533] [INFO ] [sig ] [30/2083] Forecasting AES... [2025-10-18T03:22:31.577566] [INFO ] [sig ] Generating forecast for: AES [2025-10-18T03:22:31.577597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-10-18T03:22:31.588073] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AES'. [2025-10-18T03:22:31.588342] [INFO ] [FORECASTER] Starting predict_future for AES [2025-10-18T03:22:31.613502] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:31.614385] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-10-18T03:22:31.614444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:31.614478] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:31.614506] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:31.614563] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:31.631573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:31.632126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:31.632205] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:31.632251] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:31.670754] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:31.670933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:31.670975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:31.671005] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:31.674819] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=70.24%) [2025-10-18T03:22:31.675159] [INFO ] [FORECASTER] Completed predict_future for AES [2025-10-18T03:22:31.675314] [INFO ] [sig ] AES: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:31.812380] [INFO ] [LOCAL ] Saved forecast: AES 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AES.txt [2025-10-18T03:22:31.812590] [INFO ] [sig ] [30/2083] Completed AES in 0.2s | 4.31 sym/s | Total: 7.0s | ETA: 7.9m [2025-10-18T03:22:31.812632] [INFO ] [sig ] [31/2083] Forecasting AESI... [2025-10-18T03:22:31.812700] [INFO ] [sig ] Generating forecast for: AESI [2025-10-18T03:22:31.812929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-10-18T03:22:31.823631] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AESI'. [2025-10-18T03:22:31.823940] [INFO ] [FORECASTER] Starting predict_future for AESI [2025-10-18T03:22:31.849167] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:31.849879] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-10-18T03:22:31.849934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:31.849967] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:31.849995] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:31.850052] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:31.866802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:31.867325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:31.867404] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:31.867437] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:31.919219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:31.919298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:31.919333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:31.919362] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:31.922410] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=55.07%) [2025-10-18T03:22:31.922687] [INFO ] [FORECASTER] Completed predict_future for AESI [2025-10-18T03:22:31.922828] [INFO ] [sig ] AESI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:32.061038] [INFO ] [LOCAL ] Saved forecast: AESI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AESI.txt [2025-10-18T03:22:32.061231] [INFO ] [sig ] [31/2083] Completed AESI in 0.2s | 4.30 sym/s | Total: 7.2s | ETA: 8.0m [2025-10-18T03:22:32.061272] [INFO ] [sig ] [32/2083] Forecasting AFB... [2025-10-18T03:22:32.061302] [INFO ] [sig ] Generating forecast for: AFB [2025-10-18T03:22:32.061334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-10-18T03:22:32.070677] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AFB'. [2025-10-18T03:22:32.070964] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-10-18T03:22:32.095955] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:32.096620] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-10-18T03:22:32.096708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:32.096752] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:32.096782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:32.096838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:32.113605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:32.114187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:32.114266] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:32.114299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:32.149135] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:32.149209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:32.149244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:32.149272] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:32.152266] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-10-18T03:22:32.152517] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-10-18T03:22:32.152681] [INFO ] [sig ] AFB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:32.288885] [INFO ] [LOCAL ] Saved forecast: AFB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AFB.txt [2025-10-18T03:22:32.289105] [INFO ] [sig ] [32/2083] Completed AFB in 0.2s | 4.30 sym/s | Total: 7.4s | ETA: 8.0m [2025-10-18T03:22:32.289151] [INFO ] [sig ] [33/2083] Forecasting AFGC... [2025-10-18T03:22:32.289182] [INFO ] [sig ] Generating forecast for: AFGC [2025-10-18T03:22:32.289212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-10-18T03:22:32.298974] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'AFGC'. [2025-10-18T03:22:32.299254] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-10-18T03:22:32.324443] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:32.325165] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-10-18T03:22:32.325219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:32.325252] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:32.325279] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:32.325335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:32.342086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:32.342610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:32.342714] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:32.342758] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:32.381979] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:32.382088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:32.382146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:32.382178] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:32.385629] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: UP (p=94.49%) [2025-10-18T03:22:32.385957] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-10-18T03:22:32.386095] [INFO ] [sig ] AFGC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:32.524252] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AFGC.txt [2025-10-18T03:22:32.524435] [INFO ] [sig ] [33/2083] Completed AFGC in 0.2s | 4.30 sym/s | Total: 7.7s | ETA: 8.0m [2025-10-18T03:22:32.524477] [INFO ] [sig ] [34/2083] Forecasting AFGD... [2025-10-18T03:22:32.524507] [INFO ] [sig ] Generating forecast for: AFGD [2025-10-18T03:22:32.524537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'. [2025-10-18T03:22:32.536151] [DEBUG] [REMOTE ] Successfully parsed 1817 rows of historical data for symbol 'AFGD'. [2025-10-18T03:22:32.536592] [INFO ] [FORECASTER] Starting predict_future for AFGD [2025-10-18T03:22:32.566155] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:32.567147] [DEBUG] [LOCAL ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt [2025-10-18T03:22:32.567211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:32.567249] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:32.567278] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:32.567340] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:32.585278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:32.586196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:32.586299] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:32.586333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:32.626150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:32.626375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:32.626422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:32.626453] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:32.630501] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: UP (p=88.41%) [2025-10-18T03:22:32.630856] [INFO ] [FORECASTER] Completed predict_future for AFGD [2025-10-18T03:22:32.631022] [INFO ] [sig ] AFGD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:32.772177] [INFO ] [LOCAL ] Saved forecast: AFGD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AFGD.txt [2025-10-18T03:22:32.772957] [INFO ] [sig ] [34/2083] Completed AFGD in 0.2s | 4.29 sym/s | Total: 7.9s | ETA: 8.0m [2025-10-18T03:22:32.773030] [INFO ] [sig ] [35/2083] Forecasting AFGE... [2025-10-18T03:22:32.773067] [INFO ] [sig ] Generating forecast for: AFGE [2025-10-18T03:22:32.773105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'. [2025-10-18T03:22:32.784297] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AFGE'. [2025-10-18T03:22:32.784690] [INFO ] [FORECASTER] Starting predict_future for AFGE [2025-10-18T03:22:32.810386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:32.811101] [DEBUG] [LOCAL ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt [2025-10-18T03:22:32.811155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:32.811189] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:32.811215] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:32.811271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:32.828022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:32.828552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:32.828636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:32.828710] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:32.860378] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:32.860460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:32.860496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:32.860524] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:32.863602] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=65.56%) [2025-10-18T03:22:32.863893] [INFO ] [FORECASTER] Completed predict_future for AFGE [2025-10-18T03:22:32.864036] [INFO ] [sig ] AFGE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:33.007615] [INFO ] [LOCAL ] Saved forecast: AFGE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AFGE.txt [2025-10-18T03:22:33.008113] [INFO ] [sig ] [35/2083] Completed AFGE in 0.2s | 4.29 sym/s | Total: 8.2s | ETA: 8.0m [2025-10-18T03:22:33.008173] [INFO ] [sig ] [36/2083] Forecasting AFL... [2025-10-18T03:22:33.008208] [INFO ] [sig ] Generating forecast for: AFL [2025-10-18T03:22:33.008243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-10-18T03:22:33.020028] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AFL'. [2025-10-18T03:22:33.020447] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-10-18T03:22:33.046956] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:33.047919] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-10-18T03:22:33.047979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:33.048013] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:33.048041] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:33.048102] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:33.065267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:33.066266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:33.066367] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:33.066402] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:33.108217] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:33.108474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:33.108523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:33.108553] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:33.112846] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=6.84%) [2025-10-18T03:22:33.113173] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-10-18T03:22:33.113332] [INFO ] [sig ] AFL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:33.264235] [INFO ] [LOCAL ] Saved forecast: AFL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AFL.txt [2025-10-18T03:22:33.264626] [INFO ] [sig ] [36/2083] Completed AFL in 0.3s | 4.28 sym/s | Total: 8.4s | ETA: 8.0m [2025-10-18T03:22:33.264709] [INFO ] [sig ] [37/2083] Forecasting AG... [2025-10-18T03:22:33.264750] [INFO ] [sig ] Generating forecast for: AG [2025-10-18T03:22:33.264785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-10-18T03:22:33.276591] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AG'. [2025-10-18T03:22:33.277073] [INFO ] [FORECASTER] Starting predict_future for AG [2025-10-18T03:22:33.306932] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:33.308070] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-10-18T03:22:33.308138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:33.308176] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:33.308207] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:33.308270] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:33.326477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:33.327236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:33.327342] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:33.327378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:33.374576] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:33.374878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:33.374937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:33.374972] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:33.379386] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=46.87%) [2025-10-18T03:22:33.379829] [INFO ] [FORECASTER] Completed predict_future for AG [2025-10-18T03:22:33.380021] [INFO ] [sig ] AG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:33.529455] [INFO ] [LOCAL ] Saved forecast: AG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AG.txt [2025-10-18T03:22:33.529822] [INFO ] [sig ] [37/2083] Completed AG in 0.3s | 4.26 sym/s | Total: 8.7s | ETA: 8.0m [2025-10-18T03:22:33.529887] [INFO ] [sig ] [38/2083] Forecasting AGCO... [2025-10-18T03:22:33.529922] [INFO ] [sig ] Generating forecast for: AGCO [2025-10-18T03:22:33.529956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-10-18T03:22:33.541074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGCO'. [2025-10-18T03:22:33.541491] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-10-18T03:22:33.568528] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:33.569510] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-10-18T03:22:33.569571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:33.569609] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:33.569638] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:33.569747] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:33.588120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:33.588783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:33.588880] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:33.588916] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:33.633515] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:33.633747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:33.633809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:33.633842] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:33.637670] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=99.92%) [2025-10-18T03:22:33.638015] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-10-18T03:22:33.638185] [INFO ] [sig ] AGCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:33.788808] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AGCO.txt [2025-10-18T03:22:33.789161] [INFO ] [sig ] [38/2083] Completed AGCO in 0.3s | 4.25 sym/s | Total: 8.9s | ETA: 8.0m [2025-10-18T03:22:33.789224] [INFO ] [sig ] [39/2083] Forecasting AGD... [2025-10-18T03:22:33.789259] [INFO ] [sig ] Generating forecast for: AGD [2025-10-18T03:22:33.789292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-10-18T03:22:33.800977] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGD'. [2025-10-18T03:22:33.801500] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-10-18T03:22:33.830027] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:33.831207] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-10-18T03:22:33.831270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:33.831333] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:33.831424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:33.831498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:33.851075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:33.852270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:33.852372] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:33.852407] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:33.900005] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:33.900256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:33.900309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:33.900342] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:33.904573] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=59.44%) [2025-10-18T03:22:33.904936] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-10-18T03:22:33.905101] [INFO ] [sig ] AGD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:34.056629] [INFO ] [LOCAL ] Saved forecast: AGD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AGD.txt [2025-10-18T03:22:34.057005] [INFO ] [sig ] [39/2083] Completed AGD in 0.3s | 4.23 sym/s | Total: 9.2s | ETA: 8.0m [2025-10-18T03:22:34.057055] [INFO ] [sig ] [40/2083] Forecasting AGL... [2025-10-18T03:22:34.057089] [INFO ] [sig ] Generating forecast for: AGL [2025-10-18T03:22:34.057123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'. [2025-10-18T03:22:34.068837] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGL'. [2025-10-18T03:22:34.069424] [INFO ] [FORECASTER] Starting predict_future for AGL [2025-10-18T03:22:34.099332] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:34.100357] [DEBUG] [LOCAL ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt [2025-10-18T03:22:34.100421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:34.100467] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:34.100500] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:34.100563] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:34.119075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:34.120399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:34.120508] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:34.120543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:34.170459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:34.170731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:34.170794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:34.170828] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:34.174964] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=94.78%) [2025-10-18T03:22:34.175272] [INFO ] [FORECASTER] Completed predict_future for AGL [2025-10-18T03:22:34.175432] [INFO ] [sig ] AGL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:34.325103] [INFO ] [LOCAL ] Saved forecast: AGL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AGL.txt [2025-10-18T03:22:34.325406] [INFO ] [sig ] [40/2083] Completed AGL in 0.3s | 4.22 sym/s | Total: 9.5s | ETA: 8.1m [2025-10-18T03:22:34.325451] [INFO ] [sig ] [41/2083] Forecasting AGM... [2025-10-18T03:22:34.325482] [INFO ] [sig ] Generating forecast for: AGM [2025-10-18T03:22:34.325514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-10-18T03:22:34.336018] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGM'. [2025-10-18T03:22:34.336454] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-10-18T03:22:34.363007] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:34.363914] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-10-18T03:22:34.364014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:34.364061] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:34.364093] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:34.364153] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:34.383358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:34.384223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:34.384320] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:34.384354] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:34.430295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:34.430538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:34.430584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:34.430615] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:34.434605] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=21.23%) [2025-10-18T03:22:34.434933] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-10-18T03:22:34.435089] [INFO ] [sig ] AGM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:34.591406] [INFO ] [LOCAL ] Saved forecast: AGM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AGM.txt [2025-10-18T03:22:34.591769] [INFO ] [sig ] [41/2083] Completed AGM in 0.3s | 4.21 sym/s | Total: 9.7s | ETA: 8.1m [2025-10-18T03:22:34.591834] [INFO ] [sig ] [42/2083] Forecasting AGO... [2025-10-18T03:22:34.591872] [INFO ] [sig ] Generating forecast for: AGO [2025-10-18T03:22:34.591906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-10-18T03:22:34.603167] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGO'. [2025-10-18T03:22:34.603763] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-10-18T03:22:34.632329] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:34.633291] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-10-18T03:22:34.633349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:34.633385] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:34.633414] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:34.633477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:34.651572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:34.652510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:34.652659] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:34.652718] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:34.698782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:34.699457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:34.699511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:34.699543] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:34.703610] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=10.59%) [2025-10-18T03:22:34.703947] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-10-18T03:22:34.704112] [INFO ] [sig ] AGO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:34.850010] [INFO ] [LOCAL ] Saved forecast: AGO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AGO.txt [2025-10-18T03:22:34.850352] [INFO ] [sig ] [42/2083] Completed AGO in 0.3s | 4.20 sym/s | Total: 10.0s | ETA: 8.1m [2025-10-18T03:22:34.850402] [INFO ] [sig ] [43/2083] Forecasting AGRO... [2025-10-18T03:22:34.850484] [INFO ] [sig ] Generating forecast for: AGRO [2025-10-18T03:22:34.850535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-10-18T03:22:34.861952] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGRO'. [2025-10-18T03:22:34.862573] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-10-18T03:22:34.889816] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:34.890670] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-10-18T03:22:34.890775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:34.890826] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:34.890858] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:34.890917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:34.908930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:34.909795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:34.909926] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:34.909974] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:34.954245] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:34.954460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:34.954505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:34.954536] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:34.958792] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=18.84%) [2025-10-18T03:22:34.959249] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-10-18T03:22:34.959429] [INFO ] [sig ] AGRO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:35.109818] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AGRO.txt [2025-10-18T03:22:35.110177] [INFO ] [sig ] [43/2083] Completed AGRO in 0.3s | 4.19 sym/s | Total: 10.3s | ETA: 8.1m [2025-10-18T03:22:35.110225] [INFO ] [sig ] [44/2083] Forecasting AGX... [2025-10-18T03:22:35.110255] [INFO ] [sig ] Generating forecast for: AGX [2025-10-18T03:22:35.110289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-10-18T03:22:35.121343] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'AGX'. [2025-10-18T03:22:35.121757] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-10-18T03:22:35.149205] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:35.150117] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-10-18T03:22:35.150176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:35.150212] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:35.150242] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:35.150302] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:35.168000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:35.168933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:35.169032] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:35.169068] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:35.213728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:35.214006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:35.214056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:35.214088] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:35.222132] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: DOWN (p=40.65%) [2025-10-18T03:22:35.222756] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-10-18T03:22:35.223005] [INFO ] [sig ] AGX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:35.374928] [INFO ] [LOCAL ] Saved forecast: AGX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AGX.txt [2025-10-18T03:22:35.375355] [INFO ] [sig ] [44/2083] Completed AGX in 0.3s | 4.18 sym/s | Total: 10.5s | ETA: 8.1m [2025-10-18T03:22:35.375412] [INFO ] [sig ] [45/2083] Forecasting AHH... [2025-10-18T03:22:35.375499] [INFO ] [sig ] Generating forecast for: AHH [2025-10-18T03:22:35.375557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-10-18T03:22:35.387543] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AHH'. [2025-10-18T03:22:35.388036] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-10-18T03:22:35.415418] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:35.416481] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-10-18T03:22:35.416545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:35.416584] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:35.416614] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:35.416891] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:35.434876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:35.435965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:35.436077] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:35.436114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:35.481339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:35.481587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:35.481634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:35.481710] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:35.485830] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=45.83%) [2025-10-18T03:22:35.486151] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-10-18T03:22:35.486329] [INFO ] [sig ] AHH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:35.641792] [INFO ] [LOCAL ] Saved forecast: AHH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AHH.txt [2025-10-18T03:22:35.642183] [INFO ] [sig ] [45/2083] Completed AHH in 0.3s | 4.17 sym/s | Total: 10.8s | ETA: 8.2m [2025-10-18T03:22:35.642229] [INFO ] [sig ] [46/2083] Forecasting AHT... [2025-10-18T03:22:35.642262] [INFO ] [sig ] Generating forecast for: AHT [2025-10-18T03:22:35.642295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'. [2025-10-18T03:22:35.654213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AHT'. [2025-10-18T03:22:35.654866] [INFO ] [FORECASTER] Starting predict_future for AHT [2025-10-18T03:22:35.682332] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:35.683182] [DEBUG] [LOCAL ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt [2025-10-18T03:22:35.683239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:35.683335] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:35.683386] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:35.683449] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:35.701576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:35.702390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:35.702488] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:35.702523] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:35.748420] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:35.748664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:35.748733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:35.748767] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:35.752804] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: DOWN (p=24.62%) [2025-10-18T03:22:35.753132] [INFO ] [FORECASTER] Completed predict_future for AHT [2025-10-18T03:22:35.753298] [INFO ] [sig ] AHT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:35.898602] [INFO ] [LOCAL ] Saved forecast: AHT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AHT.txt [2025-10-18T03:22:35.898972] [INFO ] [sig ] [46/2083] Completed AHT in 0.3s | 4.16 sym/s | Total: 11.1s | ETA: 8.2m [2025-10-18T03:22:35.899023] [INFO ] [sig ] [47/2083] Forecasting AI... [2025-10-18T03:22:35.899053] [INFO ] [sig ] Generating forecast for: AI [2025-10-18T03:22:35.899086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-10-18T03:22:35.911097] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AI'. [2025-10-18T03:22:35.911703] [INFO ] [FORECASTER] Starting predict_future for AI [2025-10-18T03:22:35.939789] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:35.940676] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-10-18T03:22:35.940741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:35.940778] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:35.940810] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:35.940888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:35.959342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:35.960480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:35.960594] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:35.960637] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:36.006312] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:36.006568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:36.006615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:36.006677] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:36.013132] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=64.47%) [2025-10-18T03:22:36.013690] [INFO ] [FORECASTER] Completed predict_future for AI [2025-10-18T03:22:36.013876] [INFO ] [sig ] AI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:36.163344] [INFO ] [LOCAL ] Saved forecast: AI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AI.txt [2025-10-18T03:22:36.163773] [INFO ] [sig ] [47/2083] Completed AI in 0.3s | 4.15 sym/s | Total: 11.3s | ETA: 8.2m [2025-10-18T03:22:36.163839] [INFO ] [sig ] [48/2083] Forecasting AIG... [2025-10-18T03:22:36.163874] [INFO ] [sig ] Generating forecast for: AIG [2025-10-18T03:22:36.163908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-10-18T03:22:36.175967] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIG'. [2025-10-18T03:22:36.176532] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-10-18T03:22:36.204421] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:36.205299] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-10-18T03:22:36.205356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:36.205393] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:36.205422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:36.205487] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:36.223552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:36.224588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:36.224717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:36.224769] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:36.273210] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:36.273457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:36.273505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:36.273537] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:36.278151] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=58.95%) [2025-10-18T03:22:36.278593] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-10-18T03:22:36.278809] [INFO ] [sig ] AIG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:36.429409] [INFO ] [LOCAL ] Saved forecast: AIG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AIG.txt [2025-10-18T03:22:36.429794] [INFO ] [sig ] [48/2083] Completed AIG in 0.3s | 4.14 sym/s | Total: 11.6s | ETA: 8.2m [2025-10-18T03:22:36.429857] [INFO ] [sig ] [49/2083] Forecasting AIN... [2025-10-18T03:22:36.429892] [INFO ] [sig ] Generating forecast for: AIN [2025-10-18T03:22:36.429924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'. [2025-10-18T03:22:36.441160] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIN'. [2025-10-18T03:22:36.441533] [INFO ] [FORECASTER] Starting predict_future for AIN [2025-10-18T03:22:36.469275] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:36.470167] [DEBUG] [LOCAL ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt [2025-10-18T03:22:36.470224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:36.470260] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:36.470290] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:36.470351] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:36.488156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:36.489037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:36.489134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:36.489168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:36.535277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:36.535510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:36.535557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:36.535585] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:36.539546] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=34.47%) [2025-10-18T03:22:36.539887] [INFO ] [FORECASTER] Completed predict_future for AIN [2025-10-18T03:22:36.540057] [INFO ] [sig ] AIN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:36.688070] [INFO ] [LOCAL ] Saved forecast: AIN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AIN.txt [2025-10-18T03:22:36.688615] [INFO ] [sig ] [49/2083] Completed AIN in 0.3s | 4.14 sym/s | Total: 11.8s | ETA: 8.2m [2025-10-18T03:22:36.688740] [INFO ] [sig ] [50/2083] Forecasting AIO... [2025-10-18T03:22:36.688911] [INFO ] [sig ] Generating forecast for: AIO [2025-10-18T03:22:36.688969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-10-18T03:22:36.701673] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIO'. [2025-10-18T03:22:36.702209] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-10-18T03:22:36.729445] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:36.730322] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-10-18T03:22:36.730378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:36.730415] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:36.730445] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:36.730506] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:36.748131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:36.748850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:36.748943] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:36.748978] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:36.796337] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:36.796596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:36.796670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:36.796728] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:36.800795] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=15.52%) [2025-10-18T03:22:36.801096] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-10-18T03:22:36.801259] [INFO ] [sig ] AIO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:36.948038] [INFO ] [LOCAL ] Saved forecast: AIO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AIO.txt [2025-10-18T03:22:36.948382] [INFO ] [sig ] [50/2083] Completed AIO in 0.3s | 4.13 sym/s | Total: 12.1s | ETA: 8.2m [2025-10-18T03:22:36.948426] [INFO ] [sig ] [51/2083] Forecasting AIR... [2025-10-18T03:22:36.948458] [INFO ] [sig ] Generating forecast for: AIR [2025-10-18T03:22:36.948490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'. [2025-10-18T03:22:36.959474] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIR'. [2025-10-18T03:22:36.959935] [INFO ] [FORECASTER] Starting predict_future for AIR [2025-10-18T03:22:36.986915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:36.987813] [DEBUG] [LOCAL ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt [2025-10-18T03:22:36.987877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:36.987913] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:36.987944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:36.988005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:37.006496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:37.007875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:37.008013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:37.008048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:37.056477] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:37.056749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:37.056841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:37.056882] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:37.061067] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: UP (p=93.55%) [2025-10-18T03:22:37.061404] [INFO ] [FORECASTER] Completed predict_future for AIR [2025-10-18T03:22:37.061565] [INFO ] [sig ] AIR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:37.212058] [INFO ] [LOCAL ] Saved forecast: AIR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AIR.txt [2025-10-18T03:22:37.212495] [INFO ] [sig ] [51/2083] Completed AIR in 0.3s | 4.12 sym/s | Total: 12.4s | ETA: 8.2m [2025-10-18T03:22:37.212555] [INFO ] [sig ] [52/2083] Forecasting AIT... [2025-10-18T03:22:37.212591] [INFO ] [sig ] Generating forecast for: AIT [2025-10-18T03:22:37.212625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'. [2025-10-18T03:22:37.224025] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIT'. [2025-10-18T03:22:37.224677] [INFO ] [FORECASTER] Starting predict_future for AIT [2025-10-18T03:22:37.251106] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:37.251977] [DEBUG] [LOCAL ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt [2025-10-18T03:22:37.252050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:37.252173] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:37.252237] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:37.252308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:37.270006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:37.270872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:37.270968] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:37.271002] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:37.317020] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:37.317266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:37.317312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:37.317342] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:37.321481] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: DOWN (p=7.97%) [2025-10-18T03:22:37.321870] [INFO ] [FORECASTER] Completed predict_future for AIT [2025-10-18T03:22:37.322037] [INFO ] [sig ] AIT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:37.470749] [INFO ] [LOCAL ] Saved forecast: AIT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AIT.txt [2025-10-18T03:22:37.471145] [INFO ] [sig ] [52/2083] Completed AIT in 0.3s | 4.12 sym/s | Total: 12.6s | ETA: 8.2m [2025-10-18T03:22:37.471193] [INFO ] [sig ] [53/2083] Forecasting AIV... [2025-10-18T03:22:37.471224] [INFO ] [sig ] Generating forecast for: AIV [2025-10-18T03:22:37.471257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'. [2025-10-18T03:22:37.482919] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIV'. [2025-10-18T03:22:37.483453] [INFO ] [FORECASTER] Starting predict_future for AIV [2025-10-18T03:22:37.513985] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:37.514919] [DEBUG] [LOCAL ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt [2025-10-18T03:22:37.514980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:37.515019] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:37.515074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:37.515138] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:37.536133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:37.536981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:37.537081] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:37.537118] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:37.586826] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:37.587058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:37.587107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:37.587138] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:37.591522] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=53.40%) [2025-10-18T03:22:37.591868] [INFO ] [FORECASTER] Completed predict_future for AIV [2025-10-18T03:22:37.592047] [INFO ] [sig ] AIV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:37.758105] [INFO ] [LOCAL ] Saved forecast: AIV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AIV.txt [2025-10-18T03:22:37.758529] [INFO ] [sig ] [53/2083] Completed AIV in 0.3s | 4.10 sym/s | Total: 12.9s | ETA: 8.2m [2025-10-18T03:22:37.758579] [INFO ] [sig ] [54/2083] Forecasting AIZN... [2025-10-18T03:22:37.758611] [INFO ] [sig ] Generating forecast for: AIZN [2025-10-18T03:22:37.758667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-10-18T03:22:37.769735] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIZN'. [2025-10-18T03:22:37.770266] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-10-18T03:22:37.798945] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:37.799840] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-10-18T03:22:37.799900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:37.799936] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:37.799965] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:37.800039] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:37.818294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:37.819275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:37.819379] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:37.819417] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:37.865136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:37.865378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:37.865425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:37.865454] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:37.869467] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-10-18T03:22:37.869825] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-10-18T03:22:37.870001] [INFO ] [sig ] AIZN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:38.020966] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AIZN.txt [2025-10-18T03:22:38.021395] [INFO ] [sig ] [54/2083] Completed AIZN in 0.3s | 4.10 sym/s | Total: 13.2s | ETA: 8.3m [2025-10-18T03:22:38.021444] [INFO ] [sig ] [55/2083] Forecasting AJG... [2025-10-18T03:22:38.021480] [INFO ] [sig ] Generating forecast for: AJG [2025-10-18T03:22:38.021516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-10-18T03:22:38.033479] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AJG'. [2025-10-18T03:22:38.033975] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-10-18T03:22:38.061752] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:38.062718] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-10-18T03:22:38.062781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:38.062819] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:38.062847] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:38.062907] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:38.081516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:38.082209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:38.082308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:38.082342] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:38.128381] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:38.128530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:38.128569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:38.128597] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:38.132227] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=78.40%) [2025-10-18T03:22:38.132519] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-10-18T03:22:38.132711] [INFO ] [sig ] AJG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:38.278499] [INFO ] [LOCAL ] Saved forecast: AJG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AJG.txt [2025-10-18T03:22:38.278913] [INFO ] [sig ] [55/2083] Completed AJG in 0.3s | 4.09 sym/s | Total: 13.4s | ETA: 8.3m [2025-10-18T03:22:38.278978] [INFO ] [sig ] [56/2083] Forecasting AKR... [2025-10-18T03:22:38.279012] [INFO ] [sig ] Generating forecast for: AKR [2025-10-18T03:22:38.279045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'. [2025-10-18T03:22:38.290575] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AKR'. [2025-10-18T03:22:38.290984] [INFO ] [FORECASTER] Starting predict_future for AKR [2025-10-18T03:22:38.318673] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:38.319537] [DEBUG] [LOCAL ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt [2025-10-18T03:22:38.319596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:38.319632] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:38.319706] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:38.319778] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:38.338077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:38.338886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:38.338988] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:38.339023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:38.385782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:38.386047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:38.386100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:38.386134] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:38.390429] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: UP (p=78.69%) [2025-10-18T03:22:38.390797] [INFO ] [FORECASTER] Completed predict_future for AKR [2025-10-18T03:22:38.390963] [INFO ] [sig ] AKR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:38.536254] [INFO ] [LOCAL ] Saved forecast: AKR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AKR.txt [2025-10-18T03:22:38.536629] [INFO ] [sig ] [56/2083] Completed AKR in 0.3s | 4.09 sym/s | Total: 13.7s | ETA: 8.3m [2025-10-18T03:22:38.536882] [INFO ] [sig ] [57/2083] Forecasting AL... [2025-10-18T03:22:38.536923] [INFO ] [sig ] Generating forecast for: AL [2025-10-18T03:22:38.536959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-10-18T03:22:38.548326] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AL'. [2025-10-18T03:22:38.548770] [INFO ] [FORECASTER] Starting predict_future for AL [2025-10-18T03:22:38.576277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:38.577201] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-10-18T03:22:38.577260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:38.577297] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:38.577325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:38.577385] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:38.595433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:38.596107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:38.596202] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:38.596237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:38.646888] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:38.647157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:38.647242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:38.647316] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:38.652118] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=57.93%) [2025-10-18T03:22:38.652492] [INFO ] [FORECASTER] Completed predict_future for AL [2025-10-18T03:22:38.652705] [INFO ] [sig ] AL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:38.798211] [INFO ] [LOCAL ] Saved forecast: AL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AL.txt [2025-10-18T03:22:38.798506] [INFO ] [sig ] [57/2083] Completed AL in 0.3s | 4.08 sym/s | Total: 14.0s | ETA: 8.3m [2025-10-18T03:22:38.798552] [INFO ] [sig ] [58/2083] Forecasting ALB... [2025-10-18T03:22:38.798582] [INFO ] [sig ] Generating forecast for: ALB [2025-10-18T03:22:38.798614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-10-18T03:22:38.809268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALB'. [2025-10-18T03:22:38.809638] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-10-18T03:22:38.835312] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:38.836183] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-10-18T03:22:38.836243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:38.836278] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:38.836306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:38.836365] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:38.853856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:38.854498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:38.854589] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:38.854623] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:38.893409] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:38.893587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:38.893631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:38.893726] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:38.897262] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=55.83%) [2025-10-18T03:22:38.897535] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-10-18T03:22:38.898147] [INFO ] [sig ] ALB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:39.039157] [INFO ] [LOCAL ] Saved forecast: ALB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ALB.txt [2025-10-18T03:22:39.039406] [INFO ] [sig ] [58/2083] Completed ALB in 0.2s | 4.09 sym/s | Total: 14.2s | ETA: 8.3m [2025-10-18T03:22:39.039452] [INFO ] [sig ] [59/2083] Forecasting ALC... [2025-10-18T03:22:39.039485] [INFO ] [sig ] Generating forecast for: ALC [2025-10-18T03:22:39.039517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'. [2025-10-18T03:22:39.049066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALC'. [2025-10-18T03:22:39.049391] [INFO ] [FORECASTER] Starting predict_future for ALC [2025-10-18T03:22:39.075177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:39.076014] [DEBUG] [LOCAL ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt [2025-10-18T03:22:39.076073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:39.076106] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:39.076134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:39.076193] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:39.093383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:39.094321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:39.094408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:39.094443] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:39.132179] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:39.132348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:39.132391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:39.132420] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:39.136232] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=28.39%) [2025-10-18T03:22:39.136553] [INFO ] [FORECASTER] Completed predict_future for ALC [2025-10-18T03:22:39.136744] [INFO ] [sig ] ALC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:39.276469] [INFO ] [LOCAL ] Saved forecast: ALC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALC.txt [2025-10-18T03:22:39.276723] [INFO ] [sig ] [59/2083] Completed ALC in 0.2s | 4.09 sym/s | Total: 14.4s | ETA: 8.3m [2025-10-18T03:22:39.276784] [INFO ] [sig ] [60/2083] Forecasting ALE... [2025-10-18T03:22:39.276818] [INFO ] [sig ] Generating forecast for: ALE [2025-10-18T03:22:39.276849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-10-18T03:22:39.286432] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALE'. [2025-10-18T03:22:39.286793] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-10-18T03:22:39.312021] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:39.312896] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-10-18T03:22:39.312952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:39.312987] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:39.313015] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:39.313092] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:39.330103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:39.330828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:39.330915] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:39.330950] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:39.369090] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:39.369229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:39.369268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:39.369297] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:39.372563] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=20.28%) [2025-10-18T03:22:39.372873] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-10-18T03:22:39.373020] [INFO ] [sig ] ALE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:39.513151] [INFO ] [LOCAL ] Saved forecast: ALE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALE.txt [2025-10-18T03:22:39.513401] [INFO ] [sig ] [60/2083] Completed ALE in 0.2s | 4.09 sym/s | Total: 14.7s | ETA: 8.2m [2025-10-18T03:22:39.513444] [INFO ] [sig ] [61/2083] Forecasting ALEX... [2025-10-18T03:22:39.513474] [INFO ] [sig ] Generating forecast for: ALEX [2025-10-18T03:22:39.513505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-10-18T03:22:39.522925] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALEX'. [2025-10-18T03:22:39.523213] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-10-18T03:22:39.549210] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:39.550029] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-10-18T03:22:39.550087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:39.550123] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:39.550152] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:39.550212] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:39.567981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:39.568535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:39.568618] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:39.568686] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:39.606275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:39.606407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:39.606446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:39.606476] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:39.609952] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=2.37%) [2025-10-18T03:22:39.610227] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-10-18T03:22:39.610388] [INFO ] [sig ] ALEX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:39.751710] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALEX.txt [2025-10-18T03:22:39.751987] [INFO ] [sig ] [61/2083] Completed ALEX in 0.2s | 4.09 sym/s | Total: 14.9s | ETA: 8.2m [2025-10-18T03:22:39.752030] [INFO ] [sig ] [62/2083] Forecasting ALG... [2025-10-18T03:22:39.752060] [INFO ] [sig ] Generating forecast for: ALG [2025-10-18T03:22:39.752143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'. [2025-10-18T03:22:39.761323] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALG'. [2025-10-18T03:22:39.761625] [INFO ] [FORECASTER] Starting predict_future for ALG [2025-10-18T03:22:39.786924] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:39.787599] [DEBUG] [LOCAL ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt [2025-10-18T03:22:39.787677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:39.787728] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:39.787787] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:39.787857] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:39.804542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:39.805102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:39.805183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:39.805216] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:39.835995] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:39.836080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:39.836117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:39.836145] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:39.839209] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=49.03%) [2025-10-18T03:22:39.839461] [INFO ] [FORECASTER] Completed predict_future for ALG [2025-10-18T03:22:39.839593] [INFO ] [sig ] ALG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:39.976779] [INFO ] [LOCAL ] Saved forecast: ALG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALG.txt [2025-10-18T03:22:39.976969] [INFO ] [sig ] [62/2083] Completed ALG in 0.2s | 4.10 sym/s | Total: 15.1s | ETA: 8.2m [2025-10-18T03:22:39.977010] [INFO ] [sig ] [63/2083] Forecasting ALIT... [2025-10-18T03:22:39.977040] [INFO ] [sig ] Generating forecast for: ALIT [2025-10-18T03:22:39.977070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'. [2025-10-18T03:22:39.988527] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALIT'. [2025-10-18T03:22:39.988853] [INFO ] [FORECASTER] Starting predict_future for ALIT [2025-10-18T03:22:40.014145] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:40.014906] [DEBUG] [LOCAL ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt [2025-10-18T03:22:40.014961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:40.014995] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:40.015023] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:40.015081] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:40.032078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:40.032694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:40.032777] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:40.032810] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:40.065087] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:40.065168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:40.065203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:40.065231] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:40.068293] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: DOWN (p=43.07%) [2025-10-18T03:22:40.068546] [INFO ] [FORECASTER] Completed predict_future for ALIT [2025-10-18T03:22:40.068704] [INFO ] [sig ] ALIT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:40.205597] [INFO ] [LOCAL ] Saved forecast: ALIT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALIT.txt [2025-10-18T03:22:40.205816] [INFO ] [sig ] [63/2083] Completed ALIT in 0.2s | 4.10 sym/s | Total: 15.4s | ETA: 8.2m [2025-10-18T03:22:40.205877] [INFO ] [sig ] [64/2083] Forecasting ALK... [2025-10-18T03:22:40.205911] [INFO ] [sig ] Generating forecast for: ALK [2025-10-18T03:22:40.205941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-10-18T03:22:40.214870] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALK'. [2025-10-18T03:22:40.215147] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-10-18T03:22:40.240022] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:40.240793] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-10-18T03:22:40.240849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:40.240882] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:40.240909] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:40.240966] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:40.257901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:40.258455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:40.258535] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:40.258568] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:40.291211] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:40.291328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:40.291367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:40.291396] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:40.294621] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=92.14%) [2025-10-18T03:22:40.294914] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-10-18T03:22:40.295048] [INFO ] [sig ] ALK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:40.433505] [INFO ] [LOCAL ] Saved forecast: ALK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ALK.txt [2025-10-18T03:22:40.433798] [INFO ] [sig ] [64/2083] Completed ALK in 0.2s | 4.11 sym/s | Total: 15.6s | ETA: 8.2m [2025-10-18T03:22:40.433860] [INFO ] [sig ] [65/2083] Forecasting ALL... [2025-10-18T03:22:40.433893] [INFO ] [sig ] Generating forecast for: ALL [2025-10-18T03:22:40.433924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-10-18T03:22:40.444887] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALL'. [2025-10-18T03:22:40.445247] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-10-18T03:22:40.473607] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:40.474420] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-10-18T03:22:40.474523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:40.474566] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:40.474597] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:40.474679] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:40.495518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:40.496279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:40.496370] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:40.496406] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:40.531615] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:40.531824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:40.531872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:40.531939] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:40.535536] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=14.18%) [2025-10-18T03:22:40.535856] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-10-18T03:22:40.536021] [INFO ] [sig ] ALL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:40.678682] [INFO ] [LOCAL ] Saved forecast: ALL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALL.txt [2025-10-18T03:22:40.678946] [INFO ] [sig ] [65/2083] Completed ALL in 0.2s | 4.11 sym/s | Total: 15.8s | ETA: 8.2m [2025-10-18T03:22:40.678991] [INFO ] [sig ] [66/2083] Forecasting ALLE... [2025-10-18T03:22:40.679022] [INFO ] [sig ] Generating forecast for: ALLE [2025-10-18T03:22:40.679053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-10-18T03:22:40.688735] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALLE'. [2025-10-18T03:22:40.689060] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-10-18T03:22:40.714619] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:40.715420] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-10-18T03:22:40.715476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:40.715509] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:40.715537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:40.715595] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:40.732761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:40.733425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:40.733511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:40.733544] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:40.767786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:40.767944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:40.767985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:40.768016] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:40.771705] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=59.02%) [2025-10-18T03:22:40.771990] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-10-18T03:22:40.772132] [INFO ] [sig ] ALLE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:40.915970] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ALLE.txt [2025-10-18T03:22:40.916213] [INFO ] [sig ] [66/2083] Completed ALLE in 0.2s | 4.11 sym/s | Total: 16.1s | ETA: 8.2m [2025-10-18T03:22:40.916255] [INFO ] [sig ] [67/2083] Forecasting ALLY... [2025-10-18T03:22:40.916285] [INFO ] [sig ] Generating forecast for: ALLY [2025-10-18T03:22:40.916316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-10-18T03:22:40.925517] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALLY'. [2025-10-18T03:22:40.925923] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-10-18T03:22:40.951778] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:40.952590] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-10-18T03:22:40.952690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:40.952792] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:40.952831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:40.952891] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:40.970266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:40.970904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:40.970995] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:40.971030] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:41.004604] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:41.004795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:41.004843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:41.004874] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:41.008386] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=1.39%) [2025-10-18T03:22:41.008686] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-10-18T03:22:41.008838] [INFO ] [sig ] ALLY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:41.147518] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALLY.txt [2025-10-18T03:22:41.147791] [INFO ] [sig ] [67/2083] Completed ALLY in 0.2s | 4.11 sym/s | Total: 16.3s | ETA: 8.2m [2025-10-18T03:22:41.147861] [INFO ] [sig ] [68/2083] Forecasting ALSN... [2025-10-18T03:22:41.147894] [INFO ] [sig ] Generating forecast for: ALSN [2025-10-18T03:22:41.147925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-10-18T03:22:41.157154] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALSN'. [2025-10-18T03:22:41.157466] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-10-18T03:22:41.182607] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:41.183379] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-10-18T03:22:41.183433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:41.183467] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:41.183494] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:41.183550] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:41.200789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:41.201334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:41.201452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:41.201490] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:41.236032] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:41.236173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:41.236215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:41.236245] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:41.239861] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=37.94%) [2025-10-18T03:22:41.240138] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-10-18T03:22:41.240267] [INFO ] [sig ] ALSN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:41.386127] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALSN.txt [2025-10-18T03:22:41.386402] [INFO ] [sig ] [68/2083] Completed ALSN in 0.2s | 4.11 sym/s | Total: 16.5s | ETA: 8.2m [2025-10-18T03:22:41.386456] [INFO ] [sig ] [69/2083] Forecasting ALTG... [2025-10-18T03:22:41.386495] [INFO ] [sig ] Generating forecast for: ALTG [2025-10-18T03:22:41.386530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-10-18T03:22:41.395326] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALTG'. [2025-10-18T03:22:41.395749] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-10-18T03:22:41.422977] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:41.423865] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-10-18T03:22:41.423924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:41.423959] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:41.423989] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:41.424047] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:41.442055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:41.442921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:41.443015] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:41.443048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:41.478127] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:41.478301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:41.478350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:41.478390] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:41.482150] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=78.30%) [2025-10-18T03:22:41.482488] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-10-18T03:22:41.482631] [INFO ] [sig ] ALTG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:41.632280] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ALTG.txt [2025-10-18T03:22:41.632561] [INFO ] [sig ] [69/2083] Completed ALTG in 0.2s | 4.11 sym/s | Total: 16.8s | ETA: 8.2m [2025-10-18T03:22:41.632612] [INFO ] [sig ] [70/2083] Forecasting ALUR... [2025-10-18T03:22:41.632664] [INFO ] [sig ] Generating forecast for: ALUR [2025-10-18T03:22:41.632722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'. [2025-10-18T03:22:41.642125] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALUR'. [2025-10-18T03:22:41.642416] [INFO ] [FORECASTER] Starting predict_future for ALUR [2025-10-18T03:22:41.667869] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:41.668608] [DEBUG] [LOCAL ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt [2025-10-18T03:22:41.668686] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:41.668733] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:41.668762] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:41.668820] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:41.685821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:41.686440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:41.686526] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:41.686560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:41.722574] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:41.722751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:41.722801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:41.722831] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:41.726240] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-10-18T03:22:41.726505] [INFO ] [FORECASTER] Completed predict_future for ALUR [2025-10-18T03:22:41.726664] [INFO ] [sig ] ALUR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:41.868693] [INFO ] [LOCAL ] Saved forecast: ALUR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ALUR.txt [2025-10-18T03:22:41.868912] [INFO ] [sig ] [70/2083] Completed ALUR in 0.2s | 4.11 sym/s | Total: 17.0s | ETA: 8.2m [2025-10-18T03:22:41.868961] [INFO ] [sig ] [71/2083] Forecasting ALV... [2025-10-18T03:22:41.868993] [INFO ] [sig ] Generating forecast for: ALV [2025-10-18T03:22:41.869025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'. [2025-10-18T03:22:41.878232] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALV'. [2025-10-18T03:22:41.878502] [INFO ] [FORECASTER] Starting predict_future for ALV [2025-10-18T03:22:41.903706] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:41.904471] [DEBUG] [LOCAL ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt [2025-10-18T03:22:41.904526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:41.904558] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:41.904586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:41.904664] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:41.922128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:41.922745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:41.922828] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:41.922861] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:41.960469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:41.960566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:41.960601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:41.960629] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:41.966232] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=56.25%) [2025-10-18T03:22:41.966497] [INFO ] [FORECASTER] Completed predict_future for ALV [2025-10-18T03:22:41.966628] [INFO ] [sig ] ALV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:42.107318] [INFO ] [LOCAL ] Saved forecast: ALV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ALV.txt [2025-10-18T03:22:42.107523] [INFO ] [sig ] [71/2083] Completed ALV in 0.2s | 4.11 sym/s | Total: 17.3s | ETA: 8.2m [2025-10-18T03:22:42.107565] [INFO ] [sig ] [72/2083] Forecasting ALX... [2025-10-18T03:22:42.107595] [INFO ] [sig ] Generating forecast for: ALX [2025-10-18T03:22:42.107626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-10-18T03:22:42.116623] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALX'. [2025-10-18T03:22:42.116911] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-10-18T03:22:42.142173] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:42.142915] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-10-18T03:22:42.142970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:42.143003] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:42.143029] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:42.143085] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:42.160775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:42.161340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:42.161425] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:42.161459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:42.197425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:42.197512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:42.197547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:42.197592] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:42.200774] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=22.45%) [2025-10-18T03:22:42.201039] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-10-18T03:22:42.201173] [INFO ] [sig ] ALX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:42.340624] [INFO ] [LOCAL ] Saved forecast: ALX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ALX.txt [2025-10-18T03:22:42.340873] [INFO ] [sig ] [72/2083] Completed ALX in 0.2s | 4.12 sym/s | Total: 17.5s | ETA: 8.1m [2025-10-18T03:22:42.340919] [INFO ] [sig ] [73/2083] Forecasting AM... [2025-10-18T03:22:42.340949] [INFO ] [sig ] Generating forecast for: AM [2025-10-18T03:22:42.340979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-10-18T03:22:42.350349] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AM'. [2025-10-18T03:22:42.350629] [INFO ] [FORECASTER] Starting predict_future for AM [2025-10-18T03:22:42.375613] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:42.376330] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-10-18T03:22:42.376385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:42.376418] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:42.376445] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:42.376501] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:42.393404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:42.393982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:42.394064] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:42.394098] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:42.425332] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:42.425415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:42.425451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:42.425479] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:42.431886] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=77.37%) [2025-10-18T03:22:42.432176] [INFO ] [FORECASTER] Completed predict_future for AM [2025-10-18T03:22:42.432312] [INFO ] [sig ] AM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:42.570447] [INFO ] [LOCAL ] Saved forecast: AM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AM.txt [2025-10-18T03:22:42.570679] [INFO ] [sig ] [73/2083] Completed AM in 0.2s | 4.12 sym/s | Total: 17.7s | ETA: 8.1m [2025-10-18T03:22:42.570740] [INFO ] [sig ] [74/2083] Forecasting AMBC... [2025-10-18T03:22:42.570774] [INFO ] [sig ] Generating forecast for: AMBC [2025-10-18T03:22:42.570805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'. [2025-10-18T03:22:42.580226] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMBC'. [2025-10-18T03:22:42.580498] [INFO ] [FORECASTER] Starting predict_future for AMBC [2025-10-18T03:22:42.605334] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:42.606046] [DEBUG] [LOCAL ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt [2025-10-18T03:22:42.606100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:42.606132] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:42.606159] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:42.606220] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:42.622992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:42.623573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:42.623679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:42.623733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:42.658357] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:42.658494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:42.658532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:42.658561] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:42.661992] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-10-18T03:22:42.662270] [INFO ] [FORECASTER] Completed predict_future for AMBC [2025-10-18T03:22:42.662405] [INFO ] [sig ] AMBC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:42.802478] [INFO ] [LOCAL ] Saved forecast: AMBC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMBC.txt [2025-10-18T03:22:42.802725] [INFO ] [sig ] [74/2083] Completed AMBC in 0.2s | 4.12 sym/s | Total: 18.0s | ETA: 8.1m [2025-10-18T03:22:42.802819] [INFO ] [sig ] [75/2083] Forecasting AMBP... [2025-10-18T03:22:42.802858] [INFO ] [sig ] Generating forecast for: AMBP [2025-10-18T03:22:42.802890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-10-18T03:22:42.812181] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMBP'. [2025-10-18T03:22:42.812471] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-10-18T03:22:42.837766] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:42.838570] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-10-18T03:22:42.838628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:42.838700] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:42.838740] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:42.838801] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:42.856231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:42.856813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:42.856894] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:42.856929] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:42.897835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:42.898028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:42.898074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:42.898106] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:42.901812] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=3.17%) [2025-10-18T03:22:42.902104] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-10-18T03:22:42.902253] [INFO ] [sig ] AMBP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:43.042470] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMBP.txt [2025-10-18T03:22:43.042762] [INFO ] [sig ] [75/2083] Completed AMBP in 0.2s | 4.12 sym/s | Total: 18.2s | ETA: 8.1m [2025-10-18T03:22:43.042824] [INFO ] [sig ] [76/2083] Forecasting AMC... [2025-10-18T03:22:43.042857] [INFO ] [sig ] Generating forecast for: AMC [2025-10-18T03:22:43.042888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'. [2025-10-18T03:22:43.052414] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMC'. [2025-10-18T03:22:43.052773] [INFO ] [FORECASTER] Starting predict_future for AMC [2025-10-18T03:22:43.078188] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:43.078990] [DEBUG] [LOCAL ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt [2025-10-18T03:22:43.079046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:43.079080] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:43.079107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:43.079164] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:43.096102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:43.096715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:43.096804] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:43.096838] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:43.132103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:43.132276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:43.132319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:43.132349] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:43.135966] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=97.46%) [2025-10-18T03:22:43.136261] [INFO ] [FORECASTER] Completed predict_future for AMC [2025-10-18T03:22:43.136401] [INFO ] [sig ] AMC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:43.286627] [INFO ] [LOCAL ] Saved forecast: AMC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMC.txt [2025-10-18T03:22:43.286904] [INFO ] [sig ] [76/2083] Completed AMC in 0.2s | 4.12 sym/s | Total: 18.4s | ETA: 8.1m [2025-10-18T03:22:43.286950] [INFO ] [sig ] [77/2083] Forecasting AMCR... [2025-10-18T03:22:43.286981] [INFO ] [sig ] Generating forecast for: AMCR [2025-10-18T03:22:43.287013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'. [2025-10-18T03:22:43.296307] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMCR'. [2025-10-18T03:22:43.296617] [INFO ] [FORECASTER] Starting predict_future for AMCR [2025-10-18T03:22:43.321949] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:43.322732] [DEBUG] [LOCAL ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt [2025-10-18T03:22:43.322789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:43.322823] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:43.322851] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:43.322908] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:43.339668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:43.340269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:43.340354] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:43.340387] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:43.376691] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:43.376862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:43.376904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:43.376933] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:43.380413] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=16.52%) [2025-10-18T03:22:43.380722] [INFO ] [FORECASTER] Completed predict_future for AMCR [2025-10-18T03:22:43.380870] [INFO ] [sig ] AMCR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:43.518004] [INFO ] [LOCAL ] Saved forecast: AMCR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMCR.txt [2025-10-18T03:22:43.518248] [INFO ] [sig ] [77/2083] Completed AMCR in 0.2s | 4.12 sym/s | Total: 18.7s | ETA: 8.1m [2025-10-18T03:22:43.518296] [INFO ] [sig ] [78/2083] Forecasting AME... [2025-10-18T03:22:43.518327] [INFO ] [sig ] Generating forecast for: AME [2025-10-18T03:22:43.518360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-10-18T03:22:43.527829] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AME'. [2025-10-18T03:22:43.528183] [INFO ] [FORECASTER] Starting predict_future for AME [2025-10-18T03:22:43.553365] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:43.554135] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-10-18T03:22:43.554190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:43.554223] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:43.554251] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:43.554307] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:43.571062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:43.571680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:43.571766] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:43.571800] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:43.606275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:43.606419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:43.606459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:43.606488] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:43.609935] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-10-18T03:22:43.610204] [INFO ] [FORECASTER] Completed predict_future for AME [2025-10-18T03:22:43.610336] [INFO ] [sig ] AME: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:43.750348] [INFO ] [LOCAL ] Saved forecast: AME 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AME.txt [2025-10-18T03:22:43.750588] [INFO ] [sig ] [78/2083] Completed AME in 0.2s | 4.13 sym/s | Total: 18.9s | ETA: 8.1m [2025-10-18T03:22:43.750630] [INFO ] [sig ] [79/2083] Forecasting AMG... [2025-10-18T03:22:43.750704] [INFO ] [sig ] Generating forecast for: AMG [2025-10-18T03:22:43.750747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-10-18T03:22:43.759814] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMG'. [2025-10-18T03:22:43.760078] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-10-18T03:22:43.785022] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:43.785758] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-10-18T03:22:43.785814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:43.785848] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:43.785876] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:43.785933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:43.803041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:43.803563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:43.803665] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:43.803720] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:43.837634] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:43.837760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:43.837815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:43.837861] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:43.840939] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=99.62%) [2025-10-18T03:22:43.841200] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-10-18T03:22:43.841334] [INFO ] [sig ] AMG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:43.979373] [INFO ] [LOCAL ] Saved forecast: AMG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMG.txt [2025-10-18T03:22:43.979602] [INFO ] [sig ] [79/2083] Completed AMG in 0.2s | 4.13 sym/s | Total: 19.1s | ETA: 8.1m [2025-10-18T03:22:43.979671] [INFO ] [sig ] [80/2083] Forecasting AMH... [2025-10-18T03:22:43.979726] [INFO ] [sig ] Generating forecast for: AMH [2025-10-18T03:22:43.979761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-10-18T03:22:43.988695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMH'. [2025-10-18T03:22:43.989036] [INFO ] [FORECASTER] Starting predict_future for AMH [2025-10-18T03:22:44.015271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:44.016106] [DEBUG] [LOCAL ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt [2025-10-18T03:22:44.016162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:44.016197] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:44.016226] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:44.016284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:44.036332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:44.037329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:44.037435] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:44.037479] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:44.078770] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:44.078963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:44.079041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:44.079095] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:44.082773] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=5.53%) [2025-10-18T03:22:44.083071] [INFO ] [FORECASTER] Completed predict_future for AMH [2025-10-18T03:22:44.083212] [INFO ] [sig ] AMH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:44.233451] [INFO ] [LOCAL ] Saved forecast: AMH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMH.txt [2025-10-18T03:22:44.233738] [INFO ] [sig ] [80/2083] Completed AMH in 0.3s | 4.13 sym/s | Total: 19.4s | ETA: 8.1m [2025-10-18T03:22:44.233803] [INFO ] [sig ] [81/2083] Forecasting AMP... [2025-10-18T03:22:44.233840] [INFO ] [sig ] Generating forecast for: AMP [2025-10-18T03:22:44.233874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-10-18T03:22:44.243386] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'AMP'. [2025-10-18T03:22:44.243808] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-10-18T03:22:44.273481] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:44.274293] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-10-18T03:22:44.274363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:44.274409] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:44.274440] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:44.274553] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:44.295362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:44.296410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:44.296504] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:44.296542] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:44.337571] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:44.337782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:44.337841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:44.337875] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:44.341515] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=52.64%) [2025-10-18T03:22:44.341839] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-10-18T03:22:44.341996] [INFO ] [sig ] AMP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:44.501045] [INFO ] [LOCAL ] Saved forecast: AMP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMP.txt [2025-10-18T03:22:44.501313] [INFO ] [sig ] [81/2083] Completed AMP in 0.3s | 4.12 sym/s | Total: 19.7s | ETA: 8.1m [2025-10-18T03:22:44.501395] [INFO ] [sig ] [82/2083] Forecasting AMPX... [2025-10-18T03:22:44.501448] [INFO ] [sig ] Generating forecast for: AMPX [2025-10-18T03:22:44.501486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'. [2025-10-18T03:22:44.511301] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMPX'. [2025-10-18T03:22:44.511592] [INFO ] [FORECASTER] Starting predict_future for AMPX [2025-10-18T03:22:44.538765] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:44.539728] [DEBUG] [LOCAL ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt [2025-10-18T03:22:44.539788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:44.539835] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:44.539908] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:44.539992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:44.558616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:44.559236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:44.559322] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:44.559357] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:44.600272] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:44.600388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:44.600427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:44.600458] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:44.604159] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=58.49%) [2025-10-18T03:22:44.604489] [INFO ] [FORECASTER] Completed predict_future for AMPX [2025-10-18T03:22:44.604689] [INFO ] [sig ] AMPX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:44.771411] [INFO ] [LOCAL ] Saved forecast: AMPX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMPX.txt [2025-10-18T03:22:44.771682] [INFO ] [sig ] [82/2083] Completed AMPX in 0.3s | 4.12 sym/s | Total: 19.9s | ETA: 8.1m [2025-10-18T03:22:44.771763] [INFO ] [sig ] [83/2083] Forecasting AMPY... [2025-10-18T03:22:44.771836] [INFO ] [sig ] Generating forecast for: AMPY [2025-10-18T03:22:44.771902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'. [2025-10-18T03:22:44.782286] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMPY'. [2025-10-18T03:22:44.782609] [INFO ] [FORECASTER] Starting predict_future for AMPY [2025-10-18T03:22:44.811189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:44.812058] [DEBUG] [LOCAL ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt [2025-10-18T03:22:44.812136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:44.812208] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:44.812277] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:44.812370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:44.831586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:44.832259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:44.832343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:44.832378] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:44.873102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:44.873226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:44.873287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:44.873330] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:44.877263] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=6.37%) [2025-10-18T03:22:44.877557] [INFO ] [FORECASTER] Completed predict_future for AMPY [2025-10-18T03:22:44.877727] [INFO ] [sig ] AMPY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:45.044102] [INFO ] [LOCAL ] Saved forecast: AMPY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMPY.txt [2025-10-18T03:22:45.044410] [INFO ] [sig ] [83/2083] Completed AMPY in 0.3s | 4.11 sym/s | Total: 20.2s | ETA: 8.1m [2025-10-18T03:22:45.044460] [INFO ] [sig ] [84/2083] Forecasting AMR... [2025-10-18T03:22:45.044492] [INFO ] [sig ] Generating forecast for: AMR [2025-10-18T03:22:45.044527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'. [2025-10-18T03:22:45.055060] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMR'. [2025-10-18T03:22:45.055470] [INFO ] [FORECASTER] Starting predict_future for AMR [2025-10-18T03:22:45.084396] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:45.085305] [DEBUG] [LOCAL ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt [2025-10-18T03:22:45.085365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:45.085401] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:45.085430] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:45.085489] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:45.103147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:45.103884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:45.103975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:45.104010] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:45.139768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:45.139916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:45.139993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:45.140025] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:45.145490] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: UP (p=89.41%) [2025-10-18T03:22:45.145835] [INFO ] [FORECASTER] Completed predict_future for AMR [2025-10-18T03:22:45.146009] [INFO ] [sig ] AMR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:45.290823] [INFO ] [LOCAL ] Saved forecast: AMR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMR.txt [2025-10-18T03:22:45.291068] [INFO ] [sig ] [84/2083] Completed AMR in 0.2s | 4.11 sym/s | Total: 20.4s | ETA: 8.1m [2025-10-18T03:22:45.291114] [INFO ] [sig ] [85/2083] Forecasting AMRC... [2025-10-18T03:22:45.291154] [INFO ] [sig ] Generating forecast for: AMRC [2025-10-18T03:22:45.291189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-10-18T03:22:45.301102] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMRC'. [2025-10-18T03:22:45.301421] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-10-18T03:22:45.327095] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:45.327892] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-10-18T03:22:45.327948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:45.327981] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:45.328008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:45.328064] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:45.348131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:45.348709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:45.348792] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:45.348828] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:45.384221] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:45.384307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:45.384343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:45.384371] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:45.387482] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=98.73%) [2025-10-18T03:22:45.387814] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-10-18T03:22:45.387953] [INFO ] [sig ] AMRC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:45.527222] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMRC.txt [2025-10-18T03:22:45.527471] [INFO ] [sig ] [85/2083] Completed AMRC in 0.2s | 4.11 sym/s | Total: 20.7s | ETA: 8.1m [2025-10-18T03:22:45.527514] [INFO ] [sig ] [86/2083] Forecasting AMT... [2025-10-18T03:22:45.527545] [INFO ] [sig ] Generating forecast for: AMT [2025-10-18T03:22:45.527576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'. [2025-10-18T03:22:45.537354] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMT'. [2025-10-18T03:22:45.537627] [INFO ] [FORECASTER] Starting predict_future for AMT [2025-10-18T03:22:45.562804] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:45.563491] [DEBUG] [LOCAL ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt [2025-10-18T03:22:45.563545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:45.563578] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:45.563605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:45.563683] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:45.580522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:45.581125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:45.581210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:45.581244] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:45.616921] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:45.617011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:45.617048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:45.617076] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:45.620206] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: DOWN (p=4.69%) [2025-10-18T03:22:45.620468] [INFO ] [FORECASTER] Completed predict_future for AMT [2025-10-18T03:22:45.620596] [INFO ] [sig ] AMT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:45.761295] [INFO ] [LOCAL ] Saved forecast: AMT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMT.txt [2025-10-18T03:22:45.761526] [INFO ] [sig ] [86/2083] Completed AMT in 0.2s | 4.11 sym/s | Total: 20.9s | ETA: 8.1m [2025-10-18T03:22:45.761568] [INFO ] [sig ] [87/2083] Forecasting AMTB... [2025-10-18T03:22:45.761598] [INFO ] [sig ] Generating forecast for: AMTB [2025-10-18T03:22:45.761629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-10-18T03:22:45.771132] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMTB'. [2025-10-18T03:22:45.771439] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-10-18T03:22:45.796716] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:45.797468] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-10-18T03:22:45.797522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:45.797555] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:45.797583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:45.797639] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:45.814336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:45.814921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:45.815001] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:45.815035] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:45.847968] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:45.848105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:45.848145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:45.848172] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:45.851490] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=76.80%) [2025-10-18T03:22:45.851804] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-10-18T03:22:45.851938] [INFO ] [sig ] AMTB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:45.989786] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMTB.txt [2025-10-18T03:22:45.990105] [INFO ] [sig ] [87/2083] Completed AMTB in 0.2s | 4.11 sym/s | Total: 21.1s | ETA: 8.1m [2025-10-18T03:22:45.990155] [INFO ] [sig ] [88/2083] Forecasting AMTD... [2025-10-18T03:22:45.990186] [INFO ] [sig ] Generating forecast for: AMTD [2025-10-18T03:22:45.990218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'. [2025-10-18T03:22:45.999111] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMTD'. [2025-10-18T03:22:45.999409] [INFO ] [FORECASTER] Starting predict_future for AMTD [2025-10-18T03:22:46.024542] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:46.025505] [DEBUG] [LOCAL ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt [2025-10-18T03:22:46.025561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:46.025595] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:46.025623] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:46.025723] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:46.043359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:46.044252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:46.044339] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:46.044374] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:46.077248] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:46.077428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:46.077483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:46.077514] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:46.081409] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-10-18T03:22:46.081719] [INFO ] [FORECASTER] Completed predict_future for AMTD [2025-10-18T03:22:46.081856] [INFO ] [sig ] AMTD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:46.225189] [INFO ] [LOCAL ] Saved forecast: AMTD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMTD.txt [2025-10-18T03:22:46.225415] [INFO ] [sig ] [88/2083] Completed AMTD in 0.2s | 4.12 sym/s | Total: 21.4s | ETA: 8.1m [2025-10-18T03:22:46.225457] [INFO ] [sig ] [89/2083] Forecasting AMTM... [2025-10-18T03:22:46.225488] [INFO ] [sig ] Generating forecast for: AMTM [2025-10-18T03:22:46.225518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'. [2025-10-18T03:22:46.235565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMTM'. [2025-10-18T03:22:46.235907] [INFO ] [FORECASTER] Starting predict_future for AMTM [2025-10-18T03:22:46.262734] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:46.263477] [DEBUG] [LOCAL ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt [2025-10-18T03:22:46.263533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:46.263567] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:46.263595] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:46.263674] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:46.282068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:46.282753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:46.282842] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:46.282876] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:46.314471] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:46.314580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:46.314617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:46.314672] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:46.317877] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: UP (p=85.80%) [2025-10-18T03:22:46.318145] [INFO ] [FORECASTER] Completed predict_future for AMTM [2025-10-18T03:22:46.318276] [INFO ] [sig ] AMTM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:46.457484] [INFO ] [LOCAL ] Saved forecast: AMTM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AMTM.txt [2025-10-18T03:22:46.457722] [INFO ] [sig ] [89/2083] Completed AMTM in 0.2s | 4.12 sym/s | Total: 21.6s | ETA: 8.1m [2025-10-18T03:22:46.457810] [INFO ] [sig ] [90/2083] Forecasting AMWL... [2025-10-18T03:22:46.457856] [INFO ] [sig ] Generating forecast for: AMWL [2025-10-18T03:22:46.457895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-10-18T03:22:46.467164] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMWL'. [2025-10-18T03:22:46.467439] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-10-18T03:22:46.495949] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:46.496798] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-10-18T03:22:46.496855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:46.496888] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:46.496918] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:46.496976] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:46.514019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:46.514558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:46.514637] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:46.514711] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:46.555873] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:46.556151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:46.556207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:46.556239] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:46.560001] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=27.99%) [2025-10-18T03:22:46.560368] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-10-18T03:22:46.560534] [INFO ] [sig ] AMWL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:46.702296] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMWL.txt [2025-10-18T03:22:46.702544] [INFO ] [sig ] [90/2083] Completed AMWL in 0.2s | 4.12 sym/s | Total: 21.9s | ETA: 8.1m [2025-10-18T03:22:46.702605] [INFO ] [sig ] [91/2083] Forecasting AMX... [2025-10-18T03:22:46.702639] [INFO ] [sig ] Generating forecast for: AMX [2025-10-18T03:22:46.702718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-10-18T03:22:46.714102] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMX'. [2025-10-18T03:22:46.714493] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-10-18T03:22:46.740182] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:46.740983] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-10-18T03:22:46.741038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:46.741072] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:46.741099] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:46.741156] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:46.758411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:46.759099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:46.759182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:46.759215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:46.795575] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:46.795740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:46.795790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:46.795822] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:46.799372] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=48.67%) [2025-10-18T03:22:46.799669] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-10-18T03:22:46.799816] [INFO ] [sig ] AMX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:46.940147] [INFO ] [LOCAL ] Saved forecast: AMX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AMX.txt [2025-10-18T03:22:46.940396] [INFO ] [sig ] [91/2083] Completed AMX in 0.2s | 4.12 sym/s | Total: 22.1s | ETA: 8.1m [2025-10-18T03:22:46.940440] [INFO ] [sig ] [92/2083] Forecasting AN... [2025-10-18T03:22:46.940478] [INFO ] [sig ] Generating forecast for: AN [2025-10-18T03:22:46.940514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-10-18T03:22:46.950251] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AN'. [2025-10-18T03:22:46.950540] [INFO ] [FORECASTER] Starting predict_future for AN [2025-10-18T03:22:46.976386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:46.977193] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-10-18T03:22:46.977252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:46.977287] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:46.977317] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:46.977376] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:46.995065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:46.995979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:46.996072] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:46.996106] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:47.030624] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:47.030741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:47.030783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:47.030814] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:47.034037] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=28.68%) [2025-10-18T03:22:47.034300] [INFO ] [FORECASTER] Completed predict_future for AN [2025-10-18T03:22:47.034428] [INFO ] [sig ] AN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:47.172722] [INFO ] [LOCAL ] Saved forecast: AN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AN.txt [2025-10-18T03:22:47.172938] [INFO ] [sig ] [92/2083] Completed AN in 0.2s | 4.12 sym/s | Total: 22.3s | ETA: 8.1m [2025-10-18T03:22:47.172980] [INFO ] [sig ] [93/2083] Forecasting ANET... [2025-10-18T03:22:47.173010] [INFO ] [sig ] Generating forecast for: ANET [2025-10-18T03:22:47.173041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'. [2025-10-18T03:22:47.182902] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ANET'. [2025-10-18T03:22:47.183230] [INFO ] [FORECASTER] Starting predict_future for ANET [2025-10-18T03:22:47.208352] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:47.209139] [DEBUG] [LOCAL ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt [2025-10-18T03:22:47.209195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:47.209229] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:47.209257] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:47.209315] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:47.226231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:47.226808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:47.226888] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:47.226921] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:47.259836] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:47.259944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:47.259980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:47.260008] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:47.263168] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: UP (p=72.36%) [2025-10-18T03:22:47.263453] [INFO ] [FORECASTER] Completed predict_future for ANET [2025-10-18T03:22:47.263582] [INFO ] [sig ] ANET: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:47.404258] [INFO ] [LOCAL ] Saved forecast: ANET 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ANET.txt [2025-10-18T03:22:47.404489] [INFO ] [sig ] [93/2083] Completed ANET in 0.2s | 4.12 sym/s | Total: 22.6s | ETA: 8.0m [2025-10-18T03:22:47.404548] [INFO ] [sig ] [94/2083] Forecasting ANF... [2025-10-18T03:22:47.404582] [INFO ] [sig ] Generating forecast for: ANF [2025-10-18T03:22:47.404613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-10-18T03:22:47.414763] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ANF'. [2025-10-18T03:22:47.415074] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-10-18T03:22:47.440137] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:47.440893] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-10-18T03:22:47.440948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:47.440981] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:47.441059] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:47.441127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:47.458220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:47.458835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:47.458917] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:47.458950] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:47.490372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:47.490478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:47.490516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:47.490545] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:47.493745] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=27.40%) [2025-10-18T03:22:47.494009] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-10-18T03:22:47.494139] [INFO ] [sig ] ANF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:47.633679] [INFO ] [LOCAL ] Saved forecast: ANF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ANF.txt [2025-10-18T03:22:47.633951] [INFO ] [sig ] [94/2083] Completed ANF in 0.2s | 4.12 sym/s | Total: 22.8s | ETA: 8.0m [2025-10-18T03:22:47.633995] [INFO ] [sig ] [95/2083] Forecasting ANRO... [2025-10-18T03:22:47.634025] [INFO ] [sig ] Generating forecast for: ANRO [2025-10-18T03:22:47.634057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANRO' from 'https://tdm.silogroup.org/data/derivative_storage/ANRO.csv'. [2025-10-18T03:22:47.643700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ANRO'. [2025-10-18T03:22:47.644208] [INFO ] [FORECASTER] Starting predict_future for ANRO [2025-10-18T03:22:47.670516] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:47.671327] [DEBUG] [LOCAL ] No optimal features file found for ANRO: ./output/feature-sets/ANRO.txt [2025-10-18T03:22:47.671383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:47.671415] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:47.671442] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:47.671503] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:47.688949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:47.689551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:47.689674] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:47.689728] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:47.722463] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:47.722623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:47.722700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:47.722742] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:47.726166] [DEBUG] [FORECASTER] ANRO: Forecast T+1@11:T+2@11: DOWN (p=2.85%) [2025-10-18T03:22:47.726438] [INFO ] [FORECASTER] Completed predict_future for ANRO [2025-10-18T03:22:47.726568] [INFO ] [sig ] ANRO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:47.867230] [INFO ] [LOCAL ] Saved forecast: ANRO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ANRO.txt [2025-10-18T03:22:47.867445] [INFO ] [sig ] [95/2083] Completed ANRO in 0.2s | 4.13 sym/s | Total: 23.0s | ETA: 8.0m [2025-10-18T03:22:47.867487] [INFO ] [sig ] [96/2083] Forecasting ANVS... [2025-10-18T03:22:47.867517] [INFO ] [sig ] Generating forecast for: ANVS [2025-10-18T03:22:47.867548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-10-18T03:22:47.876864] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ANVS'. [2025-10-18T03:22:47.877173] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-10-18T03:22:47.902637] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:47.903448] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-10-18T03:22:47.903505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:47.903538] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:47.903565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:47.903622] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:47.921142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:47.921778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:47.921862] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:47.921900] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:47.965502] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:47.965629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:47.965709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:47.965748] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:47.968972] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=94.08%) [2025-10-18T03:22:47.969241] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-10-18T03:22:47.969378] [INFO ] [sig ] ANVS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:48.110095] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ANVS.txt [2025-10-18T03:22:48.110327] [INFO ] [sig ] [96/2083] Completed ANVS in 0.2s | 4.13 sym/s | Total: 23.3s | ETA: 8.0m [2025-10-18T03:22:48.110371] [INFO ] [sig ] [97/2083] Forecasting AOMR... [2025-10-18T03:22:48.110403] [INFO ] [sig ] Generating forecast for: AOMR [2025-10-18T03:22:48.110435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'. [2025-10-18T03:22:48.119171] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AOMR'. [2025-10-18T03:22:48.119495] [INFO ] [FORECASTER] Starting predict_future for AOMR [2025-10-18T03:22:48.145376] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:48.146161] [DEBUG] [LOCAL ] No optimal features file found for AOMR: ./output/feature-sets/AOMR.txt [2025-10-18T03:22:48.146233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:48.146268] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:48.146298] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:48.146357] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:48.163719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:48.164293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:48.164374] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:48.164410] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:48.194212] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:48.194338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:48.194376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:48.194405] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:48.199739] [DEBUG] [FORECASTER] AOMR: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-10-18T03:22:48.200026] [INFO ] [FORECASTER] Completed predict_future for AOMR [2025-10-18T03:22:48.200157] [INFO ] [sig ] AOMR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:48.341301] [INFO ] [LOCAL ] Saved forecast: AOMR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AOMR.txt [2025-10-18T03:22:48.341521] [INFO ] [sig ] [97/2083] Completed AOMR in 0.2s | 4.13 sym/s | Total: 23.5s | ETA: 8.0m [2025-10-18T03:22:48.341566] [INFO ] [sig ] [98/2083] Forecasting AON... [2025-10-18T03:22:48.341597] [INFO ] [sig ] Generating forecast for: AON [2025-10-18T03:22:48.341630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-10-18T03:22:48.351127] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AON'. [2025-10-18T03:22:48.351434] [INFO ] [FORECASTER] Starting predict_future for AON [2025-10-18T03:22:48.377291] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:48.378142] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-10-18T03:22:48.378199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:48.378234] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:48.378263] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:48.378322] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:48.395978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:48.396526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:48.396608] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:48.396663] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:48.425857] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:48.425958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:48.425996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:48.426026] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:48.429360] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=31.74%) [2025-10-18T03:22:48.429631] [INFO ] [FORECASTER] Completed predict_future for AON [2025-10-18T03:22:48.429797] [INFO ] [sig ] AON: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:48.568569] [INFO ] [LOCAL ] Saved forecast: AON 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AON.txt [2025-10-18T03:22:48.568798] [INFO ] [sig ] [98/2083] Completed AON in 0.2s | 4.13 sym/s | Total: 23.7s | ETA: 8.0m [2025-10-18T03:22:48.568859] [INFO ] [sig ] [99/2083] Forecasting AORT... [2025-10-18T03:22:48.568901] [INFO ] [sig ] Generating forecast for: AORT [2025-10-18T03:22:48.568936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'. [2025-10-18T03:22:48.578184] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AORT'. [2025-10-18T03:22:48.578479] [INFO ] [FORECASTER] Starting predict_future for AORT [2025-10-18T03:22:48.604452] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:48.605216] [DEBUG] [LOCAL ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt [2025-10-18T03:22:48.605271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:48.605305] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:48.605333] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:48.605390] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:48.622975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:48.623533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:48.623614] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:48.623678] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:48.653214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:48.653317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:48.653353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:48.653381] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:48.656566] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: DOWN (p=8.78%) [2025-10-18T03:22:48.656855] [INFO ] [FORECASTER] Completed predict_future for AORT [2025-10-18T03:22:48.656987] [INFO ] [sig ] AORT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:48.796041] [INFO ] [LOCAL ] Saved forecast: AORT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AORT.txt [2025-10-18T03:22:48.796247] [INFO ] [sig ] [99/2083] Completed AORT in 0.2s | 4.13 sym/s | Total: 24.0s | ETA: 8.0m [2025-10-18T03:22:48.796289] [INFO ] [sig ] [100/2083] Forecasting AOS... [2025-10-18T03:22:48.796320] [INFO ] [sig ] Generating forecast for: AOS [2025-10-18T03:22:48.796351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'. [2025-10-18T03:22:48.804874] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AOS'. [2025-10-18T03:22:48.805215] [INFO ] [FORECASTER] Starting predict_future for AOS [2025-10-18T03:22:48.830786] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:48.831497] [DEBUG] [LOCAL ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt [2025-10-18T03:22:48.831552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:48.831587] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:48.831615] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:48.831711] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:48.849521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:48.850193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:48.850279] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:48.850314] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:48.885453] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:48.885551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:48.885588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:48.885618] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:48.889531] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=71.10%) [2025-10-18T03:22:48.889851] [INFO ] [FORECASTER] Completed predict_future for AOS [2025-10-18T03:22:48.889987] [INFO ] [sig ] AOS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:49.047774] [INFO ] [LOCAL ] Saved forecast: AOS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AOS.txt [2025-10-18T03:22:49.048042] [INFO ] [sig ] [100/2083] Completed AOS in 0.3s | 4.13 sym/s | Total: 24.2s | ETA: 8.0m [2025-10-18T03:22:49.048106] [INFO ] [sig ] [101/2083] Forecasting APAM... [2025-10-18T03:22:49.048140] [INFO ] [sig ] Generating forecast for: APAM [2025-10-18T03:22:49.048172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-10-18T03:22:49.057158] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'APAM'. [2025-10-18T03:22:49.057483] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-10-18T03:22:49.086880] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:49.087722] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-10-18T03:22:49.087807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:49.087846] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:49.087874] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:49.087932] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:49.106675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:49.107248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:49.107331] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:49.107367] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:49.138687] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:49.138792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:49.138830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:49.138861] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:49.142723] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=92.09%) [2025-10-18T03:22:49.143076] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-10-18T03:22:49.143219] [INFO ] [sig ] APAM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:49.304023] [INFO ] [LOCAL ] Saved forecast: APAM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/APAM.txt [2025-10-18T03:22:49.304248] [INFO ] [sig ] [101/2083] Completed APAM in 0.3s | 4.13 sym/s | Total: 24.5s | ETA: 8.0m [2025-10-18T03:22:49.304290] [INFO ] [sig ] [102/2083] Forecasting APD... [2025-10-18T03:22:49.304319] [INFO ] [sig ] Generating forecast for: APD [2025-10-18T03:22:49.304350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'. [2025-10-18T03:22:49.313633] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'APD'. [2025-10-18T03:22:49.313964] [INFO ] [FORECASTER] Starting predict_future for APD [2025-10-18T03:22:49.343092] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:49.343859] [DEBUG] [LOCAL ] No optimal features file found for APD: ./output/feature-sets/APD.txt [2025-10-18T03:22:49.343915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:49.343949] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:49.343978] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:49.344036] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:49.364225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:49.365041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:49.365141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:49.365178] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:49.398880] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:49.398981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:49.399020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:49.399050] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:49.402541] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=81.30%) [2025-10-18T03:22:49.402930] [INFO ] [FORECASTER] Completed predict_future for APD [2025-10-18T03:22:49.403072] [INFO ] [sig ] APD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:49.570235] [INFO ] [LOCAL ] Saved forecast: APD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/APD.txt [2025-10-18T03:22:49.570479] [INFO ] [sig ] [102/2083] Completed APD in 0.3s | 4.13 sym/s | Total: 24.7s | ETA: 8.0m [2025-10-18T03:22:49.570540] [INFO ] [sig ] [103/2083] Forecasting APG... [2025-10-18T03:22:49.570573] [INFO ] [sig ] Generating forecast for: APG [2025-10-18T03:22:49.570603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'. [2025-10-18T03:22:49.580214] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'APG'. [2025-10-18T03:22:49.580540] [INFO ] [FORECASTER] Starting predict_future for APG [2025-10-18T03:22:49.608243] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:49.609106] [DEBUG] [LOCAL ] No optimal features file found for APG: ./output/feature-sets/APG.txt [2025-10-18T03:22:49.609164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:49.609197] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:49.609225] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:49.609284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:49.628006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:49.628677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:49.628763] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:49.628799] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:49.661807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:49.661947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:49.662028] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:49.662097] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:49.666088] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=36.10%) [2025-10-18T03:22:49.666363] [INFO ] [FORECASTER] Completed predict_future for APG [2025-10-18T03:22:49.666492] [INFO ] [sig ] APG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:49.835175] [INFO ] [LOCAL ] Saved forecast: APG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/APG.txt [2025-10-18T03:22:49.835399] [INFO ] [sig ] [103/2083] Completed APG in 0.3s | 4.12 sym/s | Total: 25.0s | ETA: 8.0m [2025-10-18T03:22:49.835444] [INFO ] [sig ] [104/2083] Forecasting APH... [2025-10-18T03:22:49.835475] [INFO ] [sig ] Generating forecast for: APH [2025-10-18T03:22:49.835507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'. [2025-10-18T03:22:49.844459] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'APH'. [2025-10-18T03:22:49.844790] [INFO ] [FORECASTER] Starting predict_future for APH [2025-10-18T03:22:49.872279] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:49.873053] [DEBUG] [LOCAL ] No optimal features file found for APH: ./output/feature-sets/APH.txt [2025-10-18T03:22:49.873138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:49.873174] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:49.873202] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:49.873259] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:49.893572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:49.894446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:49.894558] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:49.894620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:49.924675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:49.924769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:49.924808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:49.924838] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:49.928253] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-10-18T03:22:49.928520] [INFO ] [FORECASTER] Completed predict_future for APH [2025-10-18T03:22:49.928679] [INFO ] [sig ] APH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:50.089825] [INFO ] [LOCAL ] Saved forecast: APH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/APH.txt [2025-10-18T03:22:50.090084] [INFO ] [sig ] [104/2083] Completed APH in 0.3s | 4.12 sym/s | Total: 25.2s | ETA: 8.0m [2025-10-18T03:22:50.090130] [INFO ] [sig ] [105/2083] Forecasting APLE... [2025-10-18T03:22:50.090162] [INFO ] [sig ] Generating forecast for: APLE [2025-10-18T03:22:50.090195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-10-18T03:22:50.100717] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'APLE'. [2025-10-18T03:22:50.101099] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-10-18T03:22:50.126289] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:50.127069] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-10-18T03:22:50.127125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:50.127159] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:50.127186] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:50.127244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:50.144372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:50.145325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:50.145421] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:50.145455] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:50.181064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:50.181248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:50.181292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:50.181321] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:50.185105] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=30.84%) [2025-10-18T03:22:50.185402] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-10-18T03:22:50.185543] [INFO ] [sig ] APLE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:50.327103] [INFO ] [LOCAL ] Saved forecast: APLE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/APLE.txt [2025-10-18T03:22:50.327388] [INFO ] [sig ] [105/2083] Completed APLE in 0.2s | 4.12 sym/s | Total: 25.5s | ETA: 8.0m [2025-10-18T03:22:50.327435] [INFO ] [sig ] [106/2083] Forecasting APTV... [2025-10-18T03:22:50.327467] [INFO ] [sig ] Generating forecast for: APTV [2025-10-18T03:22:50.327506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APTV' from 'https://tdm.silogroup.org/data/derivative_storage/APTV.csv'. [2025-10-18T03:22:50.336941] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'APTV'. [2025-10-18T03:22:50.337300] [INFO ] [FORECASTER] Starting predict_future for APTV [2025-10-18T03:22:50.363768] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:50.364590] [DEBUG] [LOCAL ] No optimal features file found for APTV: ./output/feature-sets/APTV.txt [2025-10-18T03:22:50.364670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:50.364724] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:50.364757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:50.364815] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:50.382562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:50.383172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:50.383253] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:50.383288] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:50.418174] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:50.418307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:50.418360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:50.418392] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:50.421922] [DEBUG] [FORECASTER] APTV: Forecast T+1@11:T+2@11: UP (p=96.49%) [2025-10-18T03:22:50.422202] [INFO ] [FORECASTER] Completed predict_future for APTV [2025-10-18T03:22:50.422338] [INFO ] [sig ] APTV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:50.562383] [INFO ] [LOCAL ] Saved forecast: APTV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/APTV.txt [2025-10-18T03:22:50.562608] [INFO ] [sig ] [106/2083] Completed APTV in 0.2s | 4.12 sym/s | Total: 25.7s | ETA: 8.0m [2025-10-18T03:22:50.562679] [INFO ] [sig ] [107/2083] Forecasting AQNB... [2025-10-18T03:22:50.562736] [INFO ] [sig ] Generating forecast for: AQNB [2025-10-18T03:22:50.562802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'. [2025-10-18T03:22:50.571790] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AQNB'. [2025-10-18T03:22:50.572125] [INFO ] [FORECASTER] Starting predict_future for AQNB [2025-10-18T03:22:50.597470] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:50.598270] [DEBUG] [LOCAL ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt [2025-10-18T03:22:50.598326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:50.598407] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:50.598444] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:50.598502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:50.617568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:50.618629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:50.618758] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:50.618797] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:50.652788] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:50.652937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:50.652975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:50.653003] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:50.656333] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=90.24%) [2025-10-18T03:22:50.656626] [INFO ] [FORECASTER] Completed predict_future for AQNB [2025-10-18T03:22:50.656793] [INFO ] [sig ] AQNB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:50.805440] [INFO ] [LOCAL ] Saved forecast: AQNB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AQNB.txt [2025-10-18T03:22:50.805731] [INFO ] [sig ] [107/2083] Completed AQNB in 0.2s | 4.12 sym/s | Total: 26.0s | ETA: 8.0m [2025-10-18T03:22:50.805792] [INFO ] [sig ] [108/2083] Forecasting AR... [2025-10-18T03:22:50.805827] [INFO ] [sig ] Generating forecast for: AR [2025-10-18T03:22:50.805860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'. [2025-10-18T03:22:50.819073] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AR'. [2025-10-18T03:22:50.819528] [INFO ] [FORECASTER] Starting predict_future for AR [2025-10-18T03:22:50.844923] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:50.845827] [DEBUG] [LOCAL ] No optimal features file found for AR: ./output/feature-sets/AR.txt [2025-10-18T03:22:50.845883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:50.845917] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:50.845944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:50.846002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:50.864811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:50.865378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:50.865464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:50.865497] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:50.905366] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:50.905495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:50.905534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:50.905562] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:50.908942] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: DOWN (p=12.06%) [2025-10-18T03:22:50.909219] [INFO ] [FORECASTER] Completed predict_future for AR [2025-10-18T03:22:50.909359] [INFO ] [sig ] AR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:51.048671] [INFO ] [LOCAL ] Saved forecast: AR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AR.txt [2025-10-18T03:22:51.048900] [INFO ] [sig ] [108/2083] Completed AR in 0.2s | 4.12 sym/s | Total: 26.2s | ETA: 8.0m [2025-10-18T03:22:51.048943] [INFO ] [sig ] [109/2083] Forecasting ARCO... [2025-10-18T03:22:51.048974] [INFO ] [sig ] Generating forecast for: ARCO [2025-10-18T03:22:51.049008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-10-18T03:22:51.057555] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARCO'. [2025-10-18T03:22:51.057935] [INFO ] [FORECASTER] Starting predict_future for ARCO [2025-10-18T03:22:51.083685] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:51.084472] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-10-18T03:22:51.084532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:51.084568] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:51.084597] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:51.084677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:51.102284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:51.103037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:51.103167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:51.103217] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:51.138947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:51.139108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:51.139148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:51.139177] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:51.142622] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-10-18T03:22:51.142927] [INFO ] [FORECASTER] Completed predict_future for ARCO [2025-10-18T03:22:51.143062] [INFO ] [sig ] ARCO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:51.283906] [INFO ] [LOCAL ] Saved forecast: ARCO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ARCO.txt [2025-10-18T03:22:51.284160] [INFO ] [sig ] [109/2083] Completed ARCO in 0.2s | 4.12 sym/s | Total: 26.4s | ETA: 8.0m [2025-10-18T03:22:51.284204] [INFO ] [sig ] [110/2083] Forecasting ARDT... [2025-10-18T03:22:51.284234] [INFO ] [sig ] Generating forecast for: ARDT [2025-10-18T03:22:51.284266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'. [2025-10-18T03:22:51.293942] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARDT'. [2025-10-18T03:22:51.294309] [INFO ] [FORECASTER] Starting predict_future for ARDT [2025-10-18T03:22:51.319474] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:51.320265] [DEBUG] [LOCAL ] No optimal features file found for ARDT: ./output/feature-sets/ARDT.txt [2025-10-18T03:22:51.320324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:51.320358] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:51.320387] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:51.320445] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:51.337460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:51.338198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:51.338285] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:51.338318] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:51.376387] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:51.376555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:51.376597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:51.376626] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:51.380391] [DEBUG] [FORECASTER] ARDT: Forecast T+1@11:T+2@11: DOWN (p=43.64%) [2025-10-18T03:22:51.380764] [INFO ] [FORECASTER] Completed predict_future for ARDT [2025-10-18T03:22:51.380914] [INFO ] [sig ] ARDT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:51.521374] [INFO ] [LOCAL ] Saved forecast: ARDT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ARDT.txt [2025-10-18T03:22:51.521623] [INFO ] [sig ] [110/2083] Completed ARDT in 0.2s | 4.12 sym/s | Total: 26.7s | ETA: 8.0m [2025-10-18T03:22:51.521703] [INFO ] [sig ] [111/2083] Forecasting ARES... [2025-10-18T03:22:51.521746] [INFO ] [sig ] Generating forecast for: ARES [2025-10-18T03:22:51.521779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'. [2025-10-18T03:22:51.530663] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARES'. [2025-10-18T03:22:51.530994] [INFO ] [FORECASTER] Starting predict_future for ARES [2025-10-18T03:22:51.556228] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:51.557025] [DEBUG] [LOCAL ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt [2025-10-18T03:22:51.557097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:51.557132] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:51.557160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:51.557218] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:51.574349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:51.575090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:51.575174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:51.575207] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:51.611216] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:51.611344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:51.611382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:51.611411] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:51.614852] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=45.90%) [2025-10-18T03:22:51.615126] [INFO ] [FORECASTER] Completed predict_future for ARES [2025-10-18T03:22:51.615272] [INFO ] [sig ] ARES: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:51.753470] [INFO ] [LOCAL ] Saved forecast: ARES 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ARES.txt [2025-10-18T03:22:51.753694] [INFO ] [sig ] [111/2083] Completed ARES in 0.2s | 4.13 sym/s | Total: 26.9s | ETA: 8.0m [2025-10-18T03:22:51.753755] [INFO ] [sig ] [112/2083] Forecasting ARI... [2025-10-18T03:22:51.753788] [INFO ] [sig ] Generating forecast for: ARI [2025-10-18T03:22:51.753819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'. [2025-10-18T03:22:51.762925] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARI'. [2025-10-18T03:22:51.763195] [INFO ] [FORECASTER] Starting predict_future for ARI [2025-10-18T03:22:51.788224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:51.788979] [DEBUG] [LOCAL ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt [2025-10-18T03:22:51.789038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:51.789073] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:51.789101] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:51.789158] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:51.806185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:51.806757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:51.806840] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:51.806873] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:51.848115] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:51.848206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:51.848241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:51.848270] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:51.852083] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=44.90%) [2025-10-18T03:22:51.852390] [INFO ] [FORECASTER] Completed predict_future for ARI [2025-10-18T03:22:51.852529] [INFO ] [sig ] ARI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:51.993922] [INFO ] [LOCAL ] Saved forecast: ARI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ARI.txt [2025-10-18T03:22:51.994121] [INFO ] [sig ] [112/2083] Completed ARI in 0.2s | 4.13 sym/s | Total: 27.1s | ETA: 8.0m [2025-10-18T03:22:51.994162] [INFO ] [sig ] [113/2083] Forecasting ARLO... [2025-10-18T03:22:51.994192] [INFO ] [sig ] Generating forecast for: ARLO [2025-10-18T03:22:51.994229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-10-18T03:22:52.002879] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARLO'. [2025-10-18T03:22:52.003200] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-10-18T03:22:52.028271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:52.028982] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-10-18T03:22:52.029038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:52.029071] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:52.029099] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:52.029155] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:52.046066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:52.046592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:52.046693] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:52.046744] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:52.082666] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:52.082752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:52.082789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:52.082817] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:52.085850] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=11.51%) [2025-10-18T03:22:52.086134] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-10-18T03:22:52.086272] [INFO ] [sig ] ARLO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:52.228322] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ARLO.txt [2025-10-18T03:22:52.228549] [INFO ] [sig ] [113/2083] Completed ARLO in 0.2s | 4.13 sym/s | Total: 27.4s | ETA: 8.0m [2025-10-18T03:22:52.228608] [INFO ] [sig ] [114/2083] Forecasting ARMK... [2025-10-18T03:22:52.228663] [INFO ] [sig ] Generating forecast for: ARMK [2025-10-18T03:22:52.228719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-10-18T03:22:52.238366] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARMK'. [2025-10-18T03:22:52.238633] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-10-18T03:22:52.264104] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:52.264980] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-10-18T03:22:52.265036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:52.265069] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:52.265096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:52.265153] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:52.282005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:52.282529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:52.282609] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:52.282662] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:52.319506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:52.319589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:52.319623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:52.319684] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:52.322934] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=52.75%) [2025-10-18T03:22:52.323205] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-10-18T03:22:52.323333] [INFO ] [sig ] ARMK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:52.461358] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ARMK.txt [2025-10-18T03:22:52.461556] [INFO ] [sig ] [114/2083] Completed ARMK in 0.2s | 4.13 sym/s | Total: 27.6s | ETA: 7.9m [2025-10-18T03:22:52.461597] [INFO ] [sig ] [115/2083] Forecasting AROC... [2025-10-18T03:22:52.461627] [INFO ] [sig ] Generating forecast for: AROC [2025-10-18T03:22:52.461694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'. [2025-10-18T03:22:52.470202] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AROC'. [2025-10-18T03:22:52.470482] [INFO ] [FORECASTER] Starting predict_future for AROC [2025-10-18T03:22:52.496159] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:52.496980] [DEBUG] [LOCAL ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt [2025-10-18T03:22:52.497042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:52.497077] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:52.497105] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:52.497166] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:52.514519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:52.515089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:52.515170] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:52.515204] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:52.548964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:52.549050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:52.549086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:52.549114] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:52.552403] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-10-18T03:22:52.552690] [INFO ] [FORECASTER] Completed predict_future for AROC [2025-10-18T03:22:52.552842] [INFO ] [sig ] AROC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:52.692349] [INFO ] [LOCAL ] Saved forecast: AROC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AROC.txt [2025-10-18T03:22:52.692550] [INFO ] [sig ] [115/2083] Completed AROC in 0.2s | 4.13 sym/s | Total: 27.8s | ETA: 7.9m [2025-10-18T03:22:52.692592] [INFO ] [sig ] [116/2083] Forecasting ARR... [2025-10-18T03:22:52.692622] [INFO ] [sig ] Generating forecast for: ARR [2025-10-18T03:22:52.692685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARR' from 'https://tdm.silogroup.org/data/derivative_storage/ARR.csv'. [2025-10-18T03:22:52.701925] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARR'. [2025-10-18T03:22:52.702187] [INFO ] [FORECASTER] Starting predict_future for ARR [2025-10-18T03:22:52.727137] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:52.727925] [DEBUG] [LOCAL ] No optimal features file found for ARR: ./output/feature-sets/ARR.txt [2025-10-18T03:22:52.727986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:52.728020] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:52.728048] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:52.728104] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:52.745162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:52.745750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:52.745845] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:52.745880] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:52.782461] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:52.782546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:52.782581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:52.782609] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:52.785691] [DEBUG] [FORECASTER] ARR: Forecast T+1@11:T+2@11: UP (p=93.69%) [2025-10-18T03:22:52.785950] [INFO ] [FORECASTER] Completed predict_future for ARR [2025-10-18T03:22:52.786082] [INFO ] [sig ] ARR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:52.928683] [INFO ] [LOCAL ] Saved forecast: ARR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ARR.txt [2025-10-18T03:22:52.928946] [INFO ] [sig ] [116/2083] Completed ARR in 0.2s | 4.13 sym/s | Total: 28.1s | ETA: 7.9m [2025-10-18T03:22:52.929006] [INFO ] [sig ] [117/2083] Forecasting ARW... [2025-10-18T03:22:52.929085] [INFO ] [sig ] Generating forecast for: ARW [2025-10-18T03:22:52.929127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'. [2025-10-18T03:22:52.938930] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARW'. [2025-10-18T03:22:52.939210] [INFO ] [FORECASTER] Starting predict_future for ARW [2025-10-18T03:22:52.964744] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:52.965440] [DEBUG] [LOCAL ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt [2025-10-18T03:22:52.965495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:52.965528] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:52.965555] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:52.965612] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:52.982871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:52.983424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:52.983503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:52.983536] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:53.020822] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:53.020981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:53.021023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:53.021052] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:53.024477] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-10-18T03:22:53.024798] [INFO ] [FORECASTER] Completed predict_future for ARW [2025-10-18T03:22:53.024943] [INFO ] [sig ] ARW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:53.163455] [INFO ] [LOCAL ] Saved forecast: ARW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ARW.txt [2025-10-18T03:22:53.163706] [INFO ] [sig ] [117/2083] Completed ARW in 0.2s | 4.13 sym/s | Total: 28.3s | ETA: 7.9m [2025-10-18T03:22:53.163766] [INFO ] [sig ] [118/2083] Forecasting AS... [2025-10-18T03:22:53.163798] [INFO ] [sig ] Generating forecast for: AS [2025-10-18T03:22:53.163829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AS' from 'https://tdm.silogroup.org/data/derivative_storage/AS.csv'. [2025-10-18T03:22:53.173434] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AS'. [2025-10-18T03:22:53.173754] [INFO ] [FORECASTER] Starting predict_future for AS [2025-10-18T03:22:53.199034] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:53.199776] [DEBUG] [LOCAL ] No optimal features file found for AS: ./output/feature-sets/AS.txt [2025-10-18T03:22:53.199844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:53.199878] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:53.199905] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:53.199961] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:53.217011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:53.217549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:53.217632] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:53.217703] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:53.256085] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:53.256197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:53.256234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:53.256263] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:53.259685] [DEBUG] [FORECASTER] AS: Forecast T+1@11:T+2@11: DOWN (p=18.04%) [2025-10-18T03:22:53.259962] [INFO ] [FORECASTER] Completed predict_future for AS [2025-10-18T03:22:53.260093] [INFO ] [sig ] AS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:53.397805] [INFO ] [LOCAL ] Saved forecast: AS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AS.txt [2025-10-18T03:22:53.398056] [INFO ] [sig ] [118/2083] Completed AS in 0.2s | 4.13 sym/s | Total: 28.6s | ETA: 7.9m [2025-10-18T03:22:53.398100] [INFO ] [sig ] [119/2083] Forecasting ASA... [2025-10-18T03:22:53.398130] [INFO ] [sig ] Generating forecast for: ASA [2025-10-18T03:22:53.398161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-10-18T03:22:53.407816] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASA'. [2025-10-18T03:22:53.408148] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-10-18T03:22:53.433193] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:53.434038] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-10-18T03:22:53.434095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:53.434128] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:53.434157] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:53.434214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:53.451455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:53.452324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:53.452413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:53.452447] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:53.488060] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:53.488239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:53.488283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:53.488315] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:53.491972] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=58.41%) [2025-10-18T03:22:53.492255] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-10-18T03:22:53.492390] [INFO ] [sig ] ASA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:53.631783] [INFO ] [LOCAL ] Saved forecast: ASA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ASA.txt [2025-10-18T03:22:53.632039] [INFO ] [sig ] [119/2083] Completed ASA in 0.2s | 4.13 sym/s | Total: 28.8s | ETA: 7.9m [2025-10-18T03:22:53.632082] [INFO ] [sig ] [120/2083] Forecasting ASAN... [2025-10-18T03:22:53.632113] [INFO ] [sig ] Generating forecast for: ASAN [2025-10-18T03:22:53.632150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'. [2025-10-18T03:22:53.642053] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASAN'. [2025-10-18T03:22:53.642432] [INFO ] [FORECASTER] Starting predict_future for ASAN [2025-10-18T03:22:53.668143] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:53.668999] [DEBUG] [LOCAL ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt [2025-10-18T03:22:53.669062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:53.669096] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:53.669124] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:53.669181] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:53.686115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:53.686916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:53.687004] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:53.687038] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:53.726125] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:53.726321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:53.726384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:53.726438] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:53.730300] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=26.37%) [2025-10-18T03:22:53.730625] [INFO ] [FORECASTER] Completed predict_future for ASAN [2025-10-18T03:22:53.730809] [INFO ] [sig ] ASAN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:53.870588] [INFO ] [LOCAL ] Saved forecast: ASAN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASAN.txt [2025-10-18T03:22:53.870886] [INFO ] [sig ] [120/2083] Completed ASAN in 0.2s | 4.13 sym/s | Total: 29.0s | ETA: 7.9m [2025-10-18T03:22:53.870948] [INFO ] [sig ] [121/2083] Forecasting ASBA... [2025-10-18T03:22:53.870982] [INFO ] [sig ] Generating forecast for: ASBA [2025-10-18T03:22:53.871018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'. [2025-10-18T03:22:53.881468] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASBA'. [2025-10-18T03:22:53.881832] [INFO ] [FORECASTER] Starting predict_future for ASBA [2025-10-18T03:22:53.907380] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:53.908178] [DEBUG] [LOCAL ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt [2025-10-18T03:22:53.908234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:53.908267] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:53.908295] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:53.908352] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:53.925215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:53.925832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:53.925915] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:53.925949] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:53.961286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:53.961402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:53.961440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:53.961468] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:53.964737] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=79.12%) [2025-10-18T03:22:53.965021] [INFO ] [FORECASTER] Completed predict_future for ASBA [2025-10-18T03:22:53.965159] [INFO ] [sig ] ASBA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:54.104935] [INFO ] [LOCAL ] Saved forecast: ASBA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ASBA.txt [2025-10-18T03:22:54.105157] [INFO ] [sig ] [121/2083] Completed ASBA in 0.2s | 4.14 sym/s | Total: 29.3s | ETA: 7.9m [2025-10-18T03:22:54.105200] [INFO ] [sig ] [122/2083] Forecasting ASC... [2025-10-18T03:22:54.105231] [INFO ] [sig ] Generating forecast for: ASC [2025-10-18T03:22:54.105263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-10-18T03:22:54.115020] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASC'. [2025-10-18T03:22:54.115301] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-10-18T03:22:54.140248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:54.141002] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-10-18T03:22:54.141057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:54.141090] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:54.141118] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:54.141175] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:54.158178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:54.158763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:54.158844] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:54.158877] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:54.195865] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:54.195974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:54.196011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:54.196040] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:54.199247] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: DOWN (p=7.92%) [2025-10-18T03:22:54.199509] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-10-18T03:22:54.199638] [INFO ] [sig ] ASC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:54.342201] [INFO ] [LOCAL ] Saved forecast: ASC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASC.txt [2025-10-18T03:22:54.342420] [INFO ] [sig ] [122/2083] Completed ASC in 0.2s | 4.14 sym/s | Total: 29.5s | ETA: 7.9m [2025-10-18T03:22:54.342461] [INFO ] [sig ] [123/2083] Forecasting ASG... [2025-10-18T03:22:54.342491] [INFO ] [sig ] Generating forecast for: ASG [2025-10-18T03:22:54.342521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-10-18T03:22:54.352098] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASG'. [2025-10-18T03:22:54.352389] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-10-18T03:22:54.377584] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:54.378397] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-10-18T03:22:54.378454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:54.378488] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:54.378517] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:54.378575] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:54.395703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:54.396260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:54.396339] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:54.396384] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:54.430940] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:54.431072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:54.431111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:54.431139] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:54.434446] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=10.07%) [2025-10-18T03:22:54.434755] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-10-18T03:22:54.434897] [INFO ] [sig ] ASG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:54.577838] [INFO ] [LOCAL ] Saved forecast: ASG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASG.txt [2025-10-18T03:22:54.578204] [INFO ] [sig ] [123/2083] Completed ASG in 0.2s | 4.14 sym/s | Total: 29.7s | ETA: 7.9m [2025-10-18T03:22:54.578266] [INFO ] [sig ] [124/2083] Forecasting ASGI... [2025-10-18T03:22:54.578299] [INFO ] [sig ] Generating forecast for: ASGI [2025-10-18T03:22:54.578330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-10-18T03:22:54.589596] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASGI'. [2025-10-18T03:22:54.589994] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-10-18T03:22:54.620765] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:54.621594] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-10-18T03:22:54.621676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:54.621729] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:54.621759] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:54.621838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:54.639994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:54.640589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:54.640708] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:54.640764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:54.671161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:54.671297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:54.671336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:54.671366] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:54.674916] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=3.07%) [2025-10-18T03:22:54.675189] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-10-18T03:22:54.675320] [INFO ] [sig ] ASGI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:54.816825] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASGI.txt [2025-10-18T03:22:54.817066] [INFO ] [sig ] [124/2083] Completed ASGI in 0.2s | 4.14 sym/s | Total: 30.0s | ETA: 7.9m [2025-10-18T03:22:54.817109] [INFO ] [sig ] [125/2083] Forecasting ASGN... [2025-10-18T03:22:54.817141] [INFO ] [sig ] Generating forecast for: ASGN [2025-10-18T03:22:54.817172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'. [2025-10-18T03:22:54.826753] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASGN'. [2025-10-18T03:22:54.827124] [INFO ] [FORECASTER] Starting predict_future for ASGN [2025-10-18T03:22:54.853765] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:54.854503] [DEBUG] [LOCAL ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt [2025-10-18T03:22:54.854573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:54.854609] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:54.854638] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:54.854746] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:54.873007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:54.873604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:54.873714] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:54.873762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:54.904956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:54.905111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:54.905157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:54.905189] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:54.908794] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: DOWN (p=39.98%) [2025-10-18T03:22:54.909073] [INFO ] [FORECASTER] Completed predict_future for ASGN [2025-10-18T03:22:54.909209] [INFO ] [sig ] ASGN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:55.055760] [INFO ] [LOCAL ] Saved forecast: ASGN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASGN.txt [2025-10-18T03:22:55.055988] [INFO ] [sig ] [125/2083] Completed ASGN in 0.2s | 4.14 sym/s | Total: 30.2s | ETA: 7.9m [2025-10-18T03:22:55.056032] [INFO ] [sig ] [126/2083] Forecasting ASH... [2025-10-18T03:22:55.056064] [INFO ] [sig ] Generating forecast for: ASH [2025-10-18T03:22:55.056098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-10-18T03:22:55.065361] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASH'. [2025-10-18T03:22:55.065695] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-10-18T03:22:55.092724] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:55.093516] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-10-18T03:22:55.093573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:55.093606] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:55.093634] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:55.093735] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:55.111406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:55.112109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:55.112195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:55.112229] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:55.144844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:55.144987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:55.145061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:55.145095] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:55.151198] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=30.59%) [2025-10-18T03:22:55.151495] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-10-18T03:22:55.151633] [INFO ] [sig ] ASH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:55.293390] [INFO ] [LOCAL ] Saved forecast: ASH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASH.txt [2025-10-18T03:22:55.293671] [INFO ] [sig ] [126/2083] Completed ASH in 0.2s | 4.14 sym/s | Total: 30.4s | ETA: 7.9m [2025-10-18T03:22:55.293736] [INFO ] [sig ] [127/2083] Forecasting ASIX... [2025-10-18T03:22:55.293772] [INFO ] [sig ] Generating forecast for: ASIX [2025-10-18T03:22:55.293814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-10-18T03:22:55.303247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASIX'. [2025-10-18T03:22:55.303583] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-10-18T03:22:55.329152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:55.329973] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-10-18T03:22:55.330029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:55.330066] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:55.330094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:55.330152] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:55.347937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:55.348514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:55.348599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:55.348634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:55.378728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:55.378878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:55.378918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:55.378949] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:55.382584] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=56.02%) [2025-10-18T03:22:55.382900] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-10-18T03:22:55.383083] [INFO ] [sig ] ASIX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:55.537298] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ASIX.txt [2025-10-18T03:22:55.537595] [INFO ] [sig ] [127/2083] Completed ASIX in 0.2s | 4.14 sym/s | Total: 30.7s | ETA: 7.9m [2025-10-18T03:22:55.537679] [INFO ] [sig ] [128/2083] Forecasting ASPN... [2025-10-18T03:22:55.537729] [INFO ] [sig ] Generating forecast for: ASPN [2025-10-18T03:22:55.537810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-10-18T03:22:55.547614] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASPN'. [2025-10-18T03:22:55.547981] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-10-18T03:22:55.574423] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:55.575183] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-10-18T03:22:55.575239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:55.575272] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:55.575300] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:55.575356] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:55.594670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:55.595574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:55.595702] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:55.595757] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:55.627287] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:55.627416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:55.627479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:55.627513] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:55.632229] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=69.81%) [2025-10-18T03:22:55.632700] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-10-18T03:22:55.632875] [INFO ] [sig ] ASPN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:55.783770] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ASPN.txt [2025-10-18T03:22:55.784034] [INFO ] [sig ] [128/2083] Completed ASPN in 0.2s | 4.14 sym/s | Total: 30.9s | ETA: 7.9m [2025-10-18T03:22:55.784086] [INFO ] [sig ] [129/2083] Forecasting ASR... [2025-10-18T03:22:55.784120] [INFO ] [sig ] Generating forecast for: ASR [2025-10-18T03:22:55.784153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'. [2025-10-18T03:22:55.793786] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASR'. [2025-10-18T03:22:55.794054] [INFO ] [FORECASTER] Starting predict_future for ASR [2025-10-18T03:22:55.820164] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:55.820887] [DEBUG] [LOCAL ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt [2025-10-18T03:22:55.820942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:55.820975] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:55.821003] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:55.821064] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:55.838185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:55.838778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:55.838858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:55.838891] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:55.876412] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:55.876520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:55.876556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:55.876585] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:55.879828] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: DOWN (p=39.75%) [2025-10-18T03:22:55.880094] [INFO ] [FORECASTER] Completed predict_future for ASR [2025-10-18T03:22:55.880232] [INFO ] [sig ] ASR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:56.018929] [INFO ] [LOCAL ] Saved forecast: ASR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASR.txt [2025-10-18T03:22:56.019130] [INFO ] [sig ] [129/2083] Completed ASR in 0.2s | 4.14 sym/s | Total: 31.2s | ETA: 7.9m [2025-10-18T03:22:56.019171] [INFO ] [sig ] [130/2083] Forecasting ASX... [2025-10-18T03:22:56.019201] [INFO ] [sig ] Generating forecast for: ASX [2025-10-18T03:22:56.019231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'. [2025-10-18T03:22:56.028547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASX'. [2025-10-18T03:22:56.028828] [INFO ] [FORECASTER] Starting predict_future for ASX [2025-10-18T03:22:56.053662] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:56.054372] [DEBUG] [LOCAL ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt [2025-10-18T03:22:56.054427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:56.054460] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:56.054487] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:56.054549] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:56.071563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:56.072157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:56.072238] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:56.072289] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:56.109136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:56.109215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:56.109250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:56.109279] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:56.112283] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: DOWN (p=11.35%) [2025-10-18T03:22:56.112542] [INFO ] [FORECASTER] Completed predict_future for ASX [2025-10-18T03:22:56.112705] [INFO ] [sig ] ASX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:56.250215] [INFO ] [LOCAL ] Saved forecast: ASX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ASX.txt [2025-10-18T03:22:56.250423] [INFO ] [sig ] [130/2083] Completed ASX in 0.2s | 4.14 sym/s | Total: 31.4s | ETA: 7.9m [2025-10-18T03:22:56.250465] [INFO ] [sig ] [131/2083] Forecasting ATEN... [2025-10-18T03:22:56.250496] [INFO ] [sig ] Generating forecast for: ATEN [2025-10-18T03:22:56.250527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'. [2025-10-18T03:22:56.259568] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATEN'. [2025-10-18T03:22:56.259849] [INFO ] [FORECASTER] Starting predict_future for ATEN [2025-10-18T03:22:56.284727] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:56.285429] [DEBUG] [LOCAL ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt [2025-10-18T03:22:56.285484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:56.285517] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:56.285545] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:56.285601] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:56.302707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:56.303239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:56.303320] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:56.303354] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:56.340356] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:56.340453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:56.340491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:56.340520] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:56.343688] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: UP (p=94.15%) [2025-10-18T03:22:56.343951] [INFO ] [FORECASTER] Completed predict_future for ATEN [2025-10-18T03:22:56.344085] [INFO ] [sig ] ATEN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:56.482813] [INFO ] [LOCAL ] Saved forecast: ATEN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ATEN.txt [2025-10-18T03:22:56.483036] [INFO ] [sig ] [131/2083] Completed ATEN in 0.2s | 4.14 sym/s | Total: 31.6s | ETA: 7.9m [2025-10-18T03:22:56.483079] [INFO ] [sig ] [132/2083] Forecasting ATGE... [2025-10-18T03:22:56.483110] [INFO ] [sig ] Generating forecast for: ATGE [2025-10-18T03:22:56.483140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-10-18T03:22:56.492253] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATGE'. [2025-10-18T03:22:56.492518] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-10-18T03:22:56.517543] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:56.518294] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-10-18T03:22:56.518362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:56.518397] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:56.518425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:56.518481] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:56.535421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:56.535981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:56.536061] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:56.536097] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:56.572465] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:56.572597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:56.572636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:56.572709] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:56.576140] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=86.51%) [2025-10-18T03:22:56.576415] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-10-18T03:22:56.576557] [INFO ] [sig ] ATGE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:56.714286] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ATGE.txt [2025-10-18T03:22:56.714511] [INFO ] [sig ] [132/2083] Completed ATGE in 0.2s | 4.14 sym/s | Total: 31.9s | ETA: 7.9m [2025-10-18T03:22:56.714555] [INFO ] [sig ] [133/2083] Forecasting ATHS... [2025-10-18T03:22:56.714586] [INFO ] [sig ] Generating forecast for: ATHS [2025-10-18T03:22:56.714617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHS' from 'https://tdm.silogroup.org/data/derivative_storage/ATHS.csv'. [2025-10-18T03:22:56.723469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATHS'. [2025-10-18T03:22:56.723753] [INFO ] [FORECASTER] Starting predict_future for ATHS [2025-10-18T03:22:56.748764] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:56.749445] [DEBUG] [LOCAL ] No optimal features file found for ATHS: ./output/feature-sets/ATHS.txt [2025-10-18T03:22:56.749499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:56.749532] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:56.749559] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:56.749615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:56.766730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:56.767288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:56.767367] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:56.767400] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:56.803067] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:56.803183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:56.803220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:56.803249] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:56.806465] [DEBUG] [FORECASTER] ATHS: Forecast T+1@11:T+2@11: DOWN (p=11.54%) [2025-10-18T03:22:56.806776] [INFO ] [FORECASTER] Completed predict_future for ATHS [2025-10-18T03:22:56.806914] [INFO ] [sig ] ATHS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:56.945179] [INFO ] [LOCAL ] Saved forecast: ATHS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ATHS.txt [2025-10-18T03:22:56.945388] [INFO ] [sig ] [133/2083] Completed ATHS in 0.2s | 4.14 sym/s | Total: 32.1s | ETA: 7.8m [2025-10-18T03:22:56.945430] [INFO ] [sig ] [134/2083] Forecasting ATI... [2025-10-18T03:22:56.945459] [INFO ] [sig ] Generating forecast for: ATI [2025-10-18T03:22:56.945498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-10-18T03:22:56.954580] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATI'. [2025-10-18T03:22:56.954872] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-10-18T03:22:56.979990] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:56.980752] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-10-18T03:22:56.980807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:56.980841] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:56.980869] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:56.980926] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:56.998029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:56.998567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:56.998667] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:56.998721] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:57.033692] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:57.033775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:57.033810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:57.033838] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:57.036904] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=83.87%) [2025-10-18T03:22:57.037160] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-10-18T03:22:57.037290] [INFO ] [sig ] ATI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:57.239307] [INFO ] [LOCAL ] Saved forecast: ATI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ATI.txt [2025-10-18T03:22:57.239510] [INFO ] [sig ] [134/2083] Completed ATI in 0.3s | 4.14 sym/s | Total: 32.4s | ETA: 7.9m [2025-10-18T03:22:57.239552] [INFO ] [sig ] [135/2083] Forecasting ATKR... [2025-10-18T03:22:57.239585] [INFO ] [sig ] Generating forecast for: ATKR [2025-10-18T03:22:57.239615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'. [2025-10-18T03:22:57.249942] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATKR'. [2025-10-18T03:22:57.250301] [INFO ] [FORECASTER] Starting predict_future for ATKR [2025-10-18T03:22:57.275859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:57.276597] [DEBUG] [LOCAL ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt [2025-10-18T03:22:57.276681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:57.276733] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:57.276767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:57.276827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:57.293935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:57.294535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:57.294621] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:57.294686] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:57.328093] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:57.328233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:57.328272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:57.328301] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:57.331694] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: UP (p=62.71%) [2025-10-18T03:22:57.331969] [INFO ] [FORECASTER] Completed predict_future for ATKR [2025-10-18T03:22:57.332123] [INFO ] [sig ] ATKR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:57.469068] [INFO ] [LOCAL ] Saved forecast: ATKR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ATKR.txt [2025-10-18T03:22:57.469271] [INFO ] [sig ] [135/2083] Completed ATKR in 0.2s | 4.14 sym/s | Total: 32.6s | ETA: 7.8m [2025-10-18T03:22:57.469313] [INFO ] [sig ] [136/2083] Forecasting ATMU... [2025-10-18T03:22:57.469345] [INFO ] [sig ] Generating forecast for: ATMU [2025-10-18T03:22:57.469377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATMU' from 'https://tdm.silogroup.org/data/derivative_storage/ATMU.csv'. [2025-10-18T03:22:57.478903] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATMU'. [2025-10-18T03:22:57.479402] [INFO ] [FORECASTER] Starting predict_future for ATMU [2025-10-18T03:22:57.516421] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:57.517594] [DEBUG] [LOCAL ] No optimal features file found for ATMU: ./output/feature-sets/ATMU.txt [2025-10-18T03:22:57.517701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:57.517907] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:57.517945] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:57.518006] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:57.536857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:57.537925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:57.538040] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:57.538094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:57.571878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:57.572027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:57.572067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:57.572101] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:57.575562] [DEBUG] [FORECASTER] ATMU: Forecast T+1@11:T+2@11: UP (p=54.18%) [2025-10-18T03:22:57.575866] [INFO ] [FORECASTER] Completed predict_future for ATMU [2025-10-18T03:22:57.576006] [INFO ] [sig ] ATMU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:57.715487] [INFO ] [LOCAL ] Saved forecast: ATMU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ATMU.txt [2025-10-18T03:22:57.715838] [INFO ] [sig ] [136/2083] Completed ATMU in 0.2s | 4.14 sym/s | Total: 32.9s | ETA: 7.8m [2025-10-18T03:22:57.715902] [INFO ] [sig ] [137/2083] Forecasting ATO... [2025-10-18T03:22:57.715936] [INFO ] [sig ] Generating forecast for: ATO [2025-10-18T03:22:57.715968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-10-18T03:22:57.726315] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATO'. [2025-10-18T03:22:57.726602] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-10-18T03:22:57.751618] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:57.752322] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-10-18T03:22:57.752377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:57.752410] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:57.752437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:57.752495] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:57.769243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:57.769810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:57.769889] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:57.769935] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:57.805799] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:57.805879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:57.805915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:57.805944] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:57.808956] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=75.66%) [2025-10-18T03:22:57.809288] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-10-18T03:22:57.809428] [INFO ] [sig ] ATO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:57.947119] [INFO ] [LOCAL ] Saved forecast: ATO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ATO.txt [2025-10-18T03:22:57.947310] [INFO ] [sig ] [137/2083] Completed ATO in 0.2s | 4.14 sym/s | Total: 33.1s | ETA: 7.8m [2025-10-18T03:22:57.947351] [INFO ] [sig ] [138/2083] Forecasting ATR... [2025-10-18T03:22:57.947382] [INFO ] [sig ] Generating forecast for: ATR [2025-10-18T03:22:57.947412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'. [2025-10-18T03:22:57.957239] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATR'. [2025-10-18T03:22:57.957723] [INFO ] [FORECASTER] Starting predict_future for ATR [2025-10-18T03:22:57.983036] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:57.983752] [DEBUG] [LOCAL ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt [2025-10-18T03:22:57.983808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:57.983842] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:57.983870] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:57.983927] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:58.000789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:58.001342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:58.001427] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:58.001460] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:58.044037] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:58.044139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:58.044175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:58.044203] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:58.047355] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: DOWN (p=33.58%) [2025-10-18T03:22:58.047614] [INFO ] [FORECASTER] Completed predict_future for ATR [2025-10-18T03:22:58.047796] [INFO ] [sig ] ATR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:58.191415] [INFO ] [LOCAL ] Saved forecast: ATR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ATR.txt [2025-10-18T03:22:58.191636] [INFO ] [sig ] [138/2083] Completed ATR in 0.2s | 4.14 sym/s | Total: 33.3s | ETA: 7.8m [2025-10-18T03:22:58.191720] [INFO ] [sig ] [139/2083] Forecasting AU... [2025-10-18T03:22:58.191758] [INFO ] [sig ] Generating forecast for: AU [2025-10-18T03:22:58.191791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'. [2025-10-18T03:22:58.200296] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AU'. [2025-10-18T03:22:58.200582] [INFO ] [FORECASTER] Starting predict_future for AU [2025-10-18T03:22:58.226060] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:58.226822] [DEBUG] [LOCAL ] No optimal features file found for AU: ./output/feature-sets/AU.txt [2025-10-18T03:22:58.226881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:58.226927] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:58.226955] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:58.227015] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:58.244146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:58.244722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:58.244809] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:58.244843] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:58.286168] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:58.286256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:58.286293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:58.286324] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:58.289680] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: UP (p=97.12%) [2025-10-18T03:22:58.289954] [INFO ] [FORECASTER] Completed predict_future for AU [2025-10-18T03:22:58.290089] [INFO ] [sig ] AU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:58.434753] [INFO ] [LOCAL ] Saved forecast: AU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AU.txt [2025-10-18T03:22:58.434967] [INFO ] [sig ] [139/2083] Completed AU in 0.2s | 4.14 sym/s | Total: 33.6s | ETA: 7.8m [2025-10-18T03:22:58.435026] [INFO ] [sig ] [140/2083] Forecasting AUNA... [2025-10-18T03:22:58.435060] [INFO ] [sig ] Generating forecast for: AUNA [2025-10-18T03:22:58.435100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'. [2025-10-18T03:22:58.445382] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'AUNA'. [2025-10-18T03:22:58.445696] [INFO ] [FORECASTER] Starting predict_future for AUNA [2025-10-18T03:22:58.472827] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:58.473526] [DEBUG] [LOCAL ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt [2025-10-18T03:22:58.473586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:58.473621] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:58.473676] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:58.473754] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:58.491383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:58.491992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:58.492106] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:58.492164] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:58.534444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:58.534523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:58.534559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:58.534586] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:58.537832] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: UP (p=78.05%) [2025-10-18T03:22:58.538087] [INFO ] [FORECASTER] Completed predict_future for AUNA [2025-10-18T03:22:58.538226] [INFO ] [sig ] AUNA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:58.678859] [INFO ] [LOCAL ] Saved forecast: AUNA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AUNA.txt [2025-10-18T03:22:58.679062] [INFO ] [sig ] [140/2083] Completed AUNA in 0.2s | 4.14 sym/s | Total: 33.8s | ETA: 7.8m [2025-10-18T03:22:58.679104] [INFO ] [sig ] [141/2083] Forecasting AVA... [2025-10-18T03:22:58.679135] [INFO ] [sig ] Generating forecast for: AVA [2025-10-18T03:22:58.679165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-10-18T03:22:58.688606] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVA'. [2025-10-18T03:22:58.688931] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-10-18T03:22:58.713915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:58.714584] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-10-18T03:22:58.714638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:58.714714] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:58.714747] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:58.714808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:58.732196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:58.732765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:58.732847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:58.732879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:58.775033] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:58.775117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:58.775153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:58.775181] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:58.778397] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=23.05%) [2025-10-18T03:22:58.778677] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-10-18T03:22:58.778830] [INFO ] [sig ] AVA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:58.923801] [INFO ] [LOCAL ] Saved forecast: AVA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AVA.txt [2025-10-18T03:22:58.924046] [INFO ] [sig ] [141/2083] Completed AVA in 0.2s | 4.14 sym/s | Total: 34.1s | ETA: 7.8m [2025-10-18T03:22:58.924089] [INFO ] [sig ] [142/2083] Forecasting AVAL... [2025-10-18T03:22:58.924120] [INFO ] [sig ] Generating forecast for: AVAL [2025-10-18T03:22:58.924152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-10-18T03:22:58.934806] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVAL'. [2025-10-18T03:22:58.935250] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-10-18T03:22:58.964872] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:58.965812] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-10-18T03:22:58.965871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:58.965906] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:58.965935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:58.965994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:58.986663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:58.987548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:58.987662] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:58.987719] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:59.030705] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:59.030870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:59.030915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:59.030945] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:59.035017] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=94.26%) [2025-10-18T03:22:59.035402] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-10-18T03:22:59.036052] [INFO ] [sig ] AVAL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:59.197978] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AVAL.txt [2025-10-18T03:22:59.198225] [INFO ] [sig ] [142/2083] Completed AVAL in 0.3s | 4.13 sym/s | Total: 34.4s | ETA: 7.8m [2025-10-18T03:22:59.198270] [INFO ] [sig ] [143/2083] Forecasting AVB... [2025-10-18T03:22:59.198302] [INFO ] [sig ] Generating forecast for: AVB [2025-10-18T03:22:59.198335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-10-18T03:22:59.209500] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVB'. [2025-10-18T03:22:59.209988] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-10-18T03:22:59.239683] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:59.240489] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-10-18T03:22:59.240547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:59.240582] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:59.240611] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:59.240699] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:59.263128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:59.263913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:59.264007] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:59.264043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:59.310349] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:59.310523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:59.310567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:59.310598] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:59.314774] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=40.87%) [2025-10-18T03:22:59.315062] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-10-18T03:22:59.315210] [INFO ] [sig ] AVB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:22:59.455971] [INFO ] [LOCAL ] Saved forecast: AVB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AVB.txt [2025-10-18T03:22:59.456178] [INFO ] [sig ] [143/2083] Completed AVB in 0.3s | 4.13 sym/s | Total: 34.6s | ETA: 7.8m [2025-10-18T03:22:59.456224] [INFO ] [sig ] [144/2083] Forecasting AVD... [2025-10-18T03:22:59.456254] [INFO ] [sig ] Generating forecast for: AVD [2025-10-18T03:22:59.456284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-10-18T03:22:59.464461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVD'. [2025-10-18T03:22:59.464750] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-10-18T03:22:59.489950] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:59.490660] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-10-18T03:22:59.490720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:59.490755] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:59.490782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:59.490838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:59.511357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:59.512424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:59.512512] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:59.512546] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:59.547433] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:59.547527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:59.547584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:59.547616] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:59.550809] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=81.31%) [2025-10-18T03:22:59.551067] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-10-18T03:22:59.551199] [INFO ] [sig ] AVD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:59.691154] [INFO ] [LOCAL ] Saved forecast: AVD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AVD.txt [2025-10-18T03:22:59.691354] [INFO ] [sig ] [144/2083] Completed AVD in 0.2s | 4.13 sym/s | Total: 34.8s | ETA: 7.8m [2025-10-18T03:22:59.691395] [INFO ] [sig ] [145/2083] Forecasting AVK... [2025-10-18T03:22:59.691425] [INFO ] [sig ] Generating forecast for: AVK [2025-10-18T03:22:59.691455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-10-18T03:22:59.701729] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVK'. [2025-10-18T03:22:59.702027] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-10-18T03:22:59.727168] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:59.727908] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-10-18T03:22:59.727963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:59.727996] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:59.728023] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:59.728079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:59.745053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:59.745576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:59.745676] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:59.745730] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:22:59.778271] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:22:59.778381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:22:59.778417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:22:59.778446] [INFO ] [FORECASTER] Training complete [2025-10-18T03:22:59.781547] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=94.73%) [2025-10-18T03:22:59.781836] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-10-18T03:22:59.781967] [INFO ] [sig ] AVK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:22:59.919163] [INFO ] [LOCAL ] Saved forecast: AVK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AVK.txt [2025-10-18T03:22:59.919357] [INFO ] [sig ] [145/2083] Completed AVK in 0.2s | 4.13 sym/s | Total: 35.1s | ETA: 7.8m [2025-10-18T03:22:59.919398] [INFO ] [sig ] [146/2083] Forecasting AVNS... [2025-10-18T03:22:59.919428] [INFO ] [sig ] Generating forecast for: AVNS [2025-10-18T03:22:59.919506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-10-18T03:22:59.928925] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVNS'. [2025-10-18T03:22:59.929209] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-10-18T03:22:59.954550] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:22:59.955255] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-10-18T03:22:59.955310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:22:59.955355] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:22:59.955383] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:22:59.955440] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:22:59.972913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:22:59.973437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:22:59.973516] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:22:59.973549] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:00.007422] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:00.007499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:00.007534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:00.007562] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:00.010636] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=57.17%) [2025-10-18T03:23:00.010918] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-10-18T03:23:00.011042] [INFO ] [sig ] AVNS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:00.150250] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AVNS.txt [2025-10-18T03:23:00.150437] [INFO ] [sig ] [146/2083] Completed AVNS in 0.2s | 4.14 sym/s | Total: 35.3s | ETA: 7.8m [2025-10-18T03:23:00.150478] [INFO ] [sig ] [147/2083] Forecasting AVNT... [2025-10-18T03:23:00.150509] [INFO ] [sig ] Generating forecast for: AVNT [2025-10-18T03:23:00.150540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'. [2025-10-18T03:23:00.159808] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVNT'. [2025-10-18T03:23:00.160072] [INFO ] [FORECASTER] Starting predict_future for AVNT [2025-10-18T03:23:00.185574] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:00.186322] [DEBUG] [LOCAL ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt [2025-10-18T03:23:00.186376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:00.186409] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:00.186436] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:00.186493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:00.203841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:00.204385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:00.204463] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:00.204496] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:00.236570] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:00.236665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:00.236721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:00.236753] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:00.239781] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: DOWN (p=6.44%) [2025-10-18T03:23:00.240029] [INFO ] [FORECASTER] Completed predict_future for AVNT [2025-10-18T03:23:00.240155] [INFO ] [sig ] AVNT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:00.378557] [INFO ] [LOCAL ] Saved forecast: AVNT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AVNT.txt [2025-10-18T03:23:00.378775] [INFO ] [sig ] [147/2083] Completed AVNT in 0.2s | 4.14 sym/s | Total: 35.5s | ETA: 7.8m [2025-10-18T03:23:00.378837] [INFO ] [sig ] [148/2083] Forecasting AVTR... [2025-10-18T03:23:00.378870] [INFO ] [sig ] Generating forecast for: AVTR [2025-10-18T03:23:00.378901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVTR' from 'https://tdm.silogroup.org/data/derivative_storage/AVTR.csv'. [2025-10-18T03:23:00.389165] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVTR'. [2025-10-18T03:23:00.389431] [INFO ] [FORECASTER] Starting predict_future for AVTR [2025-10-18T03:23:00.414329] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:00.415067] [DEBUG] [LOCAL ] No optimal features file found for AVTR: ./output/feature-sets/AVTR.txt [2025-10-18T03:23:00.415122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:00.415156] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:00.415183] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:00.415240] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:00.432271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:00.432835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:00.432917] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:00.432950] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:00.467007] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:00.467085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:00.467120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:00.467149] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:00.470172] [DEBUG] [FORECASTER] AVTR: Forecast T+1@11:T+2@11: DOWN (p=1.57%) [2025-10-18T03:23:00.470428] [INFO ] [FORECASTER] Completed predict_future for AVTR [2025-10-18T03:23:00.470553] [INFO ] [sig ] AVTR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:00.607637] [INFO ] [LOCAL ] Saved forecast: AVTR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AVTR.txt [2025-10-18T03:23:00.607917] [INFO ] [sig ] [148/2083] Completed AVTR in 0.2s | 4.14 sym/s | Total: 35.8s | ETA: 7.8m [2025-10-18T03:23:00.607977] [INFO ] [sig ] [149/2083] Forecasting AVY... [2025-10-18T03:23:00.608011] [INFO ] [sig ] Generating forecast for: AVY [2025-10-18T03:23:00.608043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'. [2025-10-18T03:23:00.616587] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVY'. [2025-10-18T03:23:00.616866] [INFO ] [FORECASTER] Starting predict_future for AVY [2025-10-18T03:23:00.642004] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:00.642765] [DEBUG] [LOCAL ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt [2025-10-18T03:23:00.642822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:00.642855] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:00.642882] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:00.642939] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:00.660061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:00.660583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:00.660683] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:00.660737] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:00.699799] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:00.699876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:00.699911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:00.699939] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:00.702936] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=23.65%) [2025-10-18T03:23:00.703186] [INFO ] [FORECASTER] Completed predict_future for AVY [2025-10-18T03:23:00.703363] [INFO ] [sig ] AVY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:00.840385] [INFO ] [LOCAL ] Saved forecast: AVY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AVY.txt [2025-10-18T03:23:00.840568] [INFO ] [sig ] [149/2083] Completed AVY in 0.2s | 4.14 sym/s | Total: 36.0s | ETA: 7.8m [2025-10-18T03:23:00.840610] [INFO ] [sig ] [150/2083] Forecasting AWF... [2025-10-18T03:23:00.840661] [INFO ] [sig ] Generating forecast for: AWF [2025-10-18T03:23:00.840720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-10-18T03:23:00.853960] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWF'. [2025-10-18T03:23:00.854547] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-10-18T03:23:00.880332] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:00.881061] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-10-18T03:23:00.881116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:00.881150] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:00.881178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:00.881236] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:00.899139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:00.899735] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:00.899822] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:00.899857] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:00.935057] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:00.935143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:00.935179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:00.935211] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:00.938304] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-10-18T03:23:00.938562] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-10-18T03:23:00.938732] [INFO ] [sig ] AWF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:01.085288] [INFO ] [LOCAL ] Saved forecast: AWF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AWF.txt [2025-10-18T03:23:01.085566] [INFO ] [sig ] [150/2083] Completed AWF in 0.2s | 4.14 sym/s | Total: 36.2s | ETA: 7.8m [2025-10-18T03:23:01.085627] [INFO ] [sig ] [151/2083] Forecasting AWI... [2025-10-18T03:23:01.085695] [INFO ] [sig ] Generating forecast for: AWI [2025-10-18T03:23:01.085740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-10-18T03:23:01.096553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWI'. [2025-10-18T03:23:01.096861] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-10-18T03:23:01.122323] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:01.123052] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-10-18T03:23:01.123107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:01.123141] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:01.123168] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:01.123229] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:01.140554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:01.141221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:01.141306] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:01.141340] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:01.193103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:01.193285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:01.193327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:01.193358] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:01.197863] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=41.78%) [2025-10-18T03:23:01.198178] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-10-18T03:23:01.198321] [INFO ] [sig ] AWI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:01.345297] [INFO ] [LOCAL ] Saved forecast: AWI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AWI.txt [2025-10-18T03:23:01.345549] [INFO ] [sig ] [151/2083] Completed AWI in 0.3s | 4.14 sym/s | Total: 36.5s | ETA: 7.8m [2025-10-18T03:23:01.345594] [INFO ] [sig ] [152/2083] Forecasting AWK... [2025-10-18T03:23:01.345624] [INFO ] [sig ] Generating forecast for: AWK [2025-10-18T03:23:01.345694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-10-18T03:23:01.356925] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWK'. [2025-10-18T03:23:01.357400] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-10-18T03:23:01.384046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:01.384988] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-10-18T03:23:01.385049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:01.385084] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:01.385114] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:01.385174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:01.404303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:01.405249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:01.405343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:01.405379] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:01.444782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:01.444967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:01.445011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:01.445042] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:01.448935] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=87.97%) [2025-10-18T03:23:01.449236] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-10-18T03:23:01.449376] [INFO ] [sig ] AWK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:01.606605] [INFO ] [LOCAL ] Saved forecast: AWK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AWK.txt [2025-10-18T03:23:01.606891] [INFO ] [sig ] [152/2083] Completed AWK in 0.3s | 4.13 sym/s | Total: 36.8s | ETA: 7.8m [2025-10-18T03:23:01.606942] [INFO ] [sig ] [153/2083] Forecasting AWP... [2025-10-18T03:23:01.606972] [INFO ] [sig ] Generating forecast for: AWP [2025-10-18T03:23:01.607004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-10-18T03:23:01.616800] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWP'. [2025-10-18T03:23:01.617219] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-10-18T03:23:01.642710] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:01.643451] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-10-18T03:23:01.643506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:01.643555] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:01.643585] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:01.643663] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:01.661015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:01.661574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:01.661677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:01.661731] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:01.696470] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:01.696546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:01.696581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:01.696610] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:01.699716] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=14.31%) [2025-10-18T03:23:01.699970] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-10-18T03:23:01.700097] [INFO ] [sig ] AWP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:01.846082] [INFO ] [LOCAL ] Saved forecast: AWP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AWP.txt [2025-10-18T03:23:01.846297] [INFO ] [sig ] [153/2083] Completed AWP in 0.2s | 4.13 sym/s | Total: 37.0s | ETA: 7.8m [2025-10-18T03:23:01.846357] [INFO ] [sig ] [154/2083] Forecasting AWR... [2025-10-18T03:23:01.846422] [INFO ] [sig ] Generating forecast for: AWR [2025-10-18T03:23:01.846492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'. [2025-10-18T03:23:01.856413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWR'. [2025-10-18T03:23:01.856710] [INFO ] [FORECASTER] Starting predict_future for AWR [2025-10-18T03:23:01.885750] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:01.886468] [DEBUG] [LOCAL ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt [2025-10-18T03:23:01.886524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:01.886557] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:01.886585] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:01.886665] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:01.904377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:01.905001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:01.905083] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:01.905117] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:01.940179] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:01.940268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:01.940303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:01.940332] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:01.943384] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: DOWN (p=11.18%) [2025-10-18T03:23:01.943637] [INFO ] [FORECASTER] Completed predict_future for AWR [2025-10-18T03:23:01.943805] [INFO ] [sig ] AWR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:02.086105] [INFO ] [LOCAL ] Saved forecast: AWR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AWR.txt [2025-10-18T03:23:02.086321] [INFO ] [sig ] [154/2083] Completed AWR in 0.2s | 4.14 sym/s | Total: 37.2s | ETA: 7.8m [2025-10-18T03:23:02.086391] [INFO ] [sig ] [155/2083] Forecasting AXL... [2025-10-18T03:23:02.086431] [INFO ] [sig ] Generating forecast for: AXL [2025-10-18T03:23:02.086465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-10-18T03:23:02.096345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXL'. [2025-10-18T03:23:02.096603] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-10-18T03:23:02.122488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:02.123220] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-10-18T03:23:02.123276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:02.123312] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:02.123340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:02.123397] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:02.141088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:02.141623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:02.141730] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:02.141772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:02.177460] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:02.177542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:02.177577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:02.177637] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:02.182539] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=60.40%) [2025-10-18T03:23:02.182844] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-10-18T03:23:02.182986] [INFO ] [sig ] AXL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:02.326000] [INFO ] [LOCAL ] Saved forecast: AXL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AXL.txt [2025-10-18T03:23:02.326207] [INFO ] [sig ] [155/2083] Completed AXL in 0.2s | 4.14 sym/s | Total: 37.5s | ETA: 7.8m [2025-10-18T03:23:02.326249] [INFO ] [sig ] [156/2083] Forecasting AXP... [2025-10-18T03:23:02.326279] [INFO ] [sig ] Generating forecast for: AXP [2025-10-18T03:23:02.326310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'. [2025-10-18T03:23:02.335756] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXP'. [2025-10-18T03:23:02.336004] [INFO ] [FORECASTER] Starting predict_future for AXP [2025-10-18T03:23:02.361608] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:02.362339] [DEBUG] [LOCAL ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt [2025-10-18T03:23:02.362395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:02.362429] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:02.362458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:02.362518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:02.380410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:02.381018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:02.381099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:02.381134] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:02.417938] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:02.418037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:02.418073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:02.418101] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:02.421237] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=73.53%) [2025-10-18T03:23:02.421499] [INFO ] [FORECASTER] Completed predict_future for AXP [2025-10-18T03:23:02.421626] [INFO ] [sig ] AXP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:02.562504] [INFO ] [LOCAL ] Saved forecast: AXP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AXP.txt [2025-10-18T03:23:02.562709] [INFO ] [sig ] [156/2083] Completed AXP in 0.2s | 4.14 sym/s | Total: 37.7s | ETA: 7.8m [2025-10-18T03:23:02.562769] [INFO ] [sig ] [157/2083] Forecasting AXR... [2025-10-18T03:23:02.562802] [INFO ] [sig ] Generating forecast for: AXR [2025-10-18T03:23:02.562834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'. [2025-10-18T03:23:02.570444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXR'. [2025-10-18T03:23:02.570714] [INFO ] [FORECASTER] Starting predict_future for AXR [2025-10-18T03:23:02.596327] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:02.597064] [DEBUG] [LOCAL ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt [2025-10-18T03:23:02.597120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:02.597155] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:02.597184] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:02.597244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:02.615194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:02.615785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:02.615868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:02.615903] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:02.649249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:02.649322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:02.649357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:02.649385] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:02.652376] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: UP (p=79.27%) [2025-10-18T03:23:02.652623] [INFO ] [FORECASTER] Completed predict_future for AXR [2025-10-18T03:23:02.652793] [INFO ] [sig ] AXR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:02.799719] [INFO ] [LOCAL ] Saved forecast: AXR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AXR.txt [2025-10-18T03:23:02.799967] [INFO ] [sig ] [157/2083] Completed AXR in 0.2s | 4.14 sym/s | Total: 38.0s | ETA: 7.8m [2025-10-18T03:23:02.800036] [INFO ] [sig ] [158/2083] Forecasting AXS... [2025-10-18T03:23:02.800091] [INFO ] [sig ] Generating forecast for: AXS [2025-10-18T03:23:02.800127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-10-18T03:23:02.810765] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXS'. [2025-10-18T03:23:02.811023] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-10-18T03:23:02.837098] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:02.837874] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-10-18T03:23:02.837931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:02.837966] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:02.837995] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:02.838056] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:02.855329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:02.855895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:02.855974] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:02.856008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:02.892821] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:02.892923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:02.892959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:02.892986] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:02.896057] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=85.90%) [2025-10-18T03:23:02.896313] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-10-18T03:23:02.896448] [INFO ] [sig ] AXS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:03.037853] [INFO ] [LOCAL ] Saved forecast: AXS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AXS.txt [2025-10-18T03:23:03.038045] [INFO ] [sig ] [158/2083] Completed AXS in 0.2s | 4.14 sym/s | Total: 38.2s | ETA: 7.8m [2025-10-18T03:23:03.038141] [INFO ] [sig ] [159/2083] Forecasting AXTA... [2025-10-18T03:23:03.038181] [INFO ] [sig ] Generating forecast for: AXTA [2025-10-18T03:23:03.038213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-10-18T03:23:03.049376] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXTA'. [2025-10-18T03:23:03.049970] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-10-18T03:23:03.087414] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:03.088336] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-10-18T03:23:03.088403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:03.088438] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:03.088467] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:03.088537] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:03.111578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:03.112575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:03.112692] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:03.112747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:03.148462] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:03.148589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:03.148628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:03.148695] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:03.151992] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=38.69%) [2025-10-18T03:23:03.152268] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-10-18T03:23:03.152402] [INFO ] [sig ] AXTA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:03.294023] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/AXTA.txt [2025-10-18T03:23:03.294321] [INFO ] [sig ] [159/2083] Completed AXTA in 0.3s | 4.14 sym/s | Total: 38.4s | ETA: 7.8m [2025-10-18T03:23:03.294371] [INFO ] [sig ] [160/2083] Forecasting AYI... [2025-10-18T03:23:03.294402] [INFO ] [sig ] Generating forecast for: AYI [2025-10-18T03:23:03.294434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-10-18T03:23:03.304290] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AYI'. [2025-10-18T03:23:03.304608] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-10-18T03:23:03.329991] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:03.330730] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-10-18T03:23:03.330785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:03.330832] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:03.330861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:03.330917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:03.347624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:03.348209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:03.348289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:03.348322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:03.385375] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:03.385455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:03.385490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:03.385519] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:03.388590] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: UP (p=97.67%) [2025-10-18T03:23:03.388872] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-10-18T03:23:03.389004] [INFO ] [sig ] AYI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:03.529915] [INFO ] [LOCAL ] Saved forecast: AYI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AYI.txt [2025-10-18T03:23:03.530142] [INFO ] [sig ] [160/2083] Completed AYI in 0.2s | 4.14 sym/s | Total: 38.7s | ETA: 7.7m [2025-10-18T03:23:03.530185] [INFO ] [sig ] [161/2083] Forecasting AZO... [2025-10-18T03:23:03.530214] [INFO ] [sig ] Generating forecast for: AZO [2025-10-18T03:23:03.530245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-10-18T03:23:03.540034] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AZO'. [2025-10-18T03:23:03.540292] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-10-18T03:23:03.565047] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:03.565750] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-10-18T03:23:03.565805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:03.565839] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:03.565866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:03.565923] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:03.583045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:03.583569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:03.583668] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:03.583722] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:03.621108] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:03.621193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:03.621227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:03.621256] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:03.624267] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=83.62%) [2025-10-18T03:23:03.624521] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-10-18T03:23:03.624668] [INFO ] [sig ] AZO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:03.768363] [INFO ] [LOCAL ] Saved forecast: AZO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AZO.txt [2025-10-18T03:23:03.768669] [INFO ] [sig ] [161/2083] Completed AZO in 0.2s | 4.14 sym/s | Total: 38.9s | ETA: 7.7m [2025-10-18T03:23:03.768740] [INFO ] [sig ] [162/2083] Forecasting AZZ... [2025-10-18T03:23:03.768794] [INFO ] [sig ] Generating forecast for: AZZ [2025-10-18T03:23:03.768830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'. [2025-10-18T03:23:03.779723] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AZZ'. [2025-10-18T03:23:03.780015] [INFO ] [FORECASTER] Starting predict_future for AZZ [2025-10-18T03:23:03.806339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:03.807051] [DEBUG] [LOCAL ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt [2025-10-18T03:23:03.807105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:03.807137] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:03.807164] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:03.807221] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:03.825281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:03.825897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:03.825992] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:03.826047] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:03.863454] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:03.863529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:03.863563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:03.863591] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:03.866665] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=77.95%) [2025-10-18T03:23:03.866927] [INFO ] [FORECASTER] Completed predict_future for AZZ [2025-10-18T03:23:03.867053] [INFO ] [sig ] AZZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:04.007400] [INFO ] [LOCAL ] Saved forecast: AZZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/AZZ.txt [2025-10-18T03:23:04.007615] [INFO ] [sig ] [162/2083] Completed AZZ in 0.2s | 4.14 sym/s | Total: 39.2s | ETA: 7.7m [2025-10-18T03:23:04.007685] [INFO ] [sig ] [163/2083] Forecasting BA... [2025-10-18T03:23:04.007733] [INFO ] [sig ] Generating forecast for: BA [2025-10-18T03:23:04.007811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-10-18T03:23:04.017363] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BA'. [2025-10-18T03:23:04.017623] [INFO ] [FORECASTER] Starting predict_future for BA [2025-10-18T03:23:04.043560] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:04.044321] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-10-18T03:23:04.044378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:04.044411] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:04.044439] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:04.044498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:04.061363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:04.061928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:04.062009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:04.062043] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:04.101398] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:04.101474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:04.101509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:04.101538] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:04.104620] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=66.68%) [2025-10-18T03:23:04.104909] [INFO ] [FORECASTER] Completed predict_future for BA [2025-10-18T03:23:04.105045] [INFO ] [sig ] BA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:04.244962] [INFO ] [LOCAL ] Saved forecast: BA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BA.txt [2025-10-18T03:23:04.245225] [INFO ] [sig ] [163/2083] Completed BA in 0.2s | 4.14 sym/s | Total: 39.4s | ETA: 7.7m [2025-10-18T03:23:04.245275] [INFO ] [sig ] [164/2083] Forecasting BABA... [2025-10-18T03:23:04.245305] [INFO ] [sig ] Generating forecast for: BABA [2025-10-18T03:23:04.245338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-10-18T03:23:04.255175] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BABA'. [2025-10-18T03:23:04.255435] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-10-18T03:23:04.280524] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:04.281217] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-10-18T03:23:04.281271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:04.281304] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:04.281331] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:04.281387] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:04.298807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:04.299331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:04.299411] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:04.299625] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:04.337491] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:04.337584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:04.337619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:04.337676] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:04.340814] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=37.79%) [2025-10-18T03:23:04.341069] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-10-18T03:23:04.341202] [INFO ] [sig ] BABA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:04.492108] [INFO ] [LOCAL ] Saved forecast: BABA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BABA.txt [2025-10-18T03:23:04.492314] [INFO ] [sig ] [164/2083] Completed BABA in 0.2s | 4.14 sym/s | Total: 39.6s | ETA: 7.7m [2025-10-18T03:23:04.492357] [INFO ] [sig ] [165/2083] Forecasting BAC... [2025-10-18T03:23:04.492386] [INFO ] [sig ] Generating forecast for: BAC [2025-10-18T03:23:04.492418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-10-18T03:23:04.503364] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAC'. [2025-10-18T03:23:04.503633] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-10-18T03:23:04.529161] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:04.529899] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-10-18T03:23:04.529957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:04.529990] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:04.530019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:04.530133] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:04.551992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:04.552956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:04.553073] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:04.553132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:04.590209] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:04.590296] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:04.590348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:04.590379] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:04.593501] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-10-18T03:23:04.593802] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-10-18T03:23:04.593947] [INFO ] [sig ] BAC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:04.736617] [INFO ] [LOCAL ] Saved forecast: BAC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BAC.txt [2025-10-18T03:23:04.736888] [INFO ] [sig ] [165/2083] Completed BAC in 0.2s | 4.14 sym/s | Total: 39.9s | ETA: 7.7m [2025-10-18T03:23:04.736950] [INFO ] [sig ] [166/2083] Forecasting BAH... [2025-10-18T03:23:04.736983] [INFO ] [sig ] Generating forecast for: BAH [2025-10-18T03:23:04.737031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-10-18T03:23:04.749797] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAH'. [2025-10-18T03:23:04.750174] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-10-18T03:23:04.780198] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:04.781186] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-10-18T03:23:04.781256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:04.781316] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:04.781349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:04.781425] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:04.802116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:04.802771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:04.802880] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:04.802946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:04.841097] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:04.841203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:04.841251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:04.841310] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:04.844791] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=45.63%) [2025-10-18T03:23:04.845063] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-10-18T03:23:04.845198] [INFO ] [sig ] BAH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:05.004713] [INFO ] [LOCAL ] Saved forecast: BAH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BAH.txt [2025-10-18T03:23:05.005001] [INFO ] [sig ] [166/2083] Completed BAH in 0.3s | 4.13 sym/s | Total: 40.2s | ETA: 7.7m [2025-10-18T03:23:05.005047] [INFO ] [sig ] [167/2083] Forecasting BAK... [2025-10-18T03:23:05.005081] [INFO ] [sig ] Generating forecast for: BAK [2025-10-18T03:23:05.005113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-10-18T03:23:05.015784] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAK'. [2025-10-18T03:23:05.016115] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-10-18T03:23:05.043862] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:05.044796] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-10-18T03:23:05.044855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:05.044890] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:05.044934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:05.044994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:05.064575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:05.065241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:05.065341] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:05.065385] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:05.106676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:05.106869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:05.106913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:05.106942] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:05.110866] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=78.94%) [2025-10-18T03:23:05.111294] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-10-18T03:23:05.111495] [INFO ] [sig ] BAK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:05.281377] [INFO ] [LOCAL ] Saved forecast: BAK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BAK.txt [2025-10-18T03:23:05.281625] [INFO ] [sig ] [167/2083] Completed BAK in 0.3s | 4.13 sym/s | Total: 40.4s | ETA: 7.7m [2025-10-18T03:23:05.281703] [INFO ] [sig ] [168/2083] Forecasting BALL... [2025-10-18T03:23:05.281745] [INFO ] [sig ] Generating forecast for: BALL [2025-10-18T03:23:05.281779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-10-18T03:23:05.291478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BALL'. [2025-10-18T03:23:05.291861] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-10-18T03:23:05.317585] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:05.318424] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-10-18T03:23:05.318482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:05.318515] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:05.318543] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:05.318600] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:05.335517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:05.336120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:05.336208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:05.336241] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:05.369725] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:05.369858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:05.369927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:05.369957] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:05.374798] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=48.60%) [2025-10-18T03:23:05.375092] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-10-18T03:23:05.375229] [INFO ] [sig ] BALL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:05.515916] [INFO ] [LOCAL ] Saved forecast: BALL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BALL.txt [2025-10-18T03:23:05.516150] [INFO ] [sig ] [168/2083] Completed BALL in 0.2s | 4.13 sym/s | Total: 40.7s | ETA: 7.7m [2025-10-18T03:23:05.516194] [INFO ] [sig ] [169/2083] Forecasting BAM... [2025-10-18T03:23:05.516225] [INFO ] [sig ] Generating forecast for: BAM [2025-10-18T03:23:05.516256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-10-18T03:23:05.527215] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAM'. [2025-10-18T03:23:05.527603] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-10-18T03:23:05.554119] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:05.554942] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-10-18T03:23:05.554999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:05.555033] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:05.555060] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:05.555117] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:05.572290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:05.572874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:05.572977] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:05.573032] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:05.606177] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:05.606259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:05.606294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:05.606323] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:05.609384] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=10.39%) [2025-10-18T03:23:05.609636] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-10-18T03:23:05.609804] [INFO ] [sig ] BAM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:05.748207] [INFO ] [LOCAL ] Saved forecast: BAM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BAM.txt [2025-10-18T03:23:05.748421] [INFO ] [sig ] [169/2083] Completed BAM in 0.2s | 4.13 sym/s | Total: 40.9s | ETA: 7.7m [2025-10-18T03:23:05.748462] [INFO ] [sig ] [170/2083] Forecasting BAP... [2025-10-18T03:23:05.748492] [INFO ] [sig ] Generating forecast for: BAP [2025-10-18T03:23:05.748523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-10-18T03:23:05.758240] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAP'. [2025-10-18T03:23:05.758505] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-10-18T03:23:05.783566] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:05.784278] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-10-18T03:23:05.784334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:05.784370] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:05.784397] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:05.784455] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:05.801379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:05.801945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:05.802026] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:05.802059] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:05.836181] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:05.836278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:05.836314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:05.836347] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:05.839518] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=88.91%) [2025-10-18T03:23:05.839820] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-10-18T03:23:05.839959] [INFO ] [sig ] BAP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:05.979174] [INFO ] [LOCAL ] Saved forecast: BAP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BAP.txt [2025-10-18T03:23:05.979401] [INFO ] [sig ] [170/2083] Completed BAP in 0.2s | 4.13 sym/s | Total: 41.1s | ETA: 7.7m [2025-10-18T03:23:05.979444] [INFO ] [sig ] [171/2083] Forecasting BARK... [2025-10-18T03:23:05.979475] [INFO ] [sig ] Generating forecast for: BARK [2025-10-18T03:23:05.979506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'. [2025-10-18T03:23:05.989541] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BARK'. [2025-10-18T03:23:05.989856] [INFO ] [FORECASTER] Starting predict_future for BARK [2025-10-18T03:23:06.015449] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:06.016165] [DEBUG] [LOCAL ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt [2025-10-18T03:23:06.016220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:06.016253] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:06.016280] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:06.016343] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:06.033614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:06.034226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:06.034313] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:06.034348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:06.068279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:06.068355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:06.068390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:06.068417] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:06.071479] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: DOWN (p=22.56%) [2025-10-18T03:23:06.071773] [INFO ] [FORECASTER] Completed predict_future for BARK [2025-10-18T03:23:06.071912] [INFO ] [sig ] BARK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:06.210311] [INFO ] [LOCAL ] Saved forecast: BARK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BARK.txt [2025-10-18T03:23:06.210558] [INFO ] [sig ] [171/2083] Completed BARK in 0.2s | 4.13 sym/s | Total: 41.4s | ETA: 7.7m [2025-10-18T03:23:06.210605] [INFO ] [sig ] [172/2083] Forecasting BAX... [2025-10-18T03:23:06.210636] [INFO ] [sig ] Generating forecast for: BAX [2025-10-18T03:23:06.210717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'. [2025-10-18T03:23:06.219893] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAX'. [2025-10-18T03:23:06.220214] [INFO ] [FORECASTER] Starting predict_future for BAX [2025-10-18T03:23:06.246052] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:06.246801] [DEBUG] [LOCAL ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt [2025-10-18T03:23:06.246857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:06.246889] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:06.246916] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:06.246973] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:06.263924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:06.264515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:06.264596] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:06.264629] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:06.301066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:06.301154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:06.301204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:06.301233] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:06.304372] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=2.88%) [2025-10-18T03:23:06.304625] [INFO ] [FORECASTER] Completed predict_future for BAX [2025-10-18T03:23:06.304790] [INFO ] [sig ] BAX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:06.443432] [INFO ] [LOCAL ] Saved forecast: BAX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BAX.txt [2025-10-18T03:23:06.443665] [INFO ] [sig ] [172/2083] Completed BAX in 0.2s | 4.13 sym/s | Total: 41.6s | ETA: 7.7m [2025-10-18T03:23:06.443726] [INFO ] [sig ] [173/2083] Forecasting BB... [2025-10-18T03:23:06.443759] [INFO ] [sig ] Generating forecast for: BB [2025-10-18T03:23:06.443791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-10-18T03:23:06.453321] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BB'. [2025-10-18T03:23:06.453581] [INFO ] [FORECASTER] Starting predict_future for BB [2025-10-18T03:23:06.478406] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:06.479118] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-10-18T03:23:06.479172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:06.479205] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:06.479232] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:06.479288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:06.496349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:06.497006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:06.497086] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:06.497119] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:06.533487] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:06.533587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:06.533625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:06.533688] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:06.536973] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-10-18T03:23:06.537250] [INFO ] [FORECASTER] Completed predict_future for BB [2025-10-18T03:23:06.537386] [INFO ] [sig ] BB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:06.676466] [INFO ] [LOCAL ] Saved forecast: BB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BB.txt [2025-10-18T03:23:06.676688] [INFO ] [sig ] [173/2083] Completed BB in 0.2s | 4.14 sym/s | Total: 41.8s | ETA: 7.7m [2025-10-18T03:23:06.676748] [INFO ] [sig ] [174/2083] Forecasting BBAI... [2025-10-18T03:23:06.676782] [INFO ] [sig ] Generating forecast for: BBAI [2025-10-18T03:23:06.676814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-10-18T03:23:06.686263] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBAI'. [2025-10-18T03:23:06.686530] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-10-18T03:23:06.711422] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:06.712141] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-10-18T03:23:06.712196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:06.712229] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:06.712257] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:06.712327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:06.729109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:06.729633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:06.729740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:06.729775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:06.766831] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:06.766927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:06.766963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:06.766991] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:06.770161] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=26.44%) [2025-10-18T03:23:06.770420] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-10-18T03:23:06.770549] [INFO ] [sig ] BBAI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:06.908877] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BBAI.txt [2025-10-18T03:23:06.909078] [INFO ] [sig ] [174/2083] Completed BBAI in 0.2s | 4.14 sym/s | Total: 42.1s | ETA: 7.7m [2025-10-18T03:23:06.909120] [INFO ] [sig ] [175/2083] Forecasting BBAR... [2025-10-18T03:23:06.909151] [INFO ] [sig ] Generating forecast for: BBAR [2025-10-18T03:23:06.909181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'. [2025-10-18T03:23:06.918521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBAR'. [2025-10-18T03:23:06.918836] [INFO ] [FORECASTER] Starting predict_future for BBAR [2025-10-18T03:23:06.943782] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:06.944463] [DEBUG] [LOCAL ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt [2025-10-18T03:23:06.944517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:06.944550] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:06.944577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:06.944635] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:06.961625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:06.962202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:06.962283] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:06.962316] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:06.998892] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:06.998976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:06.999011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:06.999039] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:07.002069] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: DOWN (p=7.99%) [2025-10-18T03:23:07.002326] [INFO ] [FORECASTER] Completed predict_future for BBAR [2025-10-18T03:23:07.002453] [INFO ] [sig ] BBAR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:07.142344] [INFO ] [LOCAL ] Saved forecast: BBAR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BBAR.txt [2025-10-18T03:23:07.142638] [INFO ] [sig ] [175/2083] Completed BBAR in 0.2s | 4.14 sym/s | Total: 42.3s | ETA: 7.7m [2025-10-18T03:23:07.142721] [INFO ] [sig ] [176/2083] Forecasting BBD... [2025-10-18T03:23:07.142757] [INFO ] [sig ] Generating forecast for: BBD [2025-10-18T03:23:07.142790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-10-18T03:23:07.152403] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBD'. [2025-10-18T03:23:07.152702] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-10-18T03:23:07.178446] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:07.179570] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-10-18T03:23:07.179639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:07.179735] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:07.179789] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:07.179873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:07.210745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:07.211891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:07.211984] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:07.212018] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:07.252994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:07.253182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:07.253228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:07.253259] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:07.257027] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=60.24%) [2025-10-18T03:23:07.257316] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-10-18T03:23:07.257459] [INFO ] [sig ] BBD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:07.399515] [INFO ] [LOCAL ] Saved forecast: BBD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BBD.txt [2025-10-18T03:23:07.399797] [INFO ] [sig ] [176/2083] Completed BBD in 0.3s | 4.14 sym/s | Total: 42.6s | ETA: 7.7m [2025-10-18T03:23:07.399859] [INFO ] [sig ] [177/2083] Forecasting BBDC... [2025-10-18T03:23:07.399893] [INFO ] [sig ] Generating forecast for: BBDC [2025-10-18T03:23:07.399926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'. [2025-10-18T03:23:07.409171] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBDC'. [2025-10-18T03:23:07.409452] [INFO ] [FORECASTER] Starting predict_future for BBDC [2025-10-18T03:23:07.434954] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:07.435660] [DEBUG] [LOCAL ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt [2025-10-18T03:23:07.435722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:07.435756] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:07.435783] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:07.435841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:07.454270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:07.455133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:07.455228] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:07.455271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:07.488492] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:07.488627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:07.488701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:07.488742] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:07.492047] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=29.69%) [2025-10-18T03:23:07.492328] [INFO ] [FORECASTER] Completed predict_future for BBDC [2025-10-18T03:23:07.492465] [INFO ] [sig ] BBDC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:07.630393] [INFO ] [LOCAL ] Saved forecast: BBDC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BBDC.txt [2025-10-18T03:23:07.631333] [INFO ] [sig ] [177/2083] Completed BBDC in 0.2s | 4.14 sym/s | Total: 42.8s | ETA: 7.7m [2025-10-18T03:23:07.631391] [INFO ] [sig ] [178/2083] Forecasting BBDO... [2025-10-18T03:23:07.631424] [INFO ] [sig ] Generating forecast for: BBDO [2025-10-18T03:23:07.631456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-10-18T03:23:07.641577] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBDO'. [2025-10-18T03:23:07.641939] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-10-18T03:23:07.667767] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:07.668460] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-10-18T03:23:07.668515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:07.668549] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:07.668626] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:07.668737] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:07.687073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:07.687701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:07.687818] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:07.687864] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:07.723077] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:07.723250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:07.723293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:07.723323] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:07.726953] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=34.88%) [2025-10-18T03:23:07.727232] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-10-18T03:23:07.727372] [INFO ] [sig ] BBDO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:07.864481] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BBDO.txt [2025-10-18T03:23:07.864862] [INFO ] [sig ] [178/2083] Completed BBDO in 0.2s | 4.14 sym/s | Total: 43.0s | ETA: 7.7m [2025-10-18T03:23:07.864923] [INFO ] [sig ] [179/2083] Forecasting BBN... [2025-10-18T03:23:07.864956] [INFO ] [sig ] Generating forecast for: BBN [2025-10-18T03:23:07.864988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-10-18T03:23:07.874391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBN'. [2025-10-18T03:23:07.874691] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-10-18T03:23:07.899664] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:07.900366] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-10-18T03:23:07.900426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:07.900460] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:07.900487] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:07.900544] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:07.917713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:07.918277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:07.918362] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:07.918395] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:07.953552] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:07.953624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:07.953707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:07.953749] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:07.956759] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=77.27%) [2025-10-18T03:23:07.957016] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-10-18T03:23:07.957157] [INFO ] [sig ] BBN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:08.095417] [INFO ] [LOCAL ] Saved forecast: BBN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BBN.txt [2025-10-18T03:23:08.095631] [INFO ] [sig ] [179/2083] Completed BBN in 0.2s | 4.14 sym/s | Total: 43.3s | ETA: 7.7m [2025-10-18T03:23:08.095707] [INFO ] [sig ] [180/2083] Forecasting BBU... [2025-10-18T03:23:08.095747] [INFO ] [sig ] Generating forecast for: BBU [2025-10-18T03:23:08.095778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'. [2025-10-18T03:23:08.104103] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBU'. [2025-10-18T03:23:08.104376] [INFO ] [FORECASTER] Starting predict_future for BBU [2025-10-18T03:23:08.129517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:08.130224] [DEBUG] [LOCAL ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt [2025-10-18T03:23:08.130280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:08.130313] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:08.130340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:08.130399] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:08.147171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:08.147752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:08.147842] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:08.147876] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:08.181466] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:08.181542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:08.181577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:08.181605] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:08.184709] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: UP (p=87.57%) [2025-10-18T03:23:08.184968] [INFO ] [FORECASTER] Completed predict_future for BBU [2025-10-18T03:23:08.185098] [INFO ] [sig ] BBU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:08.365456] [INFO ] [LOCAL ] Saved forecast: BBU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BBU.txt [2025-10-18T03:23:08.365743] [INFO ] [sig ] [180/2083] Completed BBU in 0.3s | 4.14 sym/s | Total: 43.5s | ETA: 7.7m [2025-10-18T03:23:08.365807] [INFO ] [sig ] [181/2083] Forecasting BBUC... [2025-10-18T03:23:08.365844] [INFO ] [sig ] Generating forecast for: BBUC [2025-10-18T03:23:08.365878] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-10-18T03:23:08.375478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBUC'. [2025-10-18T03:23:08.375770] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-10-18T03:23:08.401931] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:08.402780] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-10-18T03:23:08.402838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:08.402873] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:08.402903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:08.402978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:08.421219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:08.421815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:08.421896] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:08.421930] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:08.457214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:08.457704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:08.457776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:08.457820] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:08.461154] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=10.12%) [2025-10-18T03:23:08.461403] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-10-18T03:23:08.461530] [INFO ] [sig ] BBUC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:08.599767] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BBUC.txt [2025-10-18T03:23:08.599949] [INFO ] [sig ] [181/2083] Completed BBUC in 0.2s | 4.14 sym/s | Total: 43.8s | ETA: 7.7m [2025-10-18T03:23:08.599991] [INFO ] [sig ] [182/2083] Forecasting BBVA... [2025-10-18T03:23:08.600021] [INFO ] [sig ] Generating forecast for: BBVA [2025-10-18T03:23:08.600051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-10-18T03:23:08.609290] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBVA'. [2025-10-18T03:23:08.609575] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-10-18T03:23:08.634531] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:08.635255] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-10-18T03:23:08.635309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:08.635342] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:08.635371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:08.635430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:08.652603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:08.653160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:08.653238] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:08.653271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:08.690064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:08.690137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:08.690172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:08.690200] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:08.693176] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=72.38%) [2025-10-18T03:23:08.693429] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-10-18T03:23:08.693557] [INFO ] [sig ] BBVA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:08.830829] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BBVA.txt [2025-10-18T03:23:08.831018] [INFO ] [sig ] [182/2083] Completed BBVA in 0.2s | 4.14 sym/s | Total: 44.0s | ETA: 7.7m [2025-10-18T03:23:08.831059] [INFO ] [sig ] [183/2083] Forecasting BBW... [2025-10-18T03:23:08.831089] [INFO ] [sig ] Generating forecast for: BBW [2025-10-18T03:23:08.831119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'. [2025-10-18T03:23:08.840328] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBW'. [2025-10-18T03:23:08.840616] [INFO ] [FORECASTER] Starting predict_future for BBW [2025-10-18T03:23:08.865511] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:08.866214] [DEBUG] [LOCAL ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt [2025-10-18T03:23:08.866269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:08.866303] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:08.866332] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:08.866388] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:08.883488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:08.884050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:08.884128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:08.884163] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:08.919519] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:08.919600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:08.919635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:08.919705] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:08.922781] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: UP (p=65.10%) [2025-10-18T03:23:08.923035] [INFO ] [FORECASTER] Completed predict_future for BBW [2025-10-18T03:23:08.923161] [INFO ] [sig ] BBW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:09.061229] [INFO ] [LOCAL ] Saved forecast: BBW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BBW.txt [2025-10-18T03:23:09.061409] [INFO ] [sig ] [183/2083] Completed BBW in 0.2s | 4.14 sym/s | Total: 44.2s | ETA: 7.7m [2025-10-18T03:23:09.061454] [INFO ] [sig ] [184/2083] Forecasting BBY... [2025-10-18T03:23:09.061484] [INFO ] [sig ] Generating forecast for: BBY [2025-10-18T03:23:09.061514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-10-18T03:23:09.070602] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBY'. [2025-10-18T03:23:09.070891] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-10-18T03:23:09.095812] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:09.096484] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-10-18T03:23:09.096539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:09.096572] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:09.096599] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:09.096676] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:09.113933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:09.114460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:09.114537] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:09.114570] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:09.148177] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:09.148258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:09.148293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:09.148322] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:09.151392] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=34.60%) [2025-10-18T03:23:09.151664] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-10-18T03:23:09.151805] [INFO ] [sig ] BBY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:09.290892] [INFO ] [LOCAL ] Saved forecast: BBY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BBY.txt [2025-10-18T03:23:09.291155] [INFO ] [sig ] [184/2083] Completed BBY in 0.2s | 4.14 sym/s | Total: 44.4s | ETA: 7.6m [2025-10-18T03:23:09.291199] [INFO ] [sig ] [185/2083] Forecasting BC... [2025-10-18T03:23:09.291229] [INFO ] [sig ] Generating forecast for: BC [2025-10-18T03:23:09.291261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-10-18T03:23:09.299730] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BC'. [2025-10-18T03:23:09.300047] [INFO ] [FORECASTER] Starting predict_future for BC [2025-10-18T03:23:09.325547] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:09.326334] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-10-18T03:23:09.326389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:09.326423] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:09.326451] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:09.326509] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:09.343527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:09.344093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:09.344174] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:09.344207] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:09.382322] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:09.382531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:09.382585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:09.382617] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:09.386393] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=2.29%) [2025-10-18T03:23:09.386750] [INFO ] [FORECASTER] Completed predict_future for BC [2025-10-18T03:23:09.386898] [INFO ] [sig ] BC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:09.525897] [INFO ] [LOCAL ] Saved forecast: BC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BC.txt [2025-10-18T03:23:09.526107] [INFO ] [sig ] [185/2083] Completed BC in 0.2s | 4.14 sym/s | Total: 44.7s | ETA: 7.6m [2025-10-18T03:23:09.526148] [INFO ] [sig ] [186/2083] Forecasting BCAT... [2025-10-18T03:23:09.526179] [INFO ] [sig ] Generating forecast for: BCAT [2025-10-18T03:23:09.526210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCAT' from 'https://tdm.silogroup.org/data/derivative_storage/BCAT.csv'. [2025-10-18T03:23:09.535867] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCAT'. [2025-10-18T03:23:09.536142] [INFO ] [FORECASTER] Starting predict_future for BCAT [2025-10-18T03:23:09.561319] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:09.562037] [DEBUG] [LOCAL ] No optimal features file found for BCAT: ./output/feature-sets/BCAT.txt [2025-10-18T03:23:09.562090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:09.562123] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:09.562149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:09.562206] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:09.579060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:09.579577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:09.579678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:09.579731] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:09.613144] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:09.613224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:09.613259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:09.613304] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:09.616382] [DEBUG] [FORECASTER] BCAT: Forecast T+1@11:T+2@11: UP (p=68.98%) [2025-10-18T03:23:09.616636] [INFO ] [FORECASTER] Completed predict_future for BCAT [2025-10-18T03:23:09.616800] [INFO ] [sig ] BCAT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:09.755963] [INFO ] [LOCAL ] Saved forecast: BCAT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BCAT.txt [2025-10-18T03:23:09.756153] [INFO ] [sig ] [186/2083] Completed BCAT in 0.2s | 4.14 sym/s | Total: 44.9s | ETA: 7.6m [2025-10-18T03:23:09.756193] [INFO ] [sig ] [187/2083] Forecasting BCE... [2025-10-18T03:23:09.756222] [INFO ] [sig ] Generating forecast for: BCE [2025-10-18T03:23:09.756254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-10-18T03:23:09.766056] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCE'. [2025-10-18T03:23:09.766331] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-10-18T03:23:09.791148] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:09.791859] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-10-18T03:23:09.791914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:09.791947] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:09.791975] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:09.792031] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:09.809193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:09.809757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:09.809835] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:09.809870] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:09.844903] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:09.844986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:09.845021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:09.845049] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:09.848076] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=63.97%) [2025-10-18T03:23:09.848328] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-10-18T03:23:09.848453] [INFO ] [sig ] BCE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:09.986485] [INFO ] [LOCAL ] Saved forecast: BCE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BCE.txt [2025-10-18T03:23:09.986698] [INFO ] [sig ] [187/2083] Completed BCE in 0.2s | 4.14 sym/s | Total: 45.1s | ETA: 7.6m [2025-10-18T03:23:09.986758] [INFO ] [sig ] [188/2083] Forecasting BCH... [2025-10-18T03:23:09.986790] [INFO ] [sig ] Generating forecast for: BCH [2025-10-18T03:23:09.986822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'. [2025-10-18T03:23:09.995333] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCH'. [2025-10-18T03:23:09.995626] [INFO ] [FORECASTER] Starting predict_future for BCH [2025-10-18T03:23:10.020572] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:10.021284] [DEBUG] [LOCAL ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt [2025-10-18T03:23:10.021337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:10.021371] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:10.021399] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:10.021455] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:10.038605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:10.039173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:10.039252] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:10.039287] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:10.068130] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:10.068414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:10.068461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:10.068492] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:10.072435] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=65.68%) [2025-10-18T03:23:10.072772] [INFO ] [FORECASTER] Completed predict_future for BCH [2025-10-18T03:23:10.072932] [INFO ] [sig ] BCH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:10.209915] [INFO ] [LOCAL ] Saved forecast: BCH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BCH.txt [2025-10-18T03:23:10.210174] [INFO ] [sig ] [188/2083] Completed BCH in 0.2s | 4.14 sym/s | Total: 45.4s | ETA: 7.6m [2025-10-18T03:23:10.210216] [INFO ] [sig ] [189/2083] Forecasting BCS... [2025-10-18T03:23:10.210245] [INFO ] [sig ] Generating forecast for: BCS [2025-10-18T03:23:10.210276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-10-18T03:23:10.220253] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCS'. [2025-10-18T03:23:10.220554] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-10-18T03:23:10.245582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:10.246277] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-10-18T03:23:10.246331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:10.246364] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:10.246391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:10.246447] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:10.266657] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:10.267398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:10.267491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:10.267545] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:10.300808] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:10.300897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:10.300945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:10.300976] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:10.304053] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=79.70%) [2025-10-18T03:23:10.304305] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-10-18T03:23:10.304437] [INFO ] [sig ] BCS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:10.443556] [INFO ] [LOCAL ] Saved forecast: BCS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BCS.txt [2025-10-18T03:23:10.443836] [INFO ] [sig ] [189/2083] Completed BCS in 0.2s | 4.14 sym/s | Total: 45.6s | ETA: 7.6m [2025-10-18T03:23:10.443897] [INFO ] [sig ] [190/2083] Forecasting BCSF... [2025-10-18T03:23:10.443931] [INFO ] [sig ] Generating forecast for: BCSF [2025-10-18T03:23:10.443964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-10-18T03:23:10.454092] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCSF'. [2025-10-18T03:23:10.454392] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-10-18T03:23:10.480026] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:10.480761] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-10-18T03:23:10.480817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:10.480858] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:10.480887] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:10.480944] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:10.498145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:10.498763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:10.498844] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:10.498877] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:10.535596] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:10.535781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:10.535830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:10.535860] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:10.539333] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=59.74%) [2025-10-18T03:23:10.539624] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-10-18T03:23:10.539799] [INFO ] [sig ] BCSF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:10.685794] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BCSF.txt [2025-10-18T03:23:10.686086] [INFO ] [sig ] [190/2083] Completed BCSF in 0.2s | 4.14 sym/s | Total: 45.8s | ETA: 7.6m [2025-10-18T03:23:10.686134] [INFO ] [sig ] [191/2083] Forecasting BCX... [2025-10-18T03:23:10.686167] [INFO ] [sig ] Generating forecast for: BCX [2025-10-18T03:23:10.686201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'. [2025-10-18T03:23:10.695441] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCX'. [2025-10-18T03:23:10.695827] [INFO ] [FORECASTER] Starting predict_future for BCX [2025-10-18T03:23:10.724087] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:10.725060] [DEBUG] [LOCAL ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt [2025-10-18T03:23:10.725121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:10.725210] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:10.725249] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:10.725310] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:10.746458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:10.747497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:10.747593] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:10.747629] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:10.789459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:10.789699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:10.789778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:10.789844] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:10.794280] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=87.41%) [2025-10-18T03:23:10.794689] [INFO ] [FORECASTER] Completed predict_future for BCX [2025-10-18T03:23:10.794852] [INFO ] [sig ] BCX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:10.960946] [INFO ] [LOCAL ] Saved forecast: BCX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BCX.txt [2025-10-18T03:23:10.961241] [INFO ] [sig ] [191/2083] Completed BCX in 0.3s | 4.14 sym/s | Total: 46.1s | ETA: 7.6m [2025-10-18T03:23:10.961292] [INFO ] [sig ] [192/2083] Forecasting BDC... [2025-10-18T03:23:10.961324] [INFO ] [sig ] Generating forecast for: BDC [2025-10-18T03:23:10.961356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'. [2025-10-18T03:23:10.974739] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BDC'. [2025-10-18T03:23:10.975339] [INFO ] [FORECASTER] Starting predict_future for BDC [2025-10-18T03:23:11.012997] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:11.014299] [DEBUG] [LOCAL ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt [2025-10-18T03:23:11.014386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:11.014443] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:11.014494] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:11.014592] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:11.043367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:11.044589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:11.044752] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:11.044818] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:11.095049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:11.095253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:11.095309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:11.095349] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:11.100311] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=51.25%) [2025-10-18T03:23:11.100818] [INFO ] [FORECASTER] Completed predict_future for BDC [2025-10-18T03:23:11.101052] [INFO ] [sig ] BDC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:11.341511] [INFO ] [LOCAL ] Saved forecast: BDC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BDC.txt [2025-10-18T03:23:11.341916] [INFO ] [sig ] [192/2083] Completed BDC in 0.4s | 4.13 sym/s | Total: 46.5s | ETA: 7.6m [2025-10-18T03:23:11.341989] [INFO ] [sig ] [193/2083] Forecasting BDJ... [2025-10-18T03:23:11.342026] [INFO ] [sig ] Generating forecast for: BDJ [2025-10-18T03:23:11.342061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'. [2025-10-18T03:23:11.355067] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BDJ'. [2025-10-18T03:23:11.355621] [INFO ] [FORECASTER] Starting predict_future for BDJ [2025-10-18T03:23:11.395503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:11.396770] [DEBUG] [LOCAL ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt [2025-10-18T03:23:11.396855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:11.396903] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:11.396944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:11.397030] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:11.421290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:11.422472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:11.422600] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:11.422694] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:11.467942] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:11.468128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:11.468171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:11.468220] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:11.472744] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=93.19%) [2025-10-18T03:23:11.473255] [INFO ] [FORECASTER] Completed predict_future for BDJ [2025-10-18T03:23:11.473461] [INFO ] [sig ] BDJ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:11.651638] [INFO ] [LOCAL ] Saved forecast: BDJ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BDJ.txt [2025-10-18T03:23:11.651938] [INFO ] [sig ] [193/2083] Completed BDJ in 0.3s | 4.12 sym/s | Total: 46.8s | ETA: 7.6m [2025-10-18T03:23:11.651984] [INFO ] [sig ] [194/2083] Forecasting BDX... [2025-10-18T03:23:11.652015] [INFO ] [sig ] Generating forecast for: BDX [2025-10-18T03:23:11.652047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-10-18T03:23:11.662706] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BDX'. [2025-10-18T03:23:11.663009] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-10-18T03:23:11.690542] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:11.691374] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-10-18T03:23:11.691432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:11.691467] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:11.691496] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:11.691555] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:11.708988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:11.709629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:11.709754] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:11.709803] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:11.744424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:11.744569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:11.744609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:11.744639] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:11.748079] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=72.00%) [2025-10-18T03:23:11.748350] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-10-18T03:23:11.748486] [INFO ] [sig ] BDX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:11.899979] [INFO ] [LOCAL ] Saved forecast: BDX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BDX.txt [2025-10-18T03:23:11.900225] [INFO ] [sig ] [194/2083] Completed BDX in 0.2s | 4.12 sym/s | Total: 47.1s | ETA: 7.6m [2025-10-18T03:23:11.900288] [INFO ] [sig ] [195/2083] Forecasting BE... [2025-10-18T03:23:11.900323] [INFO ] [sig ] Generating forecast for: BE [2025-10-18T03:23:11.900357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-10-18T03:23:11.910505] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BE'. [2025-10-18T03:23:11.910834] [INFO ] [FORECASTER] Starting predict_future for BE [2025-10-18T03:23:11.936591] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:11.937345] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-10-18T03:23:11.937406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:11.937441] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:11.937471] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:11.937533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:11.954797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:11.955362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:11.955458] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:11.955498] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:11.995321] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:11.995478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:11.995518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:11.995548] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:11.999049] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=9.92%) [2025-10-18T03:23:11.999324] [INFO ] [FORECASTER] Completed predict_future for BE [2025-10-18T03:23:11.999464] [INFO ] [sig ] BE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:12.143036] [INFO ] [LOCAL ] Saved forecast: BE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BE.txt [2025-10-18T03:23:12.143249] [INFO ] [sig ] [195/2083] Completed BE in 0.2s | 4.12 sym/s | Total: 47.3s | ETA: 7.6m [2025-10-18T03:23:12.143290] [INFO ] [sig ] [196/2083] Forecasting BEKE... [2025-10-18T03:23:12.143320] [INFO ] [sig ] Generating forecast for: BEKE [2025-10-18T03:23:12.143351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-10-18T03:23:12.153200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEKE'. [2025-10-18T03:23:12.153474] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-10-18T03:23:12.179584] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:12.180478] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-10-18T03:23:12.180541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:12.180576] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:12.180605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:12.180686] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:12.198541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:12.199137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:12.199221] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:12.199257] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:12.237282] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:12.237403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:12.237443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:12.237476] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:12.240987] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=21.38%) [2025-10-18T03:23:12.241266] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-10-18T03:23:12.241410] [INFO ] [sig ] BEKE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:12.386625] [INFO ] [LOCAL ] Saved forecast: BEKE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BEKE.txt [2025-10-18T03:23:12.386896] [INFO ] [sig ] [196/2083] Completed BEKE in 0.2s | 4.12 sym/s | Total: 47.5s | ETA: 7.6m [2025-10-18T03:23:12.386942] [INFO ] [sig ] [197/2083] Forecasting BEN... [2025-10-18T03:23:12.386972] [INFO ] [sig ] Generating forecast for: BEN [2025-10-18T03:23:12.387004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-10-18T03:23:12.396360] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEN'. [2025-10-18T03:23:12.396637] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-10-18T03:23:12.422291] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:12.423077] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-10-18T03:23:12.423132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:12.423165] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:12.423194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:12.423251] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:12.440628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:12.441360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:12.441442] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:12.441478] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:12.482274] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:12.482398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:12.482439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:12.482469] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:12.485876] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=6.94%) [2025-10-18T03:23:12.486147] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-10-18T03:23:12.486321] [INFO ] [sig ] BEN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:12.629678] [INFO ] [LOCAL ] Saved forecast: BEN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BEN.txt [2025-10-18T03:23:12.629911] [INFO ] [sig ] [197/2083] Completed BEN in 0.2s | 4.12 sym/s | Total: 47.8s | ETA: 7.6m [2025-10-18T03:23:12.629956] [INFO ] [sig ] [198/2083] Forecasting BEP... [2025-10-18T03:23:12.629989] [INFO ] [sig ] Generating forecast for: BEP [2025-10-18T03:23:12.630021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'. [2025-10-18T03:23:12.638570] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEP'. [2025-10-18T03:23:12.638886] [INFO ] [FORECASTER] Starting predict_future for BEP [2025-10-18T03:23:12.665139] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:12.665922] [DEBUG] [LOCAL ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt [2025-10-18T03:23:12.665978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:12.666011] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:12.666040] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:12.666098] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:12.684086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:12.684714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:12.684802] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:12.684838] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:12.724807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:12.724922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:12.724960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:12.724991] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:12.728361] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=92.81%) [2025-10-18T03:23:12.728697] [INFO ] [FORECASTER] Completed predict_future for BEP [2025-10-18T03:23:12.728845] [INFO ] [sig ] BEP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:12.875591] [INFO ] [LOCAL ] Saved forecast: BEP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BEP.txt [2025-10-18T03:23:12.875842] [INFO ] [sig ] [198/2083] Completed BEP in 0.2s | 4.12 sym/s | Total: 48.0s | ETA: 7.6m [2025-10-18T03:23:12.875903] [INFO ] [sig ] [199/2083] Forecasting BEPC... [2025-10-18T03:23:12.875936] [INFO ] [sig ] Generating forecast for: BEPC [2025-10-18T03:23:12.875968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPC' from 'https://tdm.silogroup.org/data/derivative_storage/BEPC.csv'. [2025-10-18T03:23:12.885785] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEPC'. [2025-10-18T03:23:12.886085] [INFO ] [FORECASTER] Starting predict_future for BEPC [2025-10-18T03:23:12.912158] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:12.912907] [DEBUG] [LOCAL ] No optimal features file found for BEPC: ./output/feature-sets/BEPC.txt [2025-10-18T03:23:12.912963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:12.912997] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:12.913025] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:12.913083] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:12.930693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:12.931239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:12.931320] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:12.931355] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:12.973462] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:12.973591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:12.973630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:12.973699] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:12.977623] [DEBUG] [FORECASTER] BEPC: Forecast T+1@11:T+2@11: DOWN (p=41.63%) [2025-10-18T03:23:12.977957] [INFO ] [FORECASTER] Completed predict_future for BEPC [2025-10-18T03:23:12.978143] [INFO ] [sig ] BEPC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:13.122385] [INFO ] [LOCAL ] Saved forecast: BEPC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BEPC.txt [2025-10-18T03:23:13.122618] [INFO ] [sig ] [199/2083] Completed BEPC in 0.2s | 4.12 sym/s | Total: 48.3s | ETA: 7.6m [2025-10-18T03:23:13.122690] [INFO ] [sig ] [200/2083] Forecasting BEPH... [2025-10-18T03:23:13.122736] [INFO ] [sig ] Generating forecast for: BEPH [2025-10-18T03:23:13.122768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-10-18T03:23:13.132409] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEPH'. [2025-10-18T03:23:13.132725] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-10-18T03:23:13.158630] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:13.159414] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-10-18T03:23:13.159483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:13.159525] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:13.159561] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:13.159626] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:13.177705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:13.178337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:13.178425] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:13.178459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:13.214554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:13.214687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:13.214740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:13.214771] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:13.218025] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=53.12%) [2025-10-18T03:23:13.218294] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-10-18T03:23:13.218434] [INFO ] [sig ] BEPH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:13.363335] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BEPH.txt [2025-10-18T03:23:13.363682] [INFO ] [sig ] [200/2083] Completed BEPH in 0.2s | 4.12 sym/s | Total: 48.5s | ETA: 7.6m [2025-10-18T03:23:13.363745] [INFO ] [sig ] [201/2083] Forecasting BEPI... [2025-10-18T03:23:13.363778] [INFO ] [sig ] Generating forecast for: BEPI [2025-10-18T03:23:13.363867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-10-18T03:23:13.373508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEPI'. [2025-10-18T03:23:13.373807] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-10-18T03:23:13.399227] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:13.399995] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-10-18T03:23:13.400050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:13.400084] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:13.400112] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:13.400170] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:13.418083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:13.418712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:13.418797] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:13.418831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:13.453130] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:13.453215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:13.453252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:13.453280] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:13.456301] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=92.81%) [2025-10-18T03:23:13.456558] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-10-18T03:23:13.456721] [INFO ] [sig ] BEPI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:13.598461] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BEPI.txt [2025-10-18T03:23:13.598732] [INFO ] [sig ] [201/2083] Completed BEPI in 0.2s | 4.12 sym/s | Total: 48.8s | ETA: 7.6m [2025-10-18T03:23:13.598792] [INFO ] [sig ] [202/2083] Forecasting BEPJ... [2025-10-18T03:23:13.598824] [INFO ] [sig ] Generating forecast for: BEPJ [2025-10-18T03:23:13.598855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'. [2025-10-18T03:23:13.607951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEPJ'. [2025-10-18T03:23:13.608234] [INFO ] [FORECASTER] Starting predict_future for BEPJ [2025-10-18T03:23:13.634000] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:13.634739] [DEBUG] [LOCAL ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt [2025-10-18T03:23:13.634794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:13.634826] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:13.634853] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:13.634910] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:13.652853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:13.653412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:13.653504] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:13.653546] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:13.687083] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:13.687180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:13.687215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:13.687242] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:13.690620] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: DOWN (p=36.12%) [2025-10-18T03:23:13.690912] [INFO ] [FORECASTER] Completed predict_future for BEPJ [2025-10-18T03:23:13.691050] [INFO ] [sig ] BEPJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:13.834383] [INFO ] [LOCAL ] Saved forecast: BEPJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BEPJ.txt [2025-10-18T03:23:13.834615] [INFO ] [sig ] [202/2083] Completed BEPJ in 0.2s | 4.12 sym/s | Total: 49.0s | ETA: 7.6m [2025-10-18T03:23:13.834686] [INFO ] [sig ] [203/2083] Forecasting BFH... [2025-10-18T03:23:13.834732] [INFO ] [sig ] Generating forecast for: BFH [2025-10-18T03:23:13.834766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-10-18T03:23:13.844699] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFH'. [2025-10-18T03:23:13.844993] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-10-18T03:23:13.870233] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:13.870971] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-10-18T03:23:13.871025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:13.871058] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:13.871086] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:13.871142] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:13.888399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:13.889015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:13.889097] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:13.889130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:13.920299] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:13.920461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:13.920513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:13.920553] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:13.924907] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=5.87%) [2025-10-18T03:23:13.925180] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-10-18T03:23:13.925306] [INFO ] [sig ] BFH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:14.087276] [INFO ] [LOCAL ] Saved forecast: BFH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BFH.txt [2025-10-18T03:23:14.087536] [INFO ] [sig ] [203/2083] Completed BFH in 0.3s | 4.12 sym/s | Total: 49.2s | ETA: 7.6m [2025-10-18T03:23:14.087579] [INFO ] [sig ] [204/2083] Forecasting BFK... [2025-10-18T03:23:14.087610] [INFO ] [sig ] Generating forecast for: BFK [2025-10-18T03:23:14.087665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-10-18T03:23:14.096928] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFK'. [2025-10-18T03:23:14.097210] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-10-18T03:23:14.123064] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:14.123822] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-10-18T03:23:14.123913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:14.123953] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:14.123981] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:14.124037] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:14.141895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:14.142472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:14.142576] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:14.142666] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:14.172976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:14.173066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:14.173103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:14.173132] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:14.176314] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: DOWN (p=32.03%) [2025-10-18T03:23:14.176574] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-10-18T03:23:14.176735] [INFO ] [sig ] BFK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:14.318145] [INFO ] [LOCAL ] Saved forecast: BFK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BFK.txt [2025-10-18T03:23:14.318443] [INFO ] [sig ] [204/2083] Completed BFK in 0.2s | 4.12 sym/s | Total: 49.5s | ETA: 7.6m [2025-10-18T03:23:14.318489] [INFO ] [sig ] [205/2083] Forecasting BFLY... [2025-10-18T03:23:14.318521] [INFO ] [sig ] Generating forecast for: BFLY [2025-10-18T03:23:14.318554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-10-18T03:23:14.328708] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFLY'. [2025-10-18T03:23:14.329079] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-10-18T03:23:14.355857] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:14.356635] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-10-18T03:23:14.356720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:14.356757] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:14.356786] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:14.356845] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:14.375702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:14.376379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:14.376468] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:14.376503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:14.410537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:14.410796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:14.410867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:14.410912] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:14.415405] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=13.92%) [2025-10-18T03:23:14.415733] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-10-18T03:23:14.415882] [INFO ] [sig ] BFLY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:14.574088] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BFLY.txt [2025-10-18T03:23:14.574369] [INFO ] [sig ] [205/2083] Completed BFLY in 0.3s | 4.12 sym/s | Total: 49.7s | ETA: 7.6m [2025-10-18T03:23:14.574419] [INFO ] [sig ] [206/2083] Forecasting BFZ... [2025-10-18T03:23:14.574450] [INFO ] [sig ] Generating forecast for: BFZ [2025-10-18T03:23:14.574482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-10-18T03:23:14.584069] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFZ'. [2025-10-18T03:23:14.584455] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-10-18T03:23:14.610367] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:14.611183] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-10-18T03:23:14.611240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:14.611273] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:14.611300] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:14.611358] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:14.628178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:14.628847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:14.628933] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:14.628966] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:14.658058] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:14.658225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:14.658266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:14.658295] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:14.661782] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: UP (p=75.89%) [2025-10-18T03:23:14.662057] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-10-18T03:23:14.662188] [INFO ] [sig ] BFZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:14.813326] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BFZ.txt [2025-10-18T03:23:14.813575] [INFO ] [sig ] [206/2083] Completed BFZ in 0.2s | 4.12 sym/s | Total: 50.0s | ETA: 7.6m [2025-10-18T03:23:14.813620] [INFO ] [sig ] [207/2083] Forecasting BG... [2025-10-18T03:23:14.813683] [INFO ] [sig ] Generating forecast for: BG [2025-10-18T03:23:14.813733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-10-18T03:23:14.823320] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BG'. [2025-10-18T03:23:14.823710] [INFO ] [FORECASTER] Starting predict_future for BG [2025-10-18T03:23:14.851369] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:14.852184] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-10-18T03:23:14.852245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:14.852282] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:14.852312] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:14.852372] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:14.872208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:14.872925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:14.873052] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:14.873093] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:14.917870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:14.918028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:14.918101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:14.918158] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:14.922138] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=7.26%) [2025-10-18T03:23:14.922490] [INFO ] [FORECASTER] Completed predict_future for BG [2025-10-18T03:23:14.922668] [INFO ] [sig ] BG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:15.074479] [INFO ] [LOCAL ] Saved forecast: BG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BG.txt [2025-10-18T03:23:15.074753] [INFO ] [sig ] [207/2083] Completed BG in 0.3s | 4.12 sym/s | Total: 50.2s | ETA: 7.6m [2025-10-18T03:23:15.074815] [INFO ] [sig ] [208/2083] Forecasting BGB... [2025-10-18T03:23:15.074849] [INFO ] [sig ] Generating forecast for: BGB [2025-10-18T03:23:15.074883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-10-18T03:23:15.084422] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGB'. [2025-10-18T03:23:15.084747] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-10-18T03:23:15.111194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:15.111932] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-10-18T03:23:15.111988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:15.112021] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:15.112049] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:15.112106] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:15.129355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:15.129995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:15.130079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:15.130114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:15.168624] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:15.168767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:15.168809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:15.168839] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:15.172141] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=59.60%) [2025-10-18T03:23:15.172412] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-10-18T03:23:15.172548] [INFO ] [sig ] BGB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:15.314090] [INFO ] [LOCAL ] Saved forecast: BGB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BGB.txt [2025-10-18T03:23:15.314386] [INFO ] [sig ] [208/2083] Completed BGB in 0.2s | 4.12 sym/s | Total: 50.5s | ETA: 7.6m [2025-10-18T03:23:15.314432] [INFO ] [sig ] [209/2083] Forecasting BGR... [2025-10-18T03:23:15.314464] [INFO ] [sig ] Generating forecast for: BGR [2025-10-18T03:23:15.314495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'. [2025-10-18T03:23:15.325122] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGR'. [2025-10-18T03:23:15.325502] [INFO ] [FORECASTER] Starting predict_future for BGR [2025-10-18T03:23:15.350738] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:15.351429] [DEBUG] [LOCAL ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt [2025-10-18T03:23:15.351483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:15.351517] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:15.351543] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:15.351601] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:15.368505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:15.369112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:15.369194] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:15.369226] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:15.411373] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:15.411545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:15.411589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:15.411621] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:15.415691] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: UP (p=97.71%) [2025-10-18T03:23:15.416007] [INFO ] [FORECASTER] Completed predict_future for BGR [2025-10-18T03:23:15.416156] [INFO ] [sig ] BGR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:15.556476] [INFO ] [LOCAL ] Saved forecast: BGR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BGR.txt [2025-10-18T03:23:15.556810] [INFO ] [sig ] [209/2083] Completed BGR in 0.2s | 4.12 sym/s | Total: 50.7s | ETA: 7.6m [2025-10-18T03:23:15.556874] [INFO ] [sig ] [210/2083] Forecasting BGS... [2025-10-18T03:23:15.556908] [INFO ] [sig ] Generating forecast for: BGS [2025-10-18T03:23:15.556940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-10-18T03:23:15.567360] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGS'. [2025-10-18T03:23:15.567849] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-10-18T03:23:15.593830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:15.594630] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-10-18T03:23:15.594713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:15.594756] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:15.594786] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:15.594848] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:15.612617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:15.613351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:15.613439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:15.613478] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:15.656108] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:15.656300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:15.656346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:15.656379] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:15.661294] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=59.46%) [2025-10-18T03:23:15.661602] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-10-18T03:23:15.661780] [INFO ] [sig ] BGS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:15.801087] [INFO ] [LOCAL ] Saved forecast: BGS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BGS.txt [2025-10-18T03:23:15.801308] [INFO ] [sig ] [210/2083] Completed BGS in 0.2s | 4.12 sym/s | Total: 51.0s | ETA: 7.6m [2025-10-18T03:23:15.801351] [INFO ] [sig ] [211/2083] Forecasting BGSF... [2025-10-18T03:23:15.801382] [INFO ] [sig ] Generating forecast for: BGSF [2025-10-18T03:23:15.801414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'. [2025-10-18T03:23:15.810530] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGSF'. [2025-10-18T03:23:15.810813] [INFO ] [FORECASTER] Starting predict_future for BGSF [2025-10-18T03:23:15.835807] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:15.836490] [DEBUG] [LOCAL ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt [2025-10-18T03:23:15.836557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:15.836590] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:15.836616] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:15.836695] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:15.853494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:15.854124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:15.854206] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:15.854240] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:15.891529] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:15.891619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:15.891685] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:15.891731] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:15.894821] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: DOWN (p=19.68%) [2025-10-18T03:23:15.895078] [INFO ] [FORECASTER] Completed predict_future for BGSF [2025-10-18T03:23:15.895211] [INFO ] [sig ] BGSF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:16.037536] [INFO ] [LOCAL ] Saved forecast: BGSF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BGSF.txt [2025-10-18T03:23:16.037933] [INFO ] [sig ] [211/2083] Completed BGSF in 0.2s | 4.12 sym/s | Total: 51.2s | ETA: 7.6m [2025-10-18T03:23:16.037995] [INFO ] [sig ] [212/2083] Forecasting BGT... [2025-10-18T03:23:16.038029] [INFO ] [sig ] Generating forecast for: BGT [2025-10-18T03:23:16.038060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGT' from 'https://tdm.silogroup.org/data/derivative_storage/BGT.csv'. [2025-10-18T03:23:16.048930] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGT'. [2025-10-18T03:23:16.049218] [INFO ] [FORECASTER] Starting predict_future for BGT [2025-10-18T03:23:16.074620] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:16.075402] [DEBUG] [LOCAL ] No optimal features file found for BGT: ./output/feature-sets/BGT.txt [2025-10-18T03:23:16.075458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:16.075492] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:16.075523] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:16.075582] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:16.092328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:16.092949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:16.093033] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:16.093067] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:16.133866] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:16.133977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:16.134016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:16.134045] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:16.137275] [DEBUG] [FORECASTER] BGT: Forecast T+1@11:T+2@11: DOWN (p=23.62%) [2025-10-18T03:23:16.137539] [INFO ] [FORECASTER] Completed predict_future for BGT [2025-10-18T03:23:16.137701] [INFO ] [sig ] BGT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:16.276264] [INFO ] [LOCAL ] Saved forecast: BGT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BGT.txt [2025-10-18T03:23:16.276491] [INFO ] [sig ] [212/2083] Completed BGT in 0.2s | 4.12 sym/s | Total: 51.4s | ETA: 7.6m [2025-10-18T03:23:16.276534] [INFO ] [sig ] [213/2083] Forecasting BGX... [2025-10-18T03:23:16.276574] [INFO ] [sig ] Generating forecast for: BGX [2025-10-18T03:23:16.276609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-10-18T03:23:16.286264] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGX'. [2025-10-18T03:23:16.286570] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-10-18T03:23:16.312117] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:16.312967] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-10-18T03:23:16.313028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:16.313062] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:16.313090] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:16.313146] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:16.330201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:16.330793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:16.330877] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:16.330910] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:16.366222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:16.366402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:16.366445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:16.366475] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:16.370027] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=78.10%) [2025-10-18T03:23:16.370298] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-10-18T03:23:16.370433] [INFO ] [sig ] BGX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:16.508635] [INFO ] [LOCAL ] Saved forecast: BGX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BGX.txt [2025-10-18T03:23:16.508895] [INFO ] [sig ] [213/2083] Completed BGX in 0.2s | 4.12 sym/s | Total: 51.7s | ETA: 7.6m [2025-10-18T03:23:16.508980] [INFO ] [sig ] [214/2083] Forecasting BH... [2025-10-18T03:23:16.509020] [INFO ] [sig ] Generating forecast for: BH [2025-10-18T03:23:16.509052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'. [2025-10-18T03:23:16.518210] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BH'. [2025-10-18T03:23:16.518505] [INFO ] [FORECASTER] Starting predict_future for BH [2025-10-18T03:23:16.547195] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:16.548298] [DEBUG] [LOCAL ] No optimal features file found for BH: ./output/feature-sets/BH.txt [2025-10-18T03:23:16.548362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:16.548404] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:16.548438] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:16.548516] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:16.572758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:16.573493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:16.573582] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:16.573615] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:16.610984] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:16.611155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:16.611202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:16.611231] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:16.614749] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: UP (p=50.21%) [2025-10-18T03:23:16.615052] [INFO ] [FORECASTER] Completed predict_future for BH [2025-10-18T03:23:16.615185] [INFO ] [sig ] BH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:16.754710] [INFO ] [LOCAL ] Saved forecast: BH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BH.txt [2025-10-18T03:23:16.754933] [INFO ] [sig ] [214/2083] Completed BH in 0.2s | 4.12 sym/s | Total: 51.9s | ETA: 7.6m [2025-10-18T03:23:16.754975] [INFO ] [sig ] [215/2083] Forecasting BHC... [2025-10-18T03:23:16.755007] [INFO ] [sig ] Generating forecast for: BHC [2025-10-18T03:23:16.755037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-10-18T03:23:16.764835] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHC'. [2025-10-18T03:23:16.765201] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-10-18T03:23:16.791025] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:16.791823] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-10-18T03:23:16.791881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:16.791916] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:16.791945] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:16.792002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:16.809871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:16.810789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:16.810885] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:16.810921] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:16.850297] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:16.850451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:16.850493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:16.850522] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:16.854054] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=46.88%) [2025-10-18T03:23:16.854338] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-10-18T03:23:16.854475] [INFO ] [sig ] BHC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:16.994226] [INFO ] [LOCAL ] Saved forecast: BHC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BHC.txt [2025-10-18T03:23:16.994466] [INFO ] [sig ] [215/2083] Completed BHC in 0.2s | 4.12 sym/s | Total: 52.1s | ETA: 7.6m [2025-10-18T03:23:16.994527] [INFO ] [sig ] [216/2083] Forecasting BHE... [2025-10-18T03:23:16.994561] [INFO ] [sig ] Generating forecast for: BHE [2025-10-18T03:23:16.994592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-10-18T03:23:17.005401] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHE'. [2025-10-18T03:23:17.005832] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-10-18T03:23:17.032116] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:17.032993] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-10-18T03:23:17.033050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:17.033086] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:17.033115] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:17.033174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:17.050295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:17.050983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:17.051087] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:17.051123] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:17.095472] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:17.095692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:17.095753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:17.095786] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:17.099336] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=93.59%) [2025-10-18T03:23:17.099637] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-10-18T03:23:17.099821] [INFO ] [sig ] BHE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:17.239173] [INFO ] [LOCAL ] Saved forecast: BHE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BHE.txt [2025-10-18T03:23:17.239414] [INFO ] [sig ] [216/2083] Completed BHE in 0.2s | 4.12 sym/s | Total: 52.4s | ETA: 7.5m [2025-10-18T03:23:17.239458] [INFO ] [sig ] [217/2083] Forecasting BHK... [2025-10-18T03:23:17.239490] [INFO ] [sig ] Generating forecast for: BHK [2025-10-18T03:23:17.239524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-10-18T03:23:17.248838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHK'. [2025-10-18T03:23:17.249197] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-10-18T03:23:17.274698] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:17.275504] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-10-18T03:23:17.275563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:17.275598] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:17.275627] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:17.275728] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:17.293171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:17.293786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:17.293872] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:17.293905] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:17.336706] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:17.336847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:17.336886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:17.336915] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:17.340273] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=89.52%) [2025-10-18T03:23:17.340544] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-10-18T03:23:17.340721] [INFO ] [sig ] BHK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:17.491809] [INFO ] [LOCAL ] Saved forecast: BHK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BHK.txt [2025-10-18T03:23:17.492031] [INFO ] [sig ] [217/2083] Completed BHK in 0.3s | 4.12 sym/s | Total: 52.6s | ETA: 7.5m [2025-10-18T03:23:17.492074] [INFO ] [sig ] [218/2083] Forecasting BHP... [2025-10-18T03:23:17.492104] [INFO ] [sig ] Generating forecast for: BHP [2025-10-18T03:23:17.492136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-10-18T03:23:17.502575] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHP'. [2025-10-18T03:23:17.503065] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-10-18T03:23:17.530428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:17.531312] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-10-18T03:23:17.531387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:17.531423] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:17.531452] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:17.531510] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:17.549350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:17.550265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:17.550353] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:17.550387] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:17.593610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:17.593757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:17.593803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:17.593833] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:17.597097] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=49.48%) [2025-10-18T03:23:17.597367] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-10-18T03:23:17.597501] [INFO ] [sig ] BHP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:17.734880] [INFO ] [LOCAL ] Saved forecast: BHP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BHP.txt [2025-10-18T03:23:17.735123] [INFO ] [sig ] [218/2083] Completed BHP in 0.2s | 4.12 sym/s | Total: 52.9s | ETA: 7.5m [2025-10-18T03:23:17.735165] [INFO ] [sig ] [219/2083] Forecasting BHR... [2025-10-18T03:23:17.735195] [INFO ] [sig ] Generating forecast for: BHR [2025-10-18T03:23:17.735224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'. [2025-10-18T03:23:17.745291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHR'. [2025-10-18T03:23:17.745671] [INFO ] [FORECASTER] Starting predict_future for BHR [2025-10-18T03:23:17.771914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:17.772750] [DEBUG] [LOCAL ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt [2025-10-18T03:23:17.772808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:17.772844] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:17.772874] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:17.772932] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:17.790594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:17.791291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:17.791376] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:17.791410] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:17.836670] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:17.836793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:17.836837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:17.836867] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:17.840162] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=32.85%) [2025-10-18T03:23:17.840427] [INFO ] [FORECASTER] Completed predict_future for BHR [2025-10-18T03:23:17.840572] [INFO ] [sig ] BHR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:17.985481] [INFO ] [LOCAL ] Saved forecast: BHR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BHR.txt [2025-10-18T03:23:17.985771] [INFO ] [sig ] [219/2083] Completed BHR in 0.3s | 4.12 sym/s | Total: 53.1s | ETA: 7.5m [2025-10-18T03:23:17.985831] [INFO ] [sig ] [220/2083] Forecasting BHVN... [2025-10-18T03:23:17.985864] [INFO ] [sig ] Generating forecast for: BHVN [2025-10-18T03:23:17.985902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-10-18T03:23:17.995859] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHVN'. [2025-10-18T03:23:17.996225] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-10-18T03:23:18.022965] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:18.023824] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-10-18T03:23:18.023882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:18.023917] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:18.023946] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:18.024003] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:18.042173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:18.043043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:18.043130] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:18.043165] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:18.083424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:18.083608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:18.083680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:18.083733] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:18.087548] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=3.26%) [2025-10-18T03:23:18.087914] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-10-18T03:23:18.088071] [INFO ] [sig ] BHVN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:18.234325] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BHVN.txt [2025-10-18T03:23:18.234587] [INFO ] [sig ] [220/2083] Completed BHVN in 0.2s | 4.12 sym/s | Total: 53.4s | ETA: 7.5m [2025-10-18T03:23:18.234631] [INFO ] [sig ] [221/2083] Forecasting BILL... [2025-10-18T03:23:18.234707] [INFO ] [sig ] Generating forecast for: BILL [2025-10-18T03:23:18.234752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-10-18T03:23:18.245515] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BILL'. [2025-10-18T03:23:18.245924] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-10-18T03:23:18.271307] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:18.272080] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-10-18T03:23:18.272135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:18.272168] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:18.272195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:18.272252] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:18.289357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:18.290007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:18.290090] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:18.290124] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:18.336178] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:18.336267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:18.336302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:18.336329] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:18.339481] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=4.22%) [2025-10-18T03:23:18.339876] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-10-18T03:23:18.340022] [INFO ] [sig ] BILL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:18.478450] [INFO ] [LOCAL ] Saved forecast: BILL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BILL.txt [2025-10-18T03:23:18.478701] [INFO ] [sig ] [221/2083] Completed BILL in 0.2s | 4.12 sym/s | Total: 53.6s | ETA: 7.5m [2025-10-18T03:23:18.478761] [INFO ] [sig ] [222/2083] Forecasting BIO... [2025-10-18T03:23:18.478794] [INFO ] [sig ] Generating forecast for: BIO [2025-10-18T03:23:18.478826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-10-18T03:23:18.492258] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIO'. [2025-10-18T03:23:18.492745] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-10-18T03:23:18.518936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:18.519819] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-10-18T03:23:18.519878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:18.519911] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:18.519940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:18.520004] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:18.538097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:18.538993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:18.539086] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:18.539120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:18.582064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:18.582194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:18.582232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:18.582261] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:18.585557] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=26.84%) [2025-10-18T03:23:18.585861] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-10-18T03:23:18.586005] [INFO ] [sig ] BIO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:18.725941] [INFO ] [LOCAL ] Saved forecast: BIO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIO.txt [2025-10-18T03:23:18.726161] [INFO ] [sig ] [222/2083] Completed BIO in 0.2s | 4.12 sym/s | Total: 53.9s | ETA: 7.5m [2025-10-18T03:23:18.726202] [INFO ] [sig ] [223/2083] Forecasting BIP... [2025-10-18T03:23:18.726233] [INFO ] [sig ] Generating forecast for: BIP [2025-10-18T03:23:18.726264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-10-18T03:23:18.735683] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIP'. [2025-10-18T03:23:18.735971] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-10-18T03:23:18.761037] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:18.761759] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-10-18T03:23:18.761815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:18.761848] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:18.761875] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:18.761931] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:18.778880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:18.779426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:18.779505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:18.779554] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:18.816369] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:18.816470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:18.816505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:18.816565] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:18.821264] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=33.66%) [2025-10-18T03:23:18.821533] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-10-18T03:23:18.821699] [INFO ] [sig ] BIP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:18.960415] [INFO ] [LOCAL ] Saved forecast: BIP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIP.txt [2025-10-18T03:23:18.960637] [INFO ] [sig ] [223/2083] Completed BIP in 0.2s | 4.12 sym/s | Total: 54.1s | ETA: 7.5m [2025-10-18T03:23:18.960716] [INFO ] [sig ] [224/2083] Forecasting BIPC... [2025-10-18T03:23:18.960752] [INFO ] [sig ] Generating forecast for: BIPC [2025-10-18T03:23:18.960785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'. [2025-10-18T03:23:18.970900] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPC'. [2025-10-18T03:23:18.971291] [INFO ] [FORECASTER] Starting predict_future for BIPC [2025-10-18T03:23:18.997820] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:18.998703] [DEBUG] [LOCAL ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt [2025-10-18T03:23:18.998761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:18.998795] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:18.998822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:18.998878] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:19.016374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:19.017317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:19.017474] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:19.017517] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:19.054293] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:19.054493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:19.054566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:19.054620] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:19.058562] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: DOWN (p=23.82%) [2025-10-18T03:23:19.058888] [INFO ] [FORECASTER] Completed predict_future for BIPC [2025-10-18T03:23:19.059038] [INFO ] [sig ] BIPC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:19.199474] [INFO ] [LOCAL ] Saved forecast: BIPC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIPC.txt [2025-10-18T03:23:19.199748] [INFO ] [sig ] [224/2083] Completed BIPC in 0.2s | 4.12 sym/s | Total: 54.4s | ETA: 7.5m [2025-10-18T03:23:19.199809] [INFO ] [sig ] [225/2083] Forecasting BIPH... [2025-10-18T03:23:19.199843] [INFO ] [sig ] Generating forecast for: BIPH [2025-10-18T03:23:19.199875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-10-18T03:23:19.208957] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPH'. [2025-10-18T03:23:19.209269] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-10-18T03:23:19.234301] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:19.235103] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-10-18T03:23:19.235173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:19.235208] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:19.235235] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:19.235292] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:19.252545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:19.253184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:19.253267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:19.253299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:19.286756] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:19.286914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:19.286956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:19.286984] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:19.290376] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=1.57%) [2025-10-18T03:23:19.290674] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-10-18T03:23:19.290823] [INFO ] [sig ] BIPH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:19.431257] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIPH.txt [2025-10-18T03:23:19.431502] [INFO ] [sig ] [225/2083] Completed BIPH in 0.2s | 4.12 sym/s | Total: 54.6s | ETA: 7.5m [2025-10-18T03:23:19.431546] [INFO ] [sig ] [226/2083] Forecasting BIPI... [2025-10-18T03:23:19.431577] [INFO ] [sig ] Generating forecast for: BIPI [2025-10-18T03:23:19.431608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-10-18T03:23:19.440710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPI'. [2025-10-18T03:23:19.441066] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-10-18T03:23:19.466013] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:19.466770] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-10-18T03:23:19.466826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:19.466859] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:19.466885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:19.466942] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:19.483782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:19.484449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:19.484534] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:19.484567] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:19.520397] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:19.520544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:19.520586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:19.520615] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:19.524745] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=31.11%) [2025-10-18T03:23:19.525034] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-10-18T03:23:19.525177] [INFO ] [sig ] BIPI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:19.683294] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIPI.txt [2025-10-18T03:23:19.683617] [INFO ] [sig ] [226/2083] Completed BIPI in 0.3s | 4.12 sym/s | Total: 54.8s | ETA: 7.5m [2025-10-18T03:23:19.683701] [INFO ] [sig ] [227/2083] Forecasting BIPJ... [2025-10-18T03:23:19.683745] [INFO ] [sig ] Generating forecast for: BIPJ [2025-10-18T03:23:19.683786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'. [2025-10-18T03:23:19.692883] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPJ'. [2025-10-18T03:23:19.693236] [INFO ] [FORECASTER] Starting predict_future for BIPJ [2025-10-18T03:23:19.718273] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:19.719052] [DEBUG] [LOCAL ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt [2025-10-18T03:23:19.719108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:19.719141] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:19.719169] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:19.719226] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:19.736246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:19.736851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:19.736934] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:19.736967] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:19.771777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:19.771937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:19.771985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:19.772016] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:19.775358] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: DOWN (p=7.06%) [2025-10-18T03:23:19.775628] [INFO ] [FORECASTER] Completed predict_future for BIPJ [2025-10-18T03:23:19.775796] [INFO ] [sig ] BIPJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:19.914092] [INFO ] [LOCAL ] Saved forecast: BIPJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIPJ.txt [2025-10-18T03:23:19.914339] [INFO ] [sig ] [227/2083] Completed BIPJ in 0.2s | 4.12 sym/s | Total: 55.1s | ETA: 7.5m [2025-10-18T03:23:19.914382] [INFO ] [sig ] [228/2083] Forecasting BIRK... [2025-10-18T03:23:19.914413] [INFO ] [sig ] Generating forecast for: BIRK [2025-10-18T03:23:19.914444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-10-18T03:23:19.924277] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIRK'. [2025-10-18T03:23:19.924615] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-10-18T03:23:19.950455] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:19.951284] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-10-18T03:23:19.951340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:19.951374] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:19.951402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:19.951460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:19.968817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:19.969790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:19.969883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:19.969918] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:20.009956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:20.010131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:20.010174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:20.010204] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:20.013836] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=39.35%) [2025-10-18T03:23:20.014137] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-10-18T03:23:20.014281] [INFO ] [sig ] BIRK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:20.153110] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIRK.txt [2025-10-18T03:23:20.153329] [INFO ] [sig ] [228/2083] Completed BIRK in 0.2s | 4.12 sym/s | Total: 55.3s | ETA: 7.5m [2025-10-18T03:23:20.153372] [INFO ] [sig ] [229/2083] Forecasting BIT... [2025-10-18T03:23:20.153401] [INFO ] [sig ] Generating forecast for: BIT [2025-10-18T03:23:20.153433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'. [2025-10-18T03:23:20.164105] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIT'. [2025-10-18T03:23:20.164428] [INFO ] [FORECASTER] Starting predict_future for BIT [2025-10-18T03:23:20.189844] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:20.190515] [DEBUG] [LOCAL ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt [2025-10-18T03:23:20.190569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:20.190603] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:20.190634] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:20.190735] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:20.208019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:20.208551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:20.208633] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:20.208705] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:20.239956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:20.240039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:20.240075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:20.240103] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:20.243265] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: DOWN (p=28.87%) [2025-10-18T03:23:20.243554] [INFO ] [FORECASTER] Completed predict_future for BIT [2025-10-18T03:23:20.243725] [INFO ] [sig ] BIT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:20.384103] [INFO ] [LOCAL ] Saved forecast: BIT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BIT.txt [2025-10-18T03:23:20.384360] [INFO ] [sig ] [229/2083] Completed BIT in 0.2s | 4.12 sym/s | Total: 55.5s | ETA: 7.5m [2025-10-18T03:23:20.384404] [INFO ] [sig ] [230/2083] Forecasting BJ... [2025-10-18T03:23:20.384436] [INFO ] [sig ] Generating forecast for: BJ [2025-10-18T03:23:20.384466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-10-18T03:23:20.395015] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BJ'. [2025-10-18T03:23:20.395393] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-10-18T03:23:20.421359] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:20.422209] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-10-18T03:23:20.422267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:20.422302] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:20.422331] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:20.422391] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:20.440341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:20.441137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:20.441226] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:20.441313] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:20.475697] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:20.475875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:20.475918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:20.475947] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:20.479593] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=1.20%) [2025-10-18T03:23:20.479953] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-10-18T03:23:20.480102] [INFO ] [sig ] BJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:20.625984] [INFO ] [LOCAL ] Saved forecast: BJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BJ.txt [2025-10-18T03:23:20.626237] [INFO ] [sig ] [230/2083] Completed BJ in 0.2s | 4.12 sym/s | Total: 55.8s | ETA: 7.5m [2025-10-18T03:23:20.626279] [INFO ] [sig ] [231/2083] Forecasting BK... [2025-10-18T03:23:20.626309] [INFO ] [sig ] Generating forecast for: BK [2025-10-18T03:23:20.626340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-10-18T03:23:20.636390] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BK'. [2025-10-18T03:23:20.636690] [INFO ] [FORECASTER] Starting predict_future for BK [2025-10-18T03:23:20.664782] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:20.665493] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-10-18T03:23:20.665552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:20.665586] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:20.665613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:20.665689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:20.682602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:20.683194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:20.683275] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:20.683308] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:20.724428] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:20.724595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:20.724636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:20.724710] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:20.728215] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=82.83%) [2025-10-18T03:23:20.728485] [INFO ] [FORECASTER] Completed predict_future for BK [2025-10-18T03:23:20.728622] [INFO ] [sig ] BK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:20.867127] [INFO ] [LOCAL ] Saved forecast: BK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BK.txt [2025-10-18T03:23:20.867381] [INFO ] [sig ] [231/2083] Completed BK in 0.2s | 4.12 sym/s | Total: 56.0s | ETA: 7.5m [2025-10-18T03:23:20.867423] [INFO ] [sig ] [232/2083] Forecasting BKD... [2025-10-18T03:23:20.867454] [INFO ] [sig ] Generating forecast for: BKD [2025-10-18T03:23:20.867486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-10-18T03:23:20.877300] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKD'. [2025-10-18T03:23:20.877776] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-10-18T03:23:20.902837] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:20.903675] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-10-18T03:23:20.903734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:20.903785] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:20.903815] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:20.903873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:20.920573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:20.921186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:20.921269] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:20.921303] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:20.959383] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:20.959561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:20.959602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:20.959631] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:20.963174] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=41.28%) [2025-10-18T03:23:20.963448] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-10-18T03:23:20.963595] [INFO ] [sig ] BKD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:21.100538] [INFO ] [LOCAL ] Saved forecast: BKD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BKD.txt [2025-10-18T03:23:21.100783] [INFO ] [sig ] [232/2083] Completed BKD in 0.2s | 4.12 sym/s | Total: 56.3s | ETA: 7.5m [2025-10-18T03:23:21.100844] [INFO ] [sig ] [233/2083] Forecasting BKH... [2025-10-18T03:23:21.100878] [INFO ] [sig ] Generating forecast for: BKH [2025-10-18T03:23:21.100910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-10-18T03:23:21.110196] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKH'. [2025-10-18T03:23:21.110448] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-10-18T03:23:21.135156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:21.135865] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-10-18T03:23:21.135920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:21.135954] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:21.136030] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:21.136098] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:21.152866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:21.153388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:21.153469] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:21.153503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:21.191970] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:21.192093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:21.192131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:21.192159] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:21.195382] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=69.76%) [2025-10-18T03:23:21.195673] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-10-18T03:23:21.195828] [INFO ] [sig ] BKH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:21.332856] [INFO ] [LOCAL ] Saved forecast: BKH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BKH.txt [2025-10-18T03:23:21.333071] [INFO ] [sig ] [233/2083] Completed BKH in 0.2s | 4.12 sym/s | Total: 56.5s | ETA: 7.5m [2025-10-18T03:23:21.333114] [INFO ] [sig ] [234/2083] Forecasting BKKT... [2025-10-18T03:23:21.333145] [INFO ] [sig ] Generating forecast for: BKKT [2025-10-18T03:23:21.333177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'. [2025-10-18T03:23:21.342926] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKKT'. [2025-10-18T03:23:21.343216] [INFO ] [FORECASTER] Starting predict_future for BKKT [2025-10-18T03:23:21.368409] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:21.369209] [DEBUG] [LOCAL ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt [2025-10-18T03:23:21.369270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:21.369305] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:21.369332] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:21.369390] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:21.386468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:21.387344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:21.387432] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:21.387467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:21.427960] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:21.428144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:21.428188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:21.428218] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:21.431831] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: DOWN (p=14.22%) [2025-10-18T03:23:21.432119] [INFO ] [FORECASTER] Completed predict_future for BKKT [2025-10-18T03:23:21.432261] [INFO ] [sig ] BKKT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:21.571783] [INFO ] [LOCAL ] Saved forecast: BKKT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BKKT.txt [2025-10-18T03:23:21.571996] [INFO ] [sig ] [234/2083] Completed BKKT in 0.2s | 4.12 sym/s | Total: 56.7s | ETA: 7.5m [2025-10-18T03:23:21.572038] [INFO ] [sig ] [235/2083] Forecasting BKN... [2025-10-18T03:23:21.572068] [INFO ] [sig ] Generating forecast for: BKN [2025-10-18T03:23:21.572099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-10-18T03:23:21.581358] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKN'. [2025-10-18T03:23:21.581622] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-10-18T03:23:21.606980] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:21.607689] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-10-18T03:23:21.607780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:21.607840] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:21.607871] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:21.607928] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:21.624808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:21.625398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:21.625482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:21.625516] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:21.662741] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:21.662817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:21.662852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:21.662880] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:21.665923] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=5.23%) [2025-10-18T03:23:21.666175] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-10-18T03:23:21.666324] [INFO ] [sig ] BKN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:21.803003] [INFO ] [LOCAL ] Saved forecast: BKN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BKN.txt [2025-10-18T03:23:21.803188] [INFO ] [sig ] [235/2083] Completed BKN in 0.2s | 4.13 sym/s | Total: 57.0s | ETA: 7.5m [2025-10-18T03:23:21.803228] [INFO ] [sig ] [236/2083] Forecasting BKSY... [2025-10-18T03:23:21.803258] [INFO ] [sig ] Generating forecast for: BKSY [2025-10-18T03:23:21.803289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-10-18T03:23:21.813313] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKSY'. [2025-10-18T03:23:21.813595] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-10-18T03:23:21.839202] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:21.839972] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-10-18T03:23:21.840027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:21.840060] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:21.840087] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:21.840144] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:21.856845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:21.857367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:21.857447] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:21.857480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:21.897394] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:21.897498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:21.897534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:21.897563] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:21.902387] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=76.94%) [2025-10-18T03:23:21.902637] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-10-18T03:23:21.902815] [INFO ] [sig ] BKSY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:22.040245] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BKSY.txt [2025-10-18T03:23:22.040463] [INFO ] [sig ] [236/2083] Completed BKSY in 0.2s | 4.13 sym/s | Total: 57.2s | ETA: 7.5m [2025-10-18T03:23:22.040504] [INFO ] [sig ] [237/2083] Forecasting BKT... [2025-10-18T03:23:22.040534] [INFO ] [sig ] Generating forecast for: BKT [2025-10-18T03:23:22.040565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'. [2025-10-18T03:23:22.050478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKT'. [2025-10-18T03:23:22.050786] [INFO ] [FORECASTER] Starting predict_future for BKT [2025-10-18T03:23:22.075944] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:22.076635] [DEBUG] [LOCAL ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt [2025-10-18T03:23:22.076735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:22.076779] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:22.076813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:22.076869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:22.093858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:22.094394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:22.094474] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:22.094507] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:22.134129] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:22.134207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:22.134242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:22.134270] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:22.137274] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: DOWN (p=46.12%) [2025-10-18T03:23:22.137524] [INFO ] [FORECASTER] Completed predict_future for BKT [2025-10-18T03:23:22.137685] [INFO ] [sig ] BKT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:22.278866] [INFO ] [LOCAL ] Saved forecast: BKT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BKT.txt [2025-10-18T03:23:22.279125] [INFO ] [sig ] [237/2083] Completed BKT in 0.2s | 4.13 sym/s | Total: 57.4s | ETA: 7.5m [2025-10-18T03:23:22.279174] [INFO ] [sig ] [238/2083] Forecasting BKU... [2025-10-18T03:23:22.279207] [INFO ] [sig ] Generating forecast for: BKU [2025-10-18T03:23:22.279238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'. [2025-10-18T03:23:22.288750] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKU'. [2025-10-18T03:23:22.289021] [INFO ] [FORECASTER] Starting predict_future for BKU [2025-10-18T03:23:22.315608] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:22.316515] [DEBUG] [LOCAL ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt [2025-10-18T03:23:22.316573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:22.316607] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:22.316634] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:22.316733] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:22.333625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:22.334237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:22.334327] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:22.334362] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:22.374073] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:22.374184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:22.374223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:22.374252] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:22.377532] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: UP (p=76.26%) [2025-10-18T03:23:22.377869] [INFO ] [FORECASTER] Completed predict_future for BKU [2025-10-18T03:23:22.378021] [INFO ] [sig ] BKU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:22.515896] [INFO ] [LOCAL ] Saved forecast: BKU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BKU.txt [2025-10-18T03:23:22.516173] [INFO ] [sig ] [238/2083] Completed BKU in 0.2s | 4.13 sym/s | Total: 57.7s | ETA: 7.5m [2025-10-18T03:23:22.516215] [INFO ] [sig ] [239/2083] Forecasting BKV... [2025-10-18T03:23:22.516244] [INFO ] [sig ] Generating forecast for: BKV [2025-10-18T03:23:22.516274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'. [2025-10-18T03:23:22.526733] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKV'. [2025-10-18T03:23:22.527018] [INFO ] [FORECASTER] Starting predict_future for BKV [2025-10-18T03:23:22.552453] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:22.553240] [DEBUG] [LOCAL ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt [2025-10-18T03:23:22.553299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:22.553347] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:22.553375] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:22.553434] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:22.570173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:22.570762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:22.570849] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:22.570882] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:22.611171] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:22.611263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:22.611298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:22.611326] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:22.614450] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: UP (p=91.07%) [2025-10-18T03:23:22.614760] [INFO ] [FORECASTER] Completed predict_future for BKV [2025-10-18T03:23:22.614908] [INFO ] [sig ] BKV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:22.752560] [INFO ] [LOCAL ] Saved forecast: BKV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BKV.txt [2025-10-18T03:23:22.752829] [INFO ] [sig ] [239/2083] Completed BKV in 0.2s | 4.13 sym/s | Total: 57.9s | ETA: 7.4m [2025-10-18T03:23:22.752889] [INFO ] [sig ] [240/2083] Forecasting BLCO... [2025-10-18T03:23:22.752921] [INFO ] [sig ] Generating forecast for: BLCO [2025-10-18T03:23:22.752952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-10-18T03:23:22.762688] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLCO'. [2025-10-18T03:23:22.762959] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-10-18T03:23:22.788438] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:22.789149] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-10-18T03:23:22.789204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:22.789238] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:22.789265] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:22.789321] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:22.806047] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:22.806579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:22.806687] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:22.806741] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:22.844618] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:22.844718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:22.844760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:22.844791] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:22.847905] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=46.08%) [2025-10-18T03:23:22.848158] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-10-18T03:23:22.848292] [INFO ] [sig ] BLCO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:22.986313] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BLCO.txt [2025-10-18T03:23:22.986524] [INFO ] [sig ] [240/2083] Completed BLCO in 0.2s | 4.13 sym/s | Total: 58.1s | ETA: 7.4m [2025-10-18T03:23:22.986564] [INFO ] [sig ] [241/2083] Forecasting BLD... [2025-10-18T03:23:22.986593] [INFO ] [sig ] Generating forecast for: BLD [2025-10-18T03:23:22.986623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-10-18T03:23:22.996115] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLD'. [2025-10-18T03:23:22.996371] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-10-18T03:23:23.021548] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:23.022279] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-10-18T03:23:23.022333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:23.022366] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:23.022393] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:23.022448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:23.039434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:23.040042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:23.040123] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:23.040156] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:23.078433] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:23.078507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:23.078542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:23.078570] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:23.081578] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=69.83%) [2025-10-18T03:23:23.081862] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-10-18T03:23:23.082008] [INFO ] [sig ] BLD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:23.221884] [INFO ] [LOCAL ] Saved forecast: BLD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BLD.txt [2025-10-18T03:23:23.222117] [INFO ] [sig ] [241/2083] Completed BLD in 0.2s | 4.13 sym/s | Total: 58.4s | ETA: 7.4m [2025-10-18T03:23:23.222158] [INFO ] [sig ] [242/2083] Forecasting BLDR... [2025-10-18T03:23:23.222191] [INFO ] [sig ] Generating forecast for: BLDR [2025-10-18T03:23:23.222221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'. [2025-10-18T03:23:23.232741] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLDR'. [2025-10-18T03:23:23.233109] [INFO ] [FORECASTER] Starting predict_future for BLDR [2025-10-18T03:23:23.259512] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:23.260308] [DEBUG] [LOCAL ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt [2025-10-18T03:23:23.260364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:23.260397] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:23.260425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:23.260482] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:23.277361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:23.278012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:23.278100] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:23.278135] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:23.316415] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:23.316550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:23.316589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:23.316617] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:23.320028] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: DOWN (p=39.37%) [2025-10-18T03:23:23.320306] [INFO ] [FORECASTER] Completed predict_future for BLDR [2025-10-18T03:23:23.320458] [INFO ] [sig ] BLDR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:23.460687] [INFO ] [LOCAL ] Saved forecast: BLDR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BLDR.txt [2025-10-18T03:23:23.460953] [INFO ] [sig ] [242/2083] Completed BLDR in 0.2s | 4.13 sym/s | Total: 58.6s | ETA: 7.4m [2025-10-18T03:23:23.460998] [INFO ] [sig ] [243/2083] Forecasting BLE... [2025-10-18T03:23:23.461029] [INFO ] [sig ] Generating forecast for: BLE [2025-10-18T03:23:23.461061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-10-18T03:23:23.470916] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLE'. [2025-10-18T03:23:23.471244] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-10-18T03:23:23.497114] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:23.498039] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-10-18T03:23:23.498095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:23.498128] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:23.498155] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:23.498212] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:23.515008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:23.515792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:23.515899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:23.515956] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:23.550432] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:23.550519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:23.550556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:23.550584] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:23.553689] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=13.33%) [2025-10-18T03:23:23.553958] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-10-18T03:23:23.554098] [INFO ] [sig ] BLE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:23.692204] [INFO ] [LOCAL ] Saved forecast: BLE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BLE.txt [2025-10-18T03:23:23.692443] [INFO ] [sig ] [243/2083] Completed BLE in 0.2s | 4.13 sym/s | Total: 58.8s | ETA: 7.4m [2025-10-18T03:23:23.692483] [INFO ] [sig ] [244/2083] Forecasting BLK... [2025-10-18T03:23:23.692513] [INFO ] [sig ] Generating forecast for: BLK [2025-10-18T03:23:23.692543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-10-18T03:23:23.702162] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLK'. [2025-10-18T03:23:23.702513] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-10-18T03:23:23.728437] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:23.729291] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-10-18T03:23:23.729346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:23.729380] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:23.729407] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:23.729464] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:23.746297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:23.746935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:23.747026] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:23.747061] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:23.782397] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:23.782478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:23.782514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:23.782543] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:23.785595] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=65.33%) [2025-10-18T03:23:23.785877] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-10-18T03:23:23.786016] [INFO ] [sig ] BLK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:23.923053] [INFO ] [LOCAL ] Saved forecast: BLK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BLK.txt [2025-10-18T03:23:23.923266] [INFO ] [sig ] [244/2083] Completed BLK in 0.2s | 4.13 sym/s | Total: 59.1s | ETA: 7.4m [2025-10-18T03:23:23.923308] [INFO ] [sig ] [245/2083] Forecasting BLND... [2025-10-18T03:23:23.923338] [INFO ] [sig ] Generating forecast for: BLND [2025-10-18T03:23:23.923368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-10-18T03:23:23.932532] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLND'. [2025-10-18T03:23:23.932822] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-10-18T03:23:23.958582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:23.959878] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-10-18T03:23:23.959934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:23.959968] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:23.959997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:23.960055] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:23.976901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:23.977493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:23.977581] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:23.977614] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:24.023187] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:24.023295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:24.023335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:24.023366] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:24.027120] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=62.12%) [2025-10-18T03:23:24.027413] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-10-18T03:23:24.027563] [INFO ] [sig ] BLND: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:24.164795] [INFO ] [LOCAL ] Saved forecast: BLND 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BLND.txt [2025-10-18T03:23:24.165007] [INFO ] [sig ] [245/2083] Completed BLND in 0.2s | 4.13 sym/s | Total: 59.3s | ETA: 7.4m [2025-10-18T03:23:24.165049] [INFO ] [sig ] [246/2083] Forecasting BLW... [2025-10-18T03:23:24.165078] [INFO ] [sig ] Generating forecast for: BLW [2025-10-18T03:23:24.165109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'. [2025-10-18T03:23:24.174565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLW'. [2025-10-18T03:23:24.174863] [INFO ] [FORECASTER] Starting predict_future for BLW [2025-10-18T03:23:24.199947] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:24.200607] [DEBUG] [LOCAL ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt [2025-10-18T03:23:24.200684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:24.200799] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:24.200838] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:24.200895] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:24.217818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:24.218371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:24.218452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:24.218485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:24.255603] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:24.255702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:24.255753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:24.255783] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:24.258829] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: DOWN (p=30.42%) [2025-10-18T03:23:24.259080] [INFO ] [FORECASTER] Completed predict_future for BLW [2025-10-18T03:23:24.259216] [INFO ] [sig ] BLW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:24.396214] [INFO ] [LOCAL ] Saved forecast: BLW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BLW.txt [2025-10-18T03:23:24.396409] [INFO ] [sig ] [246/2083] Completed BLW in 0.2s | 4.13 sym/s | Total: 59.6s | ETA: 7.4m [2025-10-18T03:23:24.396450] [INFO ] [sig ] [247/2083] Forecasting BLX... [2025-10-18T03:23:24.396480] [INFO ] [sig ] Generating forecast for: BLX [2025-10-18T03:23:24.396510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'. [2025-10-18T03:23:24.405794] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLX'. [2025-10-18T03:23:24.406067] [INFO ] [FORECASTER] Starting predict_future for BLX [2025-10-18T03:23:24.431130] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:24.431895] [DEBUG] [LOCAL ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt [2025-10-18T03:23:24.431951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:24.431985] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:24.432011] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:24.432068] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:24.448957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:24.449483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:24.449563] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:24.449596] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:24.487250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:24.487334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:24.487370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:24.487398] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:24.490557] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=7.27%) [2025-10-18T03:23:24.490849] [INFO ] [FORECASTER] Completed predict_future for BLX [2025-10-18T03:23:24.490986] [INFO ] [sig ] BLX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:24.629570] [INFO ] [LOCAL ] Saved forecast: BLX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BLX.txt [2025-10-18T03:23:24.629818] [INFO ] [sig ] [247/2083] Completed BLX in 0.2s | 4.13 sym/s | Total: 59.8s | ETA: 7.4m [2025-10-18T03:23:24.629892] [INFO ] [sig ] [248/2083] Forecasting BMA... [2025-10-18T03:23:24.629929] [INFO ] [sig ] Generating forecast for: BMA [2025-10-18T03:23:24.629959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-10-18T03:23:24.639761] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMA'. [2025-10-18T03:23:24.640062] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-10-18T03:23:24.665412] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:24.666117] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-10-18T03:23:24.666172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:24.666205] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:24.666231] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:24.666288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:24.683308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:24.683881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:24.683966] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:24.684000] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:24.723042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:24.723118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:24.723153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:24.723181] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:24.726181] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=14.96%) [2025-10-18T03:23:24.726433] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-10-18T03:23:24.726561] [INFO ] [sig ] BMA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:24.865950] [INFO ] [LOCAL ] Saved forecast: BMA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BMA.txt [2025-10-18T03:23:24.866142] [INFO ] [sig ] [248/2083] Completed BMA in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:24.866182] [INFO ] [sig ] [249/2083] Forecasting BME... [2025-10-18T03:23:24.866211] [INFO ] [sig ] Generating forecast for: BME [2025-10-18T03:23:24.866240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-10-18T03:23:24.876041] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BME'. [2025-10-18T03:23:24.876312] [INFO ] [FORECASTER] Starting predict_future for BME [2025-10-18T03:23:24.901607] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:24.902304] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-10-18T03:23:24.902358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:24.902390] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:24.902417] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:24.902473] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:24.919462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:24.920031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:24.920112] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:24.920145] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:24.964006] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:24.964227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:24.964302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:24.964342] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:24.968584] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=54.34%) [2025-10-18T03:23:24.968982] [INFO ] [FORECASTER] Completed predict_future for BME [2025-10-18T03:23:24.969176] [INFO ] [sig ] BME: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:25.127386] [INFO ] [LOCAL ] Saved forecast: BME 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BME.txt [2025-10-18T03:23:25.127695] [INFO ] [sig ] [249/2083] Completed BME in 0.3s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:25.127775] [INFO ] [sig ] [250/2083] Forecasting BMI... [2025-10-18T03:23:25.127823] [INFO ] [sig ] Generating forecast for: BMI [2025-10-18T03:23:25.127857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'. [2025-10-18T03:23:25.138610] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMI'. [2025-10-18T03:23:25.138916] [INFO ] [FORECASTER] Starting predict_future for BMI [2025-10-18T03:23:25.164140] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:25.164887] [DEBUG] [LOCAL ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt [2025-10-18T03:23:25.164942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:25.164976] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:25.165002] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:25.165061] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:25.182286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:25.182880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:25.182963] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:25.182996] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:25.226786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:25.226864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:25.226899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:25.226927] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:25.230002] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=5.10%) [2025-10-18T03:23:25.230253] [INFO ] [FORECASTER] Completed predict_future for BMI [2025-10-18T03:23:25.230388] [INFO ] [sig ] BMI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:25.372306] [INFO ] [LOCAL ] Saved forecast: BMI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BMI.txt [2025-10-18T03:23:25.372543] [INFO ] [sig ] [250/2083] Completed BMI in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:25.372584] [INFO ] [sig ] [251/2083] Forecasting BMN... [2025-10-18T03:23:25.372614] [INFO ] [sig ] Generating forecast for: BMN [2025-10-18T03:23:25.372673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'. [2025-10-18T03:23:25.382094] [DEBUG] [REMOTE ] Successfully parsed 1816 rows of historical data for symbol 'BMN'. [2025-10-18T03:23:25.382355] [INFO ] [FORECASTER] Starting predict_future for BMN [2025-10-18T03:23:25.408014] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:25.408711] [DEBUG] [LOCAL ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt [2025-10-18T03:23:25.408766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:25.408800] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:25.408827] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:25.408883] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:25.425814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:25.426350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:25.426434] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:25.426467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:25.466515] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:25.466635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:25.466714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:25.466750] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:25.469930] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: UP (p=75.38%) [2025-10-18T03:23:25.470186] [INFO ] [FORECASTER] Completed predict_future for BMN [2025-10-18T03:23:25.470325] [INFO ] [sig ] BMN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:25.609326] [INFO ] [LOCAL ] Saved forecast: BMN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BMN.txt [2025-10-18T03:23:25.609582] [INFO ] [sig ] [251/2083] Completed BMN in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:25.609624] [INFO ] [sig ] [252/2083] Forecasting BMO... [2025-10-18T03:23:25.609687] [INFO ] [sig ] Generating forecast for: BMO [2025-10-18T03:23:25.609741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-10-18T03:23:25.620162] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMO'. [2025-10-18T03:23:25.620499] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-10-18T03:23:25.645848] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:25.646513] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-10-18T03:23:25.646569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:25.646601] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:25.646629] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:25.646725] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:25.663789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:25.664327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:25.664410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:25.664444] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:25.705634] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:25.705732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:25.705772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:25.705802] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:25.708883] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=76.97%) [2025-10-18T03:23:25.709145] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-10-18T03:23:25.709318] [INFO ] [sig ] BMO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:25.848202] [INFO ] [LOCAL ] Saved forecast: BMO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BMO.txt [2025-10-18T03:23:25.848406] [INFO ] [sig ] [252/2083] Completed BMO in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:25.848447] [INFO ] [sig ] [253/2083] Forecasting BMY... [2025-10-18T03:23:25.848476] [INFO ] [sig ] Generating forecast for: BMY [2025-10-18T03:23:25.848507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'. [2025-10-18T03:23:25.858294] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMY'. [2025-10-18T03:23:25.858551] [INFO ] [FORECASTER] Starting predict_future for BMY [2025-10-18T03:23:25.884046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:25.884782] [DEBUG] [LOCAL ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt [2025-10-18T03:23:25.884849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:25.884903] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:25.884933] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:25.884989] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:25.902036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:25.902562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:25.902661] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:25.902719] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:25.945773] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:25.945848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:25.945882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:25.945910] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:25.948951] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=20.14%) [2025-10-18T03:23:25.949205] [INFO ] [FORECASTER] Completed predict_future for BMY [2025-10-18T03:23:25.949346] [INFO ] [sig ] BMY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:26.087581] [INFO ] [LOCAL ] Saved forecast: BMY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BMY.txt [2025-10-18T03:23:26.087823] [INFO ] [sig ] [253/2083] Completed BMY in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:26.087883] [INFO ] [sig ] [254/2083] Forecasting BN... [2025-10-18T03:23:26.087916] [INFO ] [sig ] Generating forecast for: BN [2025-10-18T03:23:26.087945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-10-18T03:23:26.096314] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BN'. [2025-10-18T03:23:26.096564] [INFO ] [FORECASTER] Starting predict_future for BN [2025-10-18T03:23:26.121595] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:26.122328] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-10-18T03:23:26.122383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:26.122416] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:26.122442] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:26.122499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:26.139286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:26.139862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:26.139942] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:26.139975] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:26.179905] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:26.179980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:26.180015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:26.180043] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:26.183108] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=4.60%) [2025-10-18T03:23:26.183365] [INFO ] [FORECASTER] Completed predict_future for BN [2025-10-18T03:23:26.183508] [INFO ] [sig ] BN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:26.321028] [INFO ] [LOCAL ] Saved forecast: BN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BN.txt [2025-10-18T03:23:26.321245] [INFO ] [sig ] [254/2083] Completed BN in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:26.321285] [INFO ] [sig ] [255/2083] Forecasting BNED... [2025-10-18T03:23:26.321314] [INFO ] [sig ] Generating forecast for: BNED [2025-10-18T03:23:26.321344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'. [2025-10-18T03:23:26.331682] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNED'. [2025-10-18T03:23:26.332048] [INFO ] [FORECASTER] Starting predict_future for BNED [2025-10-18T03:23:26.357348] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:26.358133] [DEBUG] [LOCAL ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt [2025-10-18T03:23:26.358189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:26.358222] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:26.358250] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:26.358308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:26.375223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:26.375801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:26.375883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:26.375916] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:26.418141] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:26.418226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:26.418261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:26.418289] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:26.422023] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=56.75%) [2025-10-18T03:23:26.422310] [INFO ] [FORECASTER] Completed predict_future for BNED [2025-10-18T03:23:26.422451] [INFO ] [sig ] BNED: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:26.561403] [INFO ] [LOCAL ] Saved forecast: BNED 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BNED.txt [2025-10-18T03:23:26.561717] [INFO ] [sig ] [255/2083] Completed BNED in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:26.561781] [INFO ] [sig ] [256/2083] Forecasting BNH... [2025-10-18T03:23:26.561816] [INFO ] [sig ] Generating forecast for: BNH [2025-10-18T03:23:26.561899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-10-18T03:23:26.571230] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNH'. [2025-10-18T03:23:26.571512] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-10-18T03:23:26.596993] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:26.597710] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-10-18T03:23:26.597794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:26.597844] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:26.597872] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:26.597929] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:26.615220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:26.615832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:26.615920] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:26.615953] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:26.657374] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:26.657447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:26.657482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:26.657509] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:26.660595] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=99.20%) [2025-10-18T03:23:26.660879] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-10-18T03:23:26.661024] [INFO ] [sig ] BNH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:26.801409] [INFO ] [LOCAL ] Saved forecast: BNH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BNH.txt [2025-10-18T03:23:26.801685] [INFO ] [sig ] [256/2083] Completed BNH in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:26.801747] [INFO ] [sig ] [257/2083] Forecasting BNJ... [2025-10-18T03:23:26.801780] [INFO ] [sig ] Generating forecast for: BNJ [2025-10-18T03:23:26.801811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-10-18T03:23:26.811399] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNJ'. [2025-10-18T03:23:26.811682] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-10-18T03:23:26.837126] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:26.837897] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-10-18T03:23:26.837952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:26.837985] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:26.838013] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:26.838071] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:26.854941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:26.855468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:26.855547] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:26.855580] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:26.897485] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:26.897566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:26.897601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:26.897629] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:26.900815] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=89.43%) [2025-10-18T03:23:26.901068] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-10-18T03:23:26.901207] [INFO ] [sig ] BNJ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:27.043044] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BNJ.txt [2025-10-18T03:23:27.043275] [INFO ] [sig ] [257/2083] Completed BNJ in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:27.043319] [INFO ] [sig ] [258/2083] Forecasting BNL... [2025-10-18T03:23:27.043349] [INFO ] [sig ] Generating forecast for: BNL [2025-10-18T03:23:27.043380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-10-18T03:23:27.057000] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNL'. [2025-10-18T03:23:27.057732] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-10-18T03:23:27.084479] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:27.085244] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-10-18T03:23:27.085301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:27.085337] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:27.085364] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:27.085423] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:27.103417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:27.104032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:27.104120] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:27.104154] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:27.150725] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:27.150859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:27.150918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:27.150950] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:27.154378] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=91.57%) [2025-10-18T03:23:27.154680] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-10-18T03:23:27.154850] [INFO ] [sig ] BNL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:27.293625] [INFO ] [LOCAL ] Saved forecast: BNL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BNL.txt [2025-10-18T03:23:27.293928] [INFO ] [sig ] [258/2083] Completed BNL in 0.3s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:27.293973] [INFO ] [sig ] [259/2083] Forecasting BNS... [2025-10-18T03:23:27.294004] [INFO ] [sig ] Generating forecast for: BNS [2025-10-18T03:23:27.294034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-10-18T03:23:27.304946] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNS'. [2025-10-18T03:23:27.305464] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-10-18T03:23:27.336857] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:27.337758] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-10-18T03:23:27.337862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:27.337904] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:27.337934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:27.337994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:27.355495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:27.356086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:27.356172] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:27.356207] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:27.403579] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:27.403722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:27.403795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:27.403839] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:27.408809] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=40.42%) [2025-10-18T03:23:27.409257] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-10-18T03:23:27.409460] [INFO ] [sig ] BNS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:27.556219] [INFO ] [LOCAL ] Saved forecast: BNS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BNS.txt [2025-10-18T03:23:27.556449] [INFO ] [sig ] [259/2083] Completed BNS in 0.3s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:27.556491] [INFO ] [sig ] [260/2083] Forecasting BNT... [2025-10-18T03:23:27.556521] [INFO ] [sig ] Generating forecast for: BNT [2025-10-18T03:23:27.556552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'. [2025-10-18T03:23:27.566670] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNT'. [2025-10-18T03:23:27.566928] [INFO ] [FORECASTER] Starting predict_future for BNT [2025-10-18T03:23:27.592628] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:27.593363] [DEBUG] [LOCAL ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt [2025-10-18T03:23:27.593419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:27.593452] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:27.593494] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:27.593554] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:27.611126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:27.611697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:27.611782] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:27.611818] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:27.655547] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:27.655627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:27.655700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:27.655742] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:27.659457] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: DOWN (p=6.27%) [2025-10-18T03:23:27.659761] [INFO ] [FORECASTER] Completed predict_future for BNT [2025-10-18T03:23:27.659920] [INFO ] [sig ] BNT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:27.799564] [INFO ] [LOCAL ] Saved forecast: BNT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BNT.txt [2025-10-18T03:23:27.799810] [INFO ] [sig ] [260/2083] Completed BNT in 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.4m [2025-10-18T03:23:27.799884] [INFO ] [sig ] [261/2083] Forecasting BNY... [2025-10-18T03:23:27.799926] [INFO ] [sig ] Generating forecast for: BNY [2025-10-18T03:23:27.799959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-10-18T03:23:27.808743] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNY'. [2025-10-18T03:23:27.809006] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-10-18T03:23:27.834476] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:27.835188] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-10-18T03:23:27.835243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:27.835275] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:27.835302] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:27.835359] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:27.852777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:27.853347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:27.853429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:27.853463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:27.900000] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:27.900085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:27.900121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:27.900149] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:27.903349] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=96.82%) [2025-10-18T03:23:27.903611] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-10-18T03:23:27.903791] [INFO ] [sig ] BNY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:28.046157] [INFO ] [LOCAL ] Saved forecast: BNY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BNY.txt [2025-10-18T03:23:28.046413] [INFO ] [sig ] [261/2083] Completed BNY in 0.2s | 4.13 sym/s | Total: 1.1m | ETA: 7.4m [2025-10-18T03:23:28.046454] [INFO ] [sig ] [262/2083] Forecasting BOC... [2025-10-18T03:23:28.046484] [INFO ] [sig ] Generating forecast for: BOC [2025-10-18T03:23:28.046517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-10-18T03:23:28.056834] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOC'. [2025-10-18T03:23:28.057106] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-10-18T03:23:28.082938] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:28.083619] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-10-18T03:23:28.083696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:28.083739] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:28.083769] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:28.083826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:28.101703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:28.102245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:28.102374] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:28.102429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:28.152144] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:28.152229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:28.152264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:28.152291] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:28.155384] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=3.94%) [2025-10-18T03:23:28.155636] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-10-18T03:23:28.155813] [INFO ] [sig ] BOC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:28.300617] [INFO ] [LOCAL ] Saved forecast: BOC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BOC.txt [2025-10-18T03:23:28.300890] [INFO ] [sig ] [262/2083] Completed BOC in 0.3s | 4.13 sym/s | Total: 1.1m | ETA: 7.4m [2025-10-18T03:23:28.300938] [INFO ] [sig ] [263/2083] Forecasting BOE... [2025-10-18T03:23:28.300969] [INFO ] [sig ] Generating forecast for: BOE [2025-10-18T03:23:28.300999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'. [2025-10-18T03:23:28.310720] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOE'. [2025-10-18T03:23:28.310978] [INFO ] [FORECASTER] Starting predict_future for BOE [2025-10-18T03:23:28.336788] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:28.337552] [DEBUG] [LOCAL ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt [2025-10-18T03:23:28.337609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:28.337664] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:28.337718] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:28.337826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:28.355179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:28.355806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:28.355894] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:28.355928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:28.394427] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:28.394508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:28.394544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:28.394573] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:28.397695] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=84.43%) [2025-10-18T03:23:28.397985] [INFO ] [FORECASTER] Completed predict_future for BOE [2025-10-18T03:23:28.398137] [INFO ] [sig ] BOE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:28.539408] [INFO ] [LOCAL ] Saved forecast: BOE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BOE.txt [2025-10-18T03:23:28.539638] [INFO ] [sig ] [263/2083] Completed BOE in 0.2s | 4.13 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:28.539720] [INFO ] [sig ] [264/2083] Forecasting BOH... [2025-10-18T03:23:28.539754] [INFO ] [sig ] Generating forecast for: BOH [2025-10-18T03:23:28.539785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-10-18T03:23:28.549174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOH'. [2025-10-18T03:23:28.549433] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-10-18T03:23:28.574674] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:28.575410] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-10-18T03:23:28.575467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:28.575501] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:28.575528] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:28.575585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:28.593798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:28.594406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:28.594495] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:28.594529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:28.637464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:28.637548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:28.637583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:28.637611] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:28.640772] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=78.64%) [2025-10-18T03:23:28.641028] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-10-18T03:23:28.641166] [INFO ] [sig ] BOH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:28.780956] [INFO ] [LOCAL ] Saved forecast: BOH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BOH.txt [2025-10-18T03:23:28.781178] [INFO ] [sig ] [264/2083] Completed BOH in 0.2s | 4.13 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:28.781221] [INFO ] [sig ] [265/2083] Forecasting BOND... [2025-10-18T03:23:28.781252] [INFO ] [sig ] Generating forecast for: BOND [2025-10-18T03:23:28.781282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-10-18T03:23:28.791470] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOND'. [2025-10-18T03:23:28.791762] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-10-18T03:23:28.816973] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:28.817677] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-10-18T03:23:28.817751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:28.817806] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:28.817837] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:28.817894] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:28.834575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:28.835134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:28.835213] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:28.835247] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:28.879526] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:28.879610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:28.879672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:28.879738] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:28.886404] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=64.34%) [2025-10-18T03:23:28.886686] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-10-18T03:23:28.886844] [INFO ] [sig ] BOND: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:29.029341] [INFO ] [LOCAL ] Saved forecast: BOND 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BOND.txt [2025-10-18T03:23:29.029589] [INFO ] [sig ] [265/2083] Completed BOND in 0.2s | 4.13 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:29.029631] [INFO ] [sig ] [266/2083] Forecasting BOOT... [2025-10-18T03:23:29.029700] [INFO ] [sig ] Generating forecast for: BOOT [2025-10-18T03:23:29.029743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'. [2025-10-18T03:23:29.039116] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOOT'. [2025-10-18T03:23:29.039367] [INFO ] [FORECASTER] Starting predict_future for BOOT [2025-10-18T03:23:29.064808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:29.065510] [DEBUG] [LOCAL ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt [2025-10-18T03:23:29.065563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:29.065595] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:29.065621] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:29.065706] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:29.086660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:29.087236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:29.087319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:29.087354] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:29.129110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:29.129189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:29.129224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:29.129252] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:29.132312] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: UP (p=93.48%) [2025-10-18T03:23:29.132563] [INFO ] [FORECASTER] Completed predict_future for BOOT [2025-10-18T03:23:29.132727] [INFO ] [sig ] BOOT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:29.271954] [INFO ] [LOCAL ] Saved forecast: BOOT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BOOT.txt [2025-10-18T03:23:29.272171] [INFO ] [sig ] [266/2083] Completed BOOT in 0.2s | 4.13 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:29.272213] [INFO ] [sig ] [267/2083] Forecasting BORR... [2025-10-18T03:23:29.272243] [INFO ] [sig ] Generating forecast for: BORR [2025-10-18T03:23:29.272273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'. [2025-10-18T03:23:29.284299] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BORR'. [2025-10-18T03:23:29.284874] [INFO ] [FORECASTER] Starting predict_future for BORR [2025-10-18T03:23:29.313094] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:29.314087] [DEBUG] [LOCAL ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt [2025-10-18T03:23:29.314145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:29.314183] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:29.314213] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:29.314299] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:29.331891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:29.332785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:29.332886] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:29.332921] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:29.381902] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:29.382164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:29.382212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:29.382243] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:29.386327] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: UP (p=92.76%) [2025-10-18T03:23:29.386827] [INFO ] [FORECASTER] Completed predict_future for BORR [2025-10-18T03:23:29.387102] [INFO ] [sig ] BORR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:29.641253] [INFO ] [LOCAL ] Saved forecast: BORR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BORR.txt [2025-10-18T03:23:29.641616] [INFO ] [sig ] [267/2083] Completed BORR in 0.4s | 4.12 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:29.641708] [INFO ] [sig ] [268/2083] Forecasting BOW... [2025-10-18T03:23:29.641754] [INFO ] [sig ] Generating forecast for: BOW [2025-10-18T03:23:29.641791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'. [2025-10-18T03:23:29.653422] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOW'. [2025-10-18T03:23:29.653949] [INFO ] [FORECASTER] Starting predict_future for BOW [2025-10-18T03:23:29.682977] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:29.683917] [DEBUG] [LOCAL ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt [2025-10-18T03:23:29.683976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:29.684012] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:29.684042] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:29.684103] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:29.702199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:29.702998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:29.703099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:29.703136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:29.748014] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:29.748255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:29.748302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:29.748332] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:29.752430] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-10-18T03:23:29.752805] [INFO ] [FORECASTER] Completed predict_future for BOW [2025-10-18T03:23:29.752990] [INFO ] [sig ] BOW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:29.904562] [INFO ] [LOCAL ] Saved forecast: BOW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BOW.txt [2025-10-18T03:23:29.904997] [INFO ] [sig ] [268/2083] Completed BOW in 0.3s | 4.12 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:29.905110] [INFO ] [sig ] [269/2083] Forecasting BOX... [2025-10-18T03:23:29.905152] [INFO ] [sig ] Generating forecast for: BOX [2025-10-18T03:23:29.905186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-10-18T03:23:29.917149] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOX'. [2025-10-18T03:23:29.917847] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-10-18T03:23:29.947273] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:29.948294] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-10-18T03:23:29.948355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:29.948392] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:29.948421] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:29.948483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:29.966123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:29.967242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:29.967355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:29.967398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:30.012047] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:30.012297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:30.012347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:30.012409] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:30.016528] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=86.88%) [2025-10-18T03:23:30.016883] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-10-18T03:23:30.017064] [INFO ] [sig ] BOX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:30.168388] [INFO ] [LOCAL ] Saved forecast: BOX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BOX.txt [2025-10-18T03:23:30.168817] [INFO ] [sig ] [269/2083] Completed BOX in 0.3s | 4.12 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:30.168883] [INFO ] [sig ] [270/2083] Forecasting BP... [2025-10-18T03:23:30.168917] [INFO ] [sig ] Generating forecast for: BP [2025-10-18T03:23:30.168952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-10-18T03:23:30.182366] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BP'. [2025-10-18T03:23:30.182896] [INFO ] [FORECASTER] Starting predict_future for BP [2025-10-18T03:23:30.211385] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:30.212417] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-10-18T03:23:30.212480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:30.212518] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:30.212547] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:30.212620] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:30.230540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:30.231684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:30.231792] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:30.231830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:30.278543] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:30.278845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:30.278911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:30.278947] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:30.283070] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=18.22%) [2025-10-18T03:23:30.283384] [INFO ] [FORECASTER] Completed predict_future for BP [2025-10-18T03:23:30.283552] [INFO ] [sig ] BP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:30.430363] [INFO ] [LOCAL ] Saved forecast: BP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BP.txt [2025-10-18T03:23:30.430805] [INFO ] [sig ] [270/2083] Completed BP in 0.3s | 4.12 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:30.430894] [INFO ] [sig ] [271/2083] Forecasting BR... [2025-10-18T03:23:30.430937] [INFO ] [sig ] Generating forecast for: BR [2025-10-18T03:23:30.430973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BR' from 'https://tdm.silogroup.org/data/derivative_storage/BR.csv'. [2025-10-18T03:23:30.441936] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BR'. [2025-10-18T03:23:30.442339] [INFO ] [FORECASTER] Starting predict_future for BR [2025-10-18T03:23:30.470132] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:30.471074] [DEBUG] [LOCAL ] No optimal features file found for BR: ./output/feature-sets/BR.txt [2025-10-18T03:23:30.471131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:30.471166] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:30.471194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:30.471254] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:30.489706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:30.490637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:30.490778] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:30.490818] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:30.536127] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:30.536374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:30.536422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:30.536455] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:30.540776] [DEBUG] [FORECASTER] BR: Forecast T+1@11:T+2@11: UP (p=96.27%) [2025-10-18T03:23:30.541113] [INFO ] [FORECASTER] Completed predict_future for BR [2025-10-18T03:23:30.541273] [INFO ] [sig ] BR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:30.686824] [INFO ] [LOCAL ] Saved forecast: BR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BR.txt [2025-10-18T03:23:30.687244] [INFO ] [sig ] [271/2083] Completed BR in 0.3s | 4.12 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:30.687301] [INFO ] [sig ] [272/2083] Forecasting BRC... [2025-10-18T03:23:30.687335] [INFO ] [sig ] Generating forecast for: BRC [2025-10-18T03:23:30.687375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-10-18T03:23:30.698501] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRC'. [2025-10-18T03:23:30.699066] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-10-18T03:23:30.728235] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:30.729320] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-10-18T03:23:30.729390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:30.729436] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:30.729541] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:30.729614] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:30.749054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:30.750359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:30.750465] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:30.750503] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:30.803392] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:30.803666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:30.803737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:30.803800] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:30.808078] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=99.41%) [2025-10-18T03:23:30.808496] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-10-18T03:23:30.808723] [INFO ] [sig ] BRC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:30.976976] [INFO ] [LOCAL ] Saved forecast: BRC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BRC.txt [2025-10-18T03:23:30.977363] [INFO ] [sig ] [272/2083] Completed BRC in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:30.977412] [INFO ] [sig ] [273/2083] Forecasting BRCC... [2025-10-18T03:23:30.977445] [INFO ] [sig ] Generating forecast for: BRCC [2025-10-18T03:23:30.977481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-10-18T03:23:30.995571] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRCC'. [2025-10-18T03:23:30.996022] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-10-18T03:23:31.023947] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:31.024904] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-10-18T03:23:31.024963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:31.025002] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:31.025033] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:31.025095] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:31.043186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:31.043934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:31.044048] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:31.044094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:31.089877] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:31.090071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:31.090146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:31.090210] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:31.094117] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=55.34%) [2025-10-18T03:23:31.094434] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-10-18T03:23:31.094598] [INFO ] [sig ] BRCC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:31.255962] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BRCC.txt [2025-10-18T03:23:31.256281] [INFO ] [sig ] [273/2083] Completed BRCC in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:31.256325] [INFO ] [sig ] [274/2083] Forecasting BRO... [2025-10-18T03:23:31.256355] [INFO ] [sig ] Generating forecast for: BRO [2025-10-18T03:23:31.256386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-10-18T03:23:31.267059] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRO'. [2025-10-18T03:23:31.267833] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-10-18T03:23:31.296115] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:31.297051] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-10-18T03:23:31.297110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:31.297147] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:31.297177] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:31.297238] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:31.315046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:31.315930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:31.316030] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:31.316065] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:31.364637] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:31.364877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:31.364924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:31.364956] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:31.369283] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=63.73%) [2025-10-18T03:23:31.369681] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-10-18T03:23:31.369869] [INFO ] [sig ] BRO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:31.518144] [INFO ] [LOCAL ] Saved forecast: BRO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BRO.txt [2025-10-18T03:23:31.518536] [INFO ] [sig ] [274/2083] Completed BRO in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:31.518586] [INFO ] [sig ] [275/2083] Forecasting BRT... [2025-10-18T03:23:31.518621] [INFO ] [sig ] Generating forecast for: BRT [2025-10-18T03:23:31.518688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'. [2025-10-18T03:23:31.529208] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRT'. [2025-10-18T03:23:31.529605] [INFO ] [FORECASTER] Starting predict_future for BRT [2025-10-18T03:23:31.555770] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:31.556635] [DEBUG] [LOCAL ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt [2025-10-18T03:23:31.556722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:31.556760] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:31.556790] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:31.556850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:31.575051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:31.576388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:31.576496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:31.576535] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:31.613677] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:31.613885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:31.613954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:31.613987] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:31.618235] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: UP (p=88.63%) [2025-10-18T03:23:31.618552] [INFO ] [FORECASTER] Completed predict_future for BRT [2025-10-18T03:23:31.618744] [INFO ] [sig ] BRT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:31.757247] [INFO ] [LOCAL ] Saved forecast: BRT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BRT.txt [2025-10-18T03:23:31.757518] [INFO ] [sig ] [275/2083] Completed BRT in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:31.757561] [INFO ] [sig ] [276/2083] Forecasting BRW... [2025-10-18T03:23:31.757590] [INFO ] [sig ] Generating forecast for: BRW [2025-10-18T03:23:31.757621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'. [2025-10-18T03:23:31.766088] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRW'. [2025-10-18T03:23:31.766390] [INFO ] [FORECASTER] Starting predict_future for BRW [2025-10-18T03:23:31.791905] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:31.792593] [DEBUG] [LOCAL ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt [2025-10-18T03:23:31.792669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:31.792723] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:31.792753] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:31.792811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:31.810307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:31.810915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:31.811003] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:31.811036] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:31.847423] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:31.847516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:31.847552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:31.847580] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:31.850757] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: DOWN (p=7.20%) [2025-10-18T03:23:31.851040] [INFO ] [FORECASTER] Completed predict_future for BRW [2025-10-18T03:23:31.851182] [INFO ] [sig ] BRW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:31.990323] [INFO ] [LOCAL ] Saved forecast: BRW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BRW.txt [2025-10-18T03:23:31.990573] [INFO ] [sig ] [276/2083] Completed BRW in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:31.990615] [INFO ] [sig ] [277/2083] Forecasting BRX... [2025-10-18T03:23:31.990670] [INFO ] [sig ] Generating forecast for: BRX [2025-10-18T03:23:31.990725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-10-18T03:23:31.999257] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRX'. [2025-10-18T03:23:31.999522] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-10-18T03:23:32.024466] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:32.025190] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-10-18T03:23:32.025245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:32.025278] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:32.025305] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:32.025365] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:32.042208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:32.042778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:32.042864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:32.042897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:32.077529] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:32.077610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:32.077671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:32.077724] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:32.080940] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=96.24%) [2025-10-18T03:23:32.081199] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-10-18T03:23:32.081336] [INFO ] [sig ] BRX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:32.223143] [INFO ] [LOCAL ] Saved forecast: BRX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BRX.txt [2025-10-18T03:23:32.223424] [INFO ] [sig ] [277/2083] Completed BRX in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:32.223485] [INFO ] [sig ] [278/2083] Forecasting BSAC... [2025-10-18T03:23:32.223520] [INFO ] [sig ] Generating forecast for: BSAC [2025-10-18T03:23:32.223551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-10-18T03:23:32.233092] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSAC'. [2025-10-18T03:23:32.233400] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-10-18T03:23:32.258341] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:32.259058] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-10-18T03:23:32.259113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:32.259146] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:32.259172] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:32.259229] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:32.275985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:32.276511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:32.276590] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:32.276623] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:32.313338] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:32.313426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:32.313462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:32.313522] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:32.318345] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=1.27%) [2025-10-18T03:23:32.318623] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-10-18T03:23:32.318799] [INFO ] [sig ] BSAC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:32.468697] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BSAC.txt [2025-10-18T03:23:32.469012] [INFO ] [sig ] [278/2083] Completed BSAC in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:32.469068] [INFO ] [sig ] [279/2083] Forecasting BSBR... [2025-10-18T03:23:32.469101] [INFO ] [sig ] Generating forecast for: BSBR [2025-10-18T03:23:32.469134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'. [2025-10-18T03:23:32.478626] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSBR'. [2025-10-18T03:23:32.478972] [INFO ] [FORECASTER] Starting predict_future for BSBR [2025-10-18T03:23:32.505810] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:32.506588] [DEBUG] [LOCAL ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt [2025-10-18T03:23:32.506669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:32.506724] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:32.506757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:32.506822] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:32.524296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:32.525037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:32.525124] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:32.525158] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:32.561204] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:32.561305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:32.561342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:32.561388] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:32.564576] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: UP (p=75.17%) [2025-10-18T03:23:32.564880] [INFO ] [FORECASTER] Completed predict_future for BSBR [2025-10-18T03:23:32.565025] [INFO ] [sig ] BSBR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:32.706270] [INFO ] [LOCAL ] Saved forecast: BSBR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BSBR.txt [2025-10-18T03:23:32.706494] [INFO ] [sig ] [279/2083] Completed BSBR in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:32.706538] [INFO ] [sig ] [280/2083] Forecasting BSM... [2025-10-18T03:23:32.706578] [INFO ] [sig ] Generating forecast for: BSM [2025-10-18T03:23:32.706620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-10-18T03:23:32.716002] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSM'. [2025-10-18T03:23:32.716284] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-10-18T03:23:32.741910] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:32.742580] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-10-18T03:23:32.742633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:32.742706] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:32.742743] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:32.742801] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:32.760025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:32.760545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:32.760625] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:32.760695] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:32.795510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:32.795681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:32.795739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:32.795772] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:32.799220] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=26.33%) [2025-10-18T03:23:32.799493] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-10-18T03:23:32.799633] [INFO ] [sig ] BSM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:32.941354] [INFO ] [LOCAL ] Saved forecast: BSM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BSM.txt [2025-10-18T03:23:32.941584] [INFO ] [sig ] [280/2083] Completed BSM in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:32.941630] [INFO ] [sig ] [281/2083] Forecasting BSTZ... [2025-10-18T03:23:32.941705] [INFO ] [sig ] Generating forecast for: BSTZ [2025-10-18T03:23:32.941749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-10-18T03:23:32.950294] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSTZ'. [2025-10-18T03:23:32.950553] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-10-18T03:23:32.975866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:32.976596] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-10-18T03:23:32.976675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:32.976729] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:32.976760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:32.976822] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:32.994506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:32.995107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:32.995192] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:32.995226] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:33.030561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:33.030638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:33.030716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:33.030749] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:33.033984] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=94.05%) [2025-10-18T03:23:33.034236] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-10-18T03:23:33.034378] [INFO ] [sig ] BSTZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:33.177661] [INFO ] [LOCAL ] Saved forecast: BSTZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BSTZ.txt [2025-10-18T03:23:33.177999] [INFO ] [sig ] [281/2083] Completed BSTZ in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:33.178063] [INFO ] [sig ] [282/2083] Forecasting BSX... [2025-10-18T03:23:33.178097] [INFO ] [sig ] Generating forecast for: BSX [2025-10-18T03:23:33.178128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-10-18T03:23:33.188293] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSX'. [2025-10-18T03:23:33.188555] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-10-18T03:23:33.214386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:33.215111] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-10-18T03:23:33.215165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:33.215198] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:33.215226] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:33.215282] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:33.232738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:33.233286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:33.233370] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:33.233404] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:33.279586] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:33.279722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:33.279771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:33.279800] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:33.283018] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=58.77%) [2025-10-18T03:23:33.283281] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-10-18T03:23:33.283422] [INFO ] [sig ] BSX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:33.431883] [INFO ] [LOCAL ] Saved forecast: BSX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BSX.txt [2025-10-18T03:23:33.432165] [INFO ] [sig ] [282/2083] Completed BSX in 0.3s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:33.432212] [INFO ] [sig ] [283/2083] Forecasting BTA... [2025-10-18T03:23:33.432242] [INFO ] [sig ] Generating forecast for: BTA [2025-10-18T03:23:33.432274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'. [2025-10-18T03:23:33.441457] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTA'. [2025-10-18T03:23:33.441762] [INFO ] [FORECASTER] Starting predict_future for BTA [2025-10-18T03:23:33.469579] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:33.470517] [DEBUG] [LOCAL ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt [2025-10-18T03:23:33.470576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:33.470612] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:33.470662] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:33.470749] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:33.488296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:33.488979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:33.489074] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:33.489110] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:33.523592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:33.523719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:33.523768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:33.523799] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:33.527001] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=64.12%) [2025-10-18T03:23:33.527275] [INFO ] [FORECASTER] Completed predict_future for BTA [2025-10-18T03:23:33.527410] [INFO ] [sig ] BTA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:33.667610] [INFO ] [LOCAL ] Saved forecast: BTA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BTA.txt [2025-10-18T03:23:33.667947] [INFO ] [sig ] [283/2083] Completed BTA in 0.2s | 4.11 sym/s | Total: 1.1m | ETA: 7.3m [2025-10-18T03:23:33.668015] [INFO ] [sig ] [284/2083] Forecasting BTCM... [2025-10-18T03:23:33.668051] [INFO ] [sig ] Generating forecast for: BTCM [2025-10-18T03:23:33.668083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTCM' from 'https://tdm.silogroup.org/data/derivative_storage/BTCM.csv'. [2025-10-18T03:23:33.677916] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTCM'. [2025-10-18T03:23:33.678289] [INFO ] [FORECASTER] Starting predict_future for BTCM [2025-10-18T03:23:33.704082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:33.704855] [DEBUG] [LOCAL ] No optimal features file found for BTCM: ./output/feature-sets/BTCM.txt [2025-10-18T03:23:33.704911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:33.704946] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:33.704973] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:33.705031] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:33.722277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:33.722875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:33.722960] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:33.722995] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:33.758060] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:33.758176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:33.758214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:33.758242] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:33.761527] [DEBUG] [FORECASTER] BTCM: Forecast T+1@11:T+2@11: DOWN (p=5.82%) [2025-10-18T03:23:33.761840] [INFO ] [FORECASTER] Completed predict_future for BTCM [2025-10-18T03:23:33.761986] [INFO ] [sig ] BTCM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:33.917409] [INFO ] [LOCAL ] Saved forecast: BTCM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BTCM.txt [2025-10-18T03:23:33.917775] [INFO ] [sig ] [284/2083] Completed BTCM in 0.2s | 4.11 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:33.917839] [INFO ] [sig ] [285/2083] Forecasting BTI... [2025-10-18T03:23:33.917895] [INFO ] [sig ] Generating forecast for: BTI [2025-10-18T03:23:33.917967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-10-18T03:23:33.930748] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTI'. [2025-10-18T03:23:33.931185] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-10-18T03:23:33.956460] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:33.957165] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-10-18T03:23:33.957221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:33.957253] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:33.957280] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:33.957337] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:33.974211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:33.974786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:33.974867] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:33.974901] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:34.010494] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:34.010611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:34.010675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:34.010725] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:34.014030] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=64.27%) [2025-10-18T03:23:34.014625] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-10-18T03:23:34.014828] [INFO ] [sig ] BTI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:34.152329] [INFO ] [LOCAL ] Saved forecast: BTI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BTI.txt [2025-10-18T03:23:34.152568] [INFO ] [sig ] [285/2083] Completed BTI in 0.2s | 4.11 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:34.152611] [INFO ] [sig ] [286/2083] Forecasting BTO... [2025-10-18T03:23:34.152661] [INFO ] [sig ] Generating forecast for: BTO [2025-10-18T03:23:34.152719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'. [2025-10-18T03:23:34.162213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTO'. [2025-10-18T03:23:34.162486] [INFO ] [FORECASTER] Starting predict_future for BTO [2025-10-18T03:23:34.187448] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:34.188198] [DEBUG] [LOCAL ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt [2025-10-18T03:23:34.188253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:34.188287] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:34.188314] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:34.188371] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:34.205291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:34.205923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:34.206006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:34.206040] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:34.241320] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:34.241400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:34.241436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:34.241464] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:34.244735] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=0.69%) [2025-10-18T03:23:34.244990] [INFO ] [FORECASTER] Completed predict_future for BTO [2025-10-18T03:23:34.245123] [INFO ] [sig ] BTO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:34.383363] [INFO ] [LOCAL ] Saved forecast: BTO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BTO.txt [2025-10-18T03:23:34.383598] [INFO ] [sig ] [286/2083] Completed BTO in 0.2s | 4.11 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:34.383661] [INFO ] [sig ] [287/2083] Forecasting BTU... [2025-10-18T03:23:34.383716] [INFO ] [sig ] Generating forecast for: BTU [2025-10-18T03:23:34.383752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'. [2025-10-18T03:23:34.393334] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTU'. [2025-10-18T03:23:34.393613] [INFO ] [FORECASTER] Starting predict_future for BTU [2025-10-18T03:23:34.418713] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:34.419414] [DEBUG] [LOCAL ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt [2025-10-18T03:23:34.419469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:34.419502] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:34.419529] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:34.419586] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:34.436381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:34.436946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:34.437027] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:34.437060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:34.473107] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:34.473190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:34.473225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:34.473254] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:34.476297] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: DOWN (p=22.47%) [2025-10-18T03:23:34.476551] [INFO ] [FORECASTER] Completed predict_future for BTU [2025-10-18T03:23:34.476714] [INFO ] [sig ] BTU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:34.614089] [INFO ] [LOCAL ] Saved forecast: BTU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BTU.txt [2025-10-18T03:23:34.614323] [INFO ] [sig ] [287/2083] Completed BTU in 0.2s | 4.11 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:34.614364] [INFO ] [sig ] [288/2083] Forecasting BTZ... [2025-10-18T03:23:34.614394] [INFO ] [sig ] Generating forecast for: BTZ [2025-10-18T03:23:34.614428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-10-18T03:23:34.624097] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTZ'. [2025-10-18T03:23:34.624375] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-10-18T03:23:34.649402] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:34.650121] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-10-18T03:23:34.650176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:34.650208] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:34.650286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:34.650352] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:34.667257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:34.667883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:34.667968] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:34.668002] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:34.701979] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:34.702066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:34.702102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:34.702130] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:34.705169] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=22.91%) [2025-10-18T03:23:34.705420] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-10-18T03:23:34.705554] [INFO ] [sig ] BTZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:34.843483] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BTZ.txt [2025-10-18T03:23:34.843717] [INFO ] [sig ] [288/2083] Completed BTZ in 0.2s | 4.11 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:34.843778] [INFO ] [sig ] [289/2083] Forecasting BUD... [2025-10-18T03:23:34.843811] [INFO ] [sig ] Generating forecast for: BUD [2025-10-18T03:23:34.843843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-10-18T03:23:34.854200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BUD'. [2025-10-18T03:23:34.854470] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-10-18T03:23:34.879377] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:34.880090] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-10-18T03:23:34.880144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:34.880176] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:34.880203] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:34.880260] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:34.897193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:34.897783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:34.897868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:34.897901] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:34.930051] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:34.930133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:34.930168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:34.930196] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:34.933233] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=15.65%) [2025-10-18T03:23:34.933484] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-10-18T03:23:34.933622] [INFO ] [sig ] BUD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:35.075151] [INFO ] [LOCAL ] Saved forecast: BUD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BUD.txt [2025-10-18T03:23:35.075414] [INFO ] [sig ] [289/2083] Completed BUD in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:35.075483] [INFO ] [sig ] [290/2083] Forecasting BUI... [2025-10-18T03:23:35.075517] [INFO ] [sig ] Generating forecast for: BUI [2025-10-18T03:23:35.075549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'. [2025-10-18T03:23:35.085777] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BUI'. [2025-10-18T03:23:35.086113] [INFO ] [FORECASTER] Starting predict_future for BUI [2025-10-18T03:23:35.111848] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:35.112555] [DEBUG] [LOCAL ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt [2025-10-18T03:23:35.112626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:35.112839] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:35.112881] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:35.112941] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:35.130078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:35.130607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:35.130713] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:35.130759] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:35.172295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:35.172392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:35.172428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:35.172456] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:35.175628] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=9.55%) [2025-10-18T03:23:35.175917] [INFO ] [FORECASTER] Completed predict_future for BUI [2025-10-18T03:23:35.176060] [INFO ] [sig ] BUI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:35.316227] [INFO ] [LOCAL ] Saved forecast: BUI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BUI.txt [2025-10-18T03:23:35.316460] [INFO ] [sig ] [290/2083] Completed BUI in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:35.316501] [INFO ] [sig ] [291/2083] Forecasting BUR... [2025-10-18T03:23:35.316532] [INFO ] [sig ] Generating forecast for: BUR [2025-10-18T03:23:35.316563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'. [2025-10-18T03:23:35.326119] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BUR'. [2025-10-18T03:23:35.326390] [INFO ] [FORECASTER] Starting predict_future for BUR [2025-10-18T03:23:35.351932] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:35.352667] [DEBUG] [LOCAL ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt [2025-10-18T03:23:35.352729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:35.352763] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:35.352790] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:35.352848] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:35.370200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:35.370793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:35.370878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:35.370913] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:35.414090] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:35.414560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:35.414602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:35.414631] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:35.418160] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: UP (p=82.43%) [2025-10-18T03:23:35.418419] [INFO ] [FORECASTER] Completed predict_future for BUR [2025-10-18T03:23:35.418562] [INFO ] [sig ] BUR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:35.558824] [INFO ] [LOCAL ] Saved forecast: BUR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BUR.txt [2025-10-18T03:23:35.559129] [INFO ] [sig ] [291/2083] Completed BUR in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:35.559177] [INFO ] [sig ] [292/2083] Forecasting BURL... [2025-10-18T03:23:35.559214] [INFO ] [sig ] Generating forecast for: BURL [2025-10-18T03:23:35.559247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-10-18T03:23:35.569498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BURL'. [2025-10-18T03:23:35.569956] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-10-18T03:23:35.596136] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:35.596981] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-10-18T03:23:35.597039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:35.597076] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:35.597105] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:35.597165] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:35.614591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:35.615211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:35.615298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:35.615333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:35.660318] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:35.660404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:35.660441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:35.660471] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:35.663587] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=97.32%) [2025-10-18T03:23:35.663878] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-10-18T03:23:35.664023] [INFO ] [sig ] BURL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:35.803457] [INFO ] [LOCAL ] Saved forecast: BURL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BURL.txt [2025-10-18T03:23:35.803724] [INFO ] [sig ] [292/2083] Completed BURL in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.3m [2025-10-18T03:23:35.803786] [INFO ] [sig ] [293/2083] Forecasting BUXX... [2025-10-18T03:23:35.803819] [INFO ] [sig ] Generating forecast for: BUXX [2025-10-18T03:23:35.803851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'. [2025-10-18T03:23:35.814218] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'BUXX'. [2025-10-18T03:23:35.814571] [INFO ] [FORECASTER] Starting predict_future for BUXX [2025-10-18T03:23:35.840079] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:35.840810] [DEBUG] [LOCAL ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt [2025-10-18T03:23:35.840865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:35.840898] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:35.840925] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:35.840982] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:35.857728] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:35.858297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:35.858380] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:35.858413] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:35.895177] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:35.895266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:35.895301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:35.895329] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:35.898503] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=67.38%) [2025-10-18T03:23:35.898821] [INFO ] [FORECASTER] Completed predict_future for BUXX [2025-10-18T03:23:35.898971] [INFO ] [sig ] BUXX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:36.036393] [INFO ] [LOCAL ] Saved forecast: BUXX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BUXX.txt [2025-10-18T03:23:36.036662] [INFO ] [sig ] [293/2083] Completed BUXX in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:36.036724] [INFO ] [sig ] [294/2083] Forecasting BV... [2025-10-18T03:23:36.036758] [INFO ] [sig ] Generating forecast for: BV [2025-10-18T03:23:36.036791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'. [2025-10-18T03:23:36.047566] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BV'. [2025-10-18T03:23:36.047965] [INFO ] [FORECASTER] Starting predict_future for BV [2025-10-18T03:23:36.073717] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:36.074462] [DEBUG] [LOCAL ] No optimal features file found for BV: ./output/feature-sets/BV.txt [2025-10-18T03:23:36.074518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:36.074554] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:36.074582] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:36.074661] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:36.092223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:36.093042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:36.093132] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:36.093170] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:36.135539] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:36.135775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:36.135832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:36.135866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:36.139698] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: DOWN (p=46.60%) [2025-10-18T03:23:36.139996] [INFO ] [FORECASTER] Completed predict_future for BV [2025-10-18T03:23:36.140148] [INFO ] [sig ] BV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:36.283918] [INFO ] [LOCAL ] Saved forecast: BV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BV.txt [2025-10-18T03:23:36.284166] [INFO ] [sig ] [294/2083] Completed BV in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:36.284209] [INFO ] [sig ] [295/2083] Forecasting BVN... [2025-10-18T03:23:36.284239] [INFO ] [sig ] Generating forecast for: BVN [2025-10-18T03:23:36.284270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'. [2025-10-18T03:23:36.293960] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BVN'. [2025-10-18T03:23:36.294232] [INFO ] [FORECASTER] Starting predict_future for BVN [2025-10-18T03:23:36.319703] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:36.320410] [DEBUG] [LOCAL ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt [2025-10-18T03:23:36.320466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:36.320500] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:36.320529] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:36.320587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:36.337917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:36.338455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:36.338552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:36.338587] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:36.382070] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:36.382167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:36.382204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:36.382232] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:36.385424] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=15.79%) [2025-10-18T03:23:36.385721] [INFO ] [FORECASTER] Completed predict_future for BVN [2025-10-18T03:23:36.385898] [INFO ] [sig ] BVN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:36.524881] [INFO ] [LOCAL ] Saved forecast: BVN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BVN.txt [2025-10-18T03:23:36.525122] [INFO ] [sig ] [295/2083] Completed BVN in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:36.525165] [INFO ] [sig ] [296/2083] Forecasting BW... [2025-10-18T03:23:36.525195] [INFO ] [sig ] Generating forecast for: BW [2025-10-18T03:23:36.525228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'. [2025-10-18T03:23:36.534973] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BW'. [2025-10-18T03:23:36.535244] [INFO ] [FORECASTER] Starting predict_future for BW [2025-10-18T03:23:36.564628] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:36.565461] [DEBUG] [LOCAL ] No optimal features file found for BW: ./output/feature-sets/BW.txt [2025-10-18T03:23:36.565519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:36.565554] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:36.565583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:36.565660] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:36.583269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:36.583854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:36.583940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:36.583976] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:36.626896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:36.626988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:36.627024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:36.627051] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:36.630255] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: DOWN (p=21.96%) [2025-10-18T03:23:36.630516] [INFO ] [FORECASTER] Completed predict_future for BW [2025-10-18T03:23:36.630683] [INFO ] [sig ] BW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:36.770852] [INFO ] [LOCAL ] Saved forecast: BW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BW.txt [2025-10-18T03:23:36.771087] [INFO ] [sig ] [296/2083] Completed BW in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:36.771128] [INFO ] [sig ] [297/2083] Forecasting BWA... [2025-10-18T03:23:36.771158] [INFO ] [sig ] Generating forecast for: BWA [2025-10-18T03:23:36.771189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-10-18T03:23:36.781267] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWA'. [2025-10-18T03:23:36.781534] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-10-18T03:23:36.806779] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:36.807581] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-10-18T03:23:36.807677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:36.807731] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:36.807804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:36.807869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:36.825130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:36.825712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:36.825803] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:36.825840] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:36.866807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:36.866900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:36.866941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:36.866970] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:36.870166] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-10-18T03:23:36.870428] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-10-18T03:23:36.870579] [INFO ] [sig ] BWA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:37.011582] [INFO ] [LOCAL ] Saved forecast: BWA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BWA.txt [2025-10-18T03:23:37.011837] [INFO ] [sig ] [297/2083] Completed BWA in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:37.011893] [INFO ] [sig ] [298/2083] Forecasting BWLP... [2025-10-18T03:23:37.011926] [INFO ] [sig ] Generating forecast for: BWLP [2025-10-18T03:23:37.011957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'. [2025-10-18T03:23:37.022977] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWLP'. [2025-10-18T03:23:37.023404] [INFO ] [FORECASTER] Starting predict_future for BWLP [2025-10-18T03:23:37.050077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:37.050939] [DEBUG] [LOCAL ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt [2025-10-18T03:23:37.050995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:37.051029] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:37.051057] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:37.051116] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:37.068996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:37.070002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:37.070097] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:37.070131] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:37.114151] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:37.114359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:37.114405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:37.114435] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:37.119148] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: DOWN (p=15.65%) [2025-10-18T03:23:37.119673] [INFO ] [FORECASTER] Completed predict_future for BWLP [2025-10-18T03:23:37.119872] [INFO ] [sig ] BWLP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:37.264239] [INFO ] [LOCAL ] Saved forecast: BWLP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BWLP.txt [2025-10-18T03:23:37.264561] [INFO ] [sig ] [298/2083] Completed BWLP in 0.3s | 4.11 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:37.264609] [INFO ] [sig ] [299/2083] Forecasting BWNB... [2025-10-18T03:23:37.264662] [INFO ] [sig ] Generating forecast for: BWNB [2025-10-18T03:23:37.264731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'. [2025-10-18T03:23:37.275070] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWNB'. [2025-10-18T03:23:37.275394] [INFO ] [FORECASTER] Starting predict_future for BWNB [2025-10-18T03:23:37.300808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:37.301526] [DEBUG] [LOCAL ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt [2025-10-18T03:23:37.301581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:37.301614] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:37.301662] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:37.301746] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:37.318505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:37.319071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:37.319159] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:37.319192] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:37.358178] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:37.358259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:37.358295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:37.358324] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:37.361477] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: UP (p=94.20%) [2025-10-18T03:23:37.361789] [INFO ] [FORECASTER] Completed predict_future for BWNB [2025-10-18T03:23:37.361967] [INFO ] [sig ] BWNB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:37.502140] [INFO ] [LOCAL ] Saved forecast: BWNB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BWNB.txt [2025-10-18T03:23:37.502349] [INFO ] [sig ] [299/2083] Completed BWNB in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:37.502390] [INFO ] [sig ] [300/2083] Forecasting BWSN... [2025-10-18T03:23:37.502420] [INFO ] [sig ] Generating forecast for: BWSN [2025-10-18T03:23:37.502451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWSN' from 'https://tdm.silogroup.org/data/derivative_storage/BWSN.csv'. [2025-10-18T03:23:37.515507] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWSN'. [2025-10-18T03:23:37.515879] [INFO ] [FORECASTER] Starting predict_future for BWSN [2025-10-18T03:23:37.541506] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:37.542267] [DEBUG] [LOCAL ] No optimal features file found for BWSN: ./output/feature-sets/BWSN.txt [2025-10-18T03:23:37.542321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:37.542354] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:37.542382] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:37.542440] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:37.559793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:37.560368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:37.560462] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:37.560518] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:37.599298] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:37.599379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:37.599415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:37.599443] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:37.602572] [DEBUG] [FORECASTER] BWSN: Forecast T+1@11:T+2@11: UP (p=83.95%) [2025-10-18T03:23:37.602879] [INFO ] [FORECASTER] Completed predict_future for BWSN [2025-10-18T03:23:37.603025] [INFO ] [sig ] BWSN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:37.742286] [INFO ] [LOCAL ] Saved forecast: BWSN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BWSN.txt [2025-10-18T03:23:37.742482] [INFO ] [sig ] [300/2083] Completed BWSN in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:37.742524] [INFO ] [sig ] [301/2083] Forecasting BWXT... [2025-10-18T03:23:37.742554] [INFO ] [sig ] Generating forecast for: BWXT [2025-10-18T03:23:37.742584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'. [2025-10-18T03:23:37.753066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWXT'. [2025-10-18T03:23:37.753337] [INFO ] [FORECASTER] Starting predict_future for BWXT [2025-10-18T03:23:37.778277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:37.778993] [DEBUG] [LOCAL ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt [2025-10-18T03:23:37.779048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:37.779133] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:37.779170] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:37.779228] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:37.796022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:37.796560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:37.796663] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:37.796718] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:37.839900] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:37.839978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:37.840012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:37.840040] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:37.843067] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: UP (p=98.01%) [2025-10-18T03:23:37.843319] [INFO ] [FORECASTER] Completed predict_future for BWXT [2025-10-18T03:23:37.843460] [INFO ] [sig ] BWXT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:37.980361] [INFO ] [LOCAL ] Saved forecast: BWXT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BWXT.txt [2025-10-18T03:23:37.980575] [INFO ] [sig ] [301/2083] Completed BWXT in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:37.980616] [INFO ] [sig ] [302/2083] Forecasting BX... [2025-10-18T03:23:37.980672] [INFO ] [sig ] Generating forecast for: BX [2025-10-18T03:23:37.980727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'. [2025-10-18T03:23:37.990479] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BX'. [2025-10-18T03:23:37.990787] [INFO ] [FORECASTER] Starting predict_future for BX [2025-10-18T03:23:38.015608] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:38.016313] [DEBUG] [LOCAL ] No optimal features file found for BX: ./output/feature-sets/BX.txt [2025-10-18T03:23:38.016368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:38.016399] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:38.016426] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:38.016483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:38.033393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:38.033964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:38.034044] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:38.034088] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:38.075009] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:38.075092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:38.075128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:38.075155] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:38.078240] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: UP (p=79.46%) [2025-10-18T03:23:38.078492] [INFO ] [FORECASTER] Completed predict_future for BX [2025-10-18T03:23:38.078628] [INFO ] [sig ] BX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:38.216027] [INFO ] [LOCAL ] Saved forecast: BX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BX.txt [2025-10-18T03:23:38.216258] [INFO ] [sig ] [302/2083] Completed BX in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:38.216299] [INFO ] [sig ] [303/2083] Forecasting BXC... [2025-10-18T03:23:38.216328] [INFO ] [sig ] Generating forecast for: BXC [2025-10-18T03:23:38.216359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-10-18T03:23:38.225623] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXC'. [2025-10-18T03:23:38.225929] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-10-18T03:23:38.251047] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:38.251758] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-10-18T03:23:38.251813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:38.251846] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:38.251873] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:38.251934] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:38.268901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:38.269430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:38.269511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:38.269545] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:38.315313] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:38.315458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:38.315504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:38.315534] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:38.319133] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=51.90%) [2025-10-18T03:23:38.319406] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-10-18T03:23:38.319542] [INFO ] [sig ] BXC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:38.457020] [INFO ] [LOCAL ] Saved forecast: BXC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BXC.txt [2025-10-18T03:23:38.457251] [INFO ] [sig ] [303/2083] Completed BXC in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:38.457294] [INFO ] [sig ] [304/2083] Forecasting BXMT... [2025-10-18T03:23:38.457324] [INFO ] [sig ] Generating forecast for: BXMT [2025-10-18T03:23:38.457355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'. [2025-10-18T03:23:38.468619] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXMT'. [2025-10-18T03:23:38.468911] [INFO ] [FORECASTER] Starting predict_future for BXMT [2025-10-18T03:23:38.494200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:38.494916] [DEBUG] [LOCAL ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt [2025-10-18T03:23:38.494981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:38.495015] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:38.495041] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:38.495119] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:38.511918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:38.512445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:38.512537] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:38.512590] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:38.549403] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:38.549478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:38.549513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:38.549540] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:38.552561] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=77.59%) [2025-10-18T03:23:38.552848] [INFO ] [FORECASTER] Completed predict_future for BXMT [2025-10-18T03:23:38.552990] [INFO ] [sig ] BXMT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:38.690214] [INFO ] [LOCAL ] Saved forecast: BXMT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BXMT.txt [2025-10-18T03:23:38.690422] [INFO ] [sig ] [304/2083] Completed BXMT in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:38.690465] [INFO ] [sig ] [305/2083] Forecasting BXMX... [2025-10-18T03:23:38.690495] [INFO ] [sig ] Generating forecast for: BXMX [2025-10-18T03:23:38.690527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'. [2025-10-18T03:23:38.701196] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXMX'. [2025-10-18T03:23:38.701463] [INFO ] [FORECASTER] Starting predict_future for BXMX [2025-10-18T03:23:38.726471] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:38.727200] [DEBUG] [LOCAL ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt [2025-10-18T03:23:38.727255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:38.727287] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:38.727314] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:38.727370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:38.744147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:38.744716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:38.744801] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:38.744834] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:38.779939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:38.780016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:38.780051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:38.780082] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:38.783067] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=98.01%) [2025-10-18T03:23:38.783325] [INFO ] [FORECASTER] Completed predict_future for BXMX [2025-10-18T03:23:38.783465] [INFO ] [sig ] BXMX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:38.921123] [INFO ] [LOCAL ] Saved forecast: BXMX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BXMX.txt [2025-10-18T03:23:38.921370] [INFO ] [sig ] [305/2083] Completed BXMX in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:38.921412] [INFO ] [sig ] [306/2083] Forecasting BXP... [2025-10-18T03:23:38.921442] [INFO ] [sig ] Generating forecast for: BXP [2025-10-18T03:23:38.921473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-10-18T03:23:38.931450] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXP'. [2025-10-18T03:23:38.931753] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-10-18T03:23:38.956898] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:38.957600] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-10-18T03:23:38.957677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:38.957728] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:38.957793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:38.957858] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:38.974722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:38.975248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:38.975328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:38.975361] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:39.011240] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:39.011318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:39.011353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:39.011381] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:39.014416] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=27.89%) [2025-10-18T03:23:39.014695] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-10-18T03:23:39.014847] [INFO ] [sig ] BXP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:39.157489] [INFO ] [LOCAL ] Saved forecast: BXP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BXP.txt [2025-10-18T03:23:39.157807] [INFO ] [sig ] [306/2083] Completed BXP in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:39.157869] [INFO ] [sig ] [307/2083] Forecasting BXSL... [2025-10-18T03:23:39.157903] [INFO ] [sig ] Generating forecast for: BXSL [2025-10-18T03:23:39.157933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'. [2025-10-18T03:23:39.168109] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXSL'. [2025-10-18T03:23:39.168379] [INFO ] [FORECASTER] Starting predict_future for BXSL [2025-10-18T03:23:39.193880] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:39.194572] [DEBUG] [LOCAL ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt [2025-10-18T03:23:39.194626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:39.194694] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:39.194735] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:39.194793] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:39.211742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:39.212354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:39.212436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:39.212469] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:39.249931] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:39.250027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:39.250086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:39.250122] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:39.253203] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=2.89%) [2025-10-18T03:23:39.253458] [INFO ] [FORECASTER] Completed predict_future for BXSL [2025-10-18T03:23:39.254014] [INFO ] [sig ] BXSL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:39.392248] [INFO ] [LOCAL ] Saved forecast: BXSL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BXSL.txt [2025-10-18T03:23:39.392482] [INFO ] [sig ] [307/2083] Completed BXSL in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:39.392524] [INFO ] [sig ] [308/2083] Forecasting BY... [2025-10-18T03:23:39.392553] [INFO ] [sig ] Generating forecast for: BY [2025-10-18T03:23:39.392584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'. [2025-10-18T03:23:39.401745] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BY'. [2025-10-18T03:23:39.402011] [INFO ] [FORECASTER] Starting predict_future for BY [2025-10-18T03:23:39.426993] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:39.427685] [DEBUG] [LOCAL ] No optimal features file found for BY: ./output/feature-sets/BY.txt [2025-10-18T03:23:39.427765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:39.427820] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:39.427851] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:39.427907] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:39.444718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:39.445251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:39.445329] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:39.445362] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:39.482436] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:39.482516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:39.482551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:39.482579] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:39.485609] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-10-18T03:23:39.485893] [INFO ] [FORECASTER] Completed predict_future for BY [2025-10-18T03:23:39.486033] [INFO ] [sig ] BY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:39.623865] [INFO ] [LOCAL ] Saved forecast: BY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/BY.txt [2025-10-18T03:23:39.624071] [INFO ] [sig ] [308/2083] Completed BY in 0.2s | 4.12 sym/s | Total: 1.2m | ETA: 7.2m [2025-10-18T03:23:39.624113] [INFO ] [sig ] [309/2083] Forecasting BYD... [2025-10-18T03:23:39.624143] [INFO ] [sig ] Generating forecast for: BYD [2025-10-18T03:23:39.624173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-10-18T03:23:39.635413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BYD'. [2025-10-18T03:23:39.635818] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-10-18T03:23:39.665252] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:39.666351] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-10-18T03:23:39.666424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:39.666472] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:39.666514] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:39.666595] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:39.692291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:39.693363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:39.693474] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:39.693521] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:39.731786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:39.731989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:39.732032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:39.732062] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:39.735826] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=37.87%) [2025-10-18T03:23:39.736151] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-10-18T03:23:39.736310] [INFO ] [sig ] BYD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:39.884056] [INFO ] [LOCAL ] Saved forecast: BYD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BYD.txt [2025-10-18T03:23:39.884342] [INFO ] [sig ] [309/2083] Completed BYD in 0.3s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:39.884386] [INFO ] [sig ] [310/2083] Forecasting BYM... [2025-10-18T03:23:39.884416] [INFO ] [sig ] Generating forecast for: BYM [2025-10-18T03:23:39.884447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'. [2025-10-18T03:23:39.895163] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BYM'. [2025-10-18T03:23:39.895493] [INFO ] [FORECASTER] Starting predict_future for BYM [2025-10-18T03:23:39.924833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:39.925615] [DEBUG] [LOCAL ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt [2025-10-18T03:23:39.925697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:39.925742] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:39.925770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:39.925829] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:39.944952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:39.945692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:39.945807] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:39.945874] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:39.990552] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:39.990765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:39.990814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:39.990845] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:39.995428] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=3.59%) [2025-10-18T03:23:39.995806] [INFO ] [FORECASTER] Completed predict_future for BYM [2025-10-18T03:23:39.995988] [INFO ] [sig ] BYM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:40.149711] [INFO ] [LOCAL ] Saved forecast: BYM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BYM.txt [2025-10-18T03:23:40.150057] [INFO ] [sig ] [310/2083] Completed BYM in 0.3s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:40.150120] [INFO ] [sig ] [311/2083] Forecasting BZH... [2025-10-18T03:23:40.150155] [INFO ] [sig ] Generating forecast for: BZH [2025-10-18T03:23:40.150186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-10-18T03:23:40.161568] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BZH'. [2025-10-18T03:23:40.161925] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-10-18T03:23:40.190450] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:40.191307] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-10-18T03:23:40.191385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:40.191452] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:40.191490] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:40.191585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:40.211222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:40.211995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:40.212079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:40.212114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:40.250536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:40.250639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:40.250719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:40.250753] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:40.254049] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=11.60%) [2025-10-18T03:23:40.254380] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-10-18T03:23:40.254529] [INFO ] [sig ] BZH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:40.407196] [INFO ] [LOCAL ] Saved forecast: BZH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/BZH.txt [2025-10-18T03:23:40.407466] [INFO ] [sig ] [311/2083] Completed BZH in 0.3s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:40.407510] [INFO ] [sig ] [312/2083] Forecasting C... [2025-10-18T03:23:40.407541] [INFO ] [sig ] Generating forecast for: C [2025-10-18T03:23:40.407572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'. [2025-10-18T03:23:40.417823] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'C'. [2025-10-18T03:23:40.418129] [INFO ] [FORECASTER] Starting predict_future for C [2025-10-18T03:23:40.446065] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:40.446961] [DEBUG] [LOCAL ] No optimal features file found for C: ./output/feature-sets/C.txt [2025-10-18T03:23:40.447019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:40.447052] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:40.447080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:40.447142] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:40.466614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:40.467220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:40.467334] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:40.467411] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:40.505962] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:40.506091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:40.506180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:40.506267] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:40.509855] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=31.52%) [2025-10-18T03:23:40.510128] [INFO ] [FORECASTER] Completed predict_future for C [2025-10-18T03:23:40.510294] [INFO ] [sig ] C: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:40.666198] [INFO ] [LOCAL ] Saved forecast: C 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/C.txt [2025-10-18T03:23:40.666447] [INFO ] [sig ] [312/2083] Completed C in 0.3s | 4.11 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:40.666489] [INFO ] [sig ] [313/2083] Forecasting CAAP... [2025-10-18T03:23:40.666520] [INFO ] [sig ] Generating forecast for: CAAP [2025-10-18T03:23:40.666550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'. [2025-10-18T03:23:40.676695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAAP'. [2025-10-18T03:23:40.677000] [INFO ] [FORECASTER] Starting predict_future for CAAP [2025-10-18T03:23:40.705296] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:40.706047] [DEBUG] [LOCAL ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt [2025-10-18T03:23:40.706102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:40.706136] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:40.706165] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:40.706223] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:40.723572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:40.724166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:40.724251] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:40.724285] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:40.761896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:40.762012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:40.762049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:40.762078] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:40.765236] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: DOWN (p=26.36%) [2025-10-18T03:23:40.765502] [INFO ] [FORECASTER] Completed predict_future for CAAP [2025-10-18T03:23:40.765639] [INFO ] [sig ] CAAP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:40.905176] [INFO ] [LOCAL ] Saved forecast: CAAP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CAAP.txt [2025-10-18T03:23:40.905413] [INFO ] [sig ] [313/2083] Completed CAAP in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:40.905456] [INFO ] [sig ] [314/2083] Forecasting CABO... [2025-10-18T03:23:40.905486] [INFO ] [sig ] Generating forecast for: CABO [2025-10-18T03:23:40.905517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-10-18T03:23:40.915356] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CABO'. [2025-10-18T03:23:40.915674] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-10-18T03:23:40.941009] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:40.941737] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-10-18T03:23:40.941793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:40.941876] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:40.941913] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:40.941972] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:40.958871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:40.959415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:40.959495] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:40.959528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:40.994988] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:40.995098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:40.995142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:40.995177] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:40.998377] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=25.08%) [2025-10-18T03:23:40.998639] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-10-18T03:23:40.998816] [INFO ] [sig ] CABO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:41.135844] [INFO ] [LOCAL ] Saved forecast: CABO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CABO.txt [2025-10-18T03:23:41.136091] [INFO ] [sig ] [314/2083] Completed CABO in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:41.136134] [INFO ] [sig ] [315/2083] Forecasting CACI... [2025-10-18T03:23:41.136164] [INFO ] [sig ] Generating forecast for: CACI [2025-10-18T03:23:41.136194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-10-18T03:23:41.145247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CACI'. [2025-10-18T03:23:41.145534] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-10-18T03:23:41.170979] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:41.171740] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-10-18T03:23:41.171797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:41.171830] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:41.171856] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:41.171914] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:41.188844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:41.189374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:41.189453] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:41.189486] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:41.230466] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:41.230585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:41.230691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:41.230746] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:41.234551] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=5.62%) [2025-10-18T03:23:41.234886] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-10-18T03:23:41.235045] [INFO ] [sig ] CACI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:41.373532] [INFO ] [LOCAL ] Saved forecast: CACI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CACI.txt [2025-10-18T03:23:41.373818] [INFO ] [sig ] [315/2083] Completed CACI in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:41.373878] [INFO ] [sig ] [316/2083] Forecasting CADE... [2025-10-18T03:23:41.373912] [INFO ] [sig ] Generating forecast for: CADE [2025-10-18T03:23:41.373954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-10-18T03:23:41.384202] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CADE'. [2025-10-18T03:23:41.384523] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-10-18T03:23:41.410791] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:41.411500] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-10-18T03:23:41.411561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:41.411595] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:41.411621] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:41.411706] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:41.428634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:41.429277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:41.429386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:41.429440] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:41.468584] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:41.468713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:41.468760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:41.468791] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:41.471916] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=21.87%) [2025-10-18T03:23:41.472174] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-10-18T03:23:41.472310] [INFO ] [sig ] CADE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:41.610823] [INFO ] [LOCAL ] Saved forecast: CADE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CADE.txt [2025-10-18T03:23:41.611063] [INFO ] [sig ] [316/2083] Completed CADE in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:41.611104] [INFO ] [sig ] [317/2083] Forecasting CAE... [2025-10-18T03:23:41.611134] [INFO ] [sig ] Generating forecast for: CAE [2025-10-18T03:23:41.611165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-10-18T03:23:41.620788] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAE'. [2025-10-18T03:23:41.621075] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-10-18T03:23:41.646286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:41.647022] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-10-18T03:23:41.647077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:41.647111] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:41.647144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:41.647214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:41.664389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:41.664970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:41.665053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:41.665086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:41.700873] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:41.700993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:41.701030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:41.701059] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:41.704259] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-10-18T03:23:41.704526] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-10-18T03:23:41.704693] [INFO ] [sig ] CAE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:41.852620] [INFO ] [LOCAL ] Saved forecast: CAE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CAE.txt [2025-10-18T03:23:41.852994] [INFO ] [sig ] [317/2083] Completed CAE in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.2m [2025-10-18T03:23:41.853059] [INFO ] [sig ] [318/2083] Forecasting CAF... [2025-10-18T03:23:41.853094] [INFO ] [sig ] Generating forecast for: CAF [2025-10-18T03:23:41.853128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-10-18T03:23:41.863114] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAF'. [2025-10-18T03:23:41.863417] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-10-18T03:23:41.890036] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:41.890886] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-10-18T03:23:41.890944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:41.890995] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:41.891024] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:41.891082] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:41.910855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:41.911473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:41.911559] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:41.911593] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:41.948258] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:41.948394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:41.948434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:41.948464] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:41.951976] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=52.27%) [2025-10-18T03:23:41.952256] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-10-18T03:23:41.952399] [INFO ] [sig ] CAF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:42.102178] [INFO ] [LOCAL ] Saved forecast: CAF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CAF.txt [2025-10-18T03:23:42.102459] [INFO ] [sig ] [318/2083] Completed CAF in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:42.102516] [INFO ] [sig ] [319/2083] Forecasting CAH... [2025-10-18T03:23:42.102550] [INFO ] [sig ] Generating forecast for: CAH [2025-10-18T03:23:42.102580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-10-18T03:23:42.112998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAH'. [2025-10-18T03:23:42.113292] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-10-18T03:23:42.138782] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:42.139477] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-10-18T03:23:42.139533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:42.139567] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:42.139595] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:42.139674] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:42.156489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:42.157083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:42.157166] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:42.157204] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:42.192928] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:42.193027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:42.193085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:42.193117] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:42.196187] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=31.10%) [2025-10-18T03:23:42.196449] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-10-18T03:23:42.196582] [INFO ] [sig ] CAH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:42.334266] [INFO ] [LOCAL ] Saved forecast: CAH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CAH.txt [2025-10-18T03:23:42.334485] [INFO ] [sig ] [319/2083] Completed CAH in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:42.334526] [INFO ] [sig ] [320/2083] Forecasting CAL... [2025-10-18T03:23:42.334555] [INFO ] [sig ] Generating forecast for: CAL [2025-10-18T03:23:42.334586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-10-18T03:23:42.344391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAL'. [2025-10-18T03:23:42.344680] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-10-18T03:23:42.369606] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:42.370328] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-10-18T03:23:42.370383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:42.370415] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:42.370441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:42.370497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:42.387292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:42.387905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:42.387987] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:42.388020] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:42.426041] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:42.426121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:42.426157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:42.426190] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:42.429238] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=80.16%) [2025-10-18T03:23:42.429492] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-10-18T03:23:42.430070] [INFO ] [sig ] CAL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:42.569229] [INFO ] [LOCAL ] Saved forecast: CAL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CAL.txt [2025-10-18T03:23:42.569451] [INFO ] [sig ] [320/2083] Completed CAL in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:42.569493] [INFO ] [sig ] [321/2083] Forecasting CALX... [2025-10-18T03:23:42.569524] [INFO ] [sig ] Generating forecast for: CALX [2025-10-18T03:23:42.569556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-10-18T03:23:42.579178] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CALX'. [2025-10-18T03:23:42.579461] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-10-18T03:23:42.604590] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:42.605312] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-10-18T03:23:42.605366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:42.605398] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:42.605425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:42.605480] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:42.622261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:42.622827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:42.622907] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:42.622939] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:42.660605] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:42.660746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:42.660792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:42.660822] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:42.664068] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: UP (p=89.40%) [2025-10-18T03:23:42.664336] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-10-18T03:23:42.664470] [INFO ] [sig ] CALX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:42.806129] [INFO ] [LOCAL ] Saved forecast: CALX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CALX.txt [2025-10-18T03:23:42.806386] [INFO ] [sig ] [321/2083] Completed CALX in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:42.806446] [INFO ] [sig ] [322/2083] Forecasting CANG... [2025-10-18T03:23:42.806480] [INFO ] [sig ] Generating forecast for: CANG [2025-10-18T03:23:42.806510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-10-18T03:23:42.816687] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CANG'. [2025-10-18T03:23:42.816978] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-10-18T03:23:42.842490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:42.843298] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-10-18T03:23:42.843353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:42.843387] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:42.843415] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:42.843473] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:42.860512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:42.861135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:42.861217] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:42.861250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:42.896354] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:42.896436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:42.896471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:42.896499] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:42.899756] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: UP (p=83.97%) [2025-10-18T03:23:42.900013] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-10-18T03:23:42.900155] [INFO ] [sig ] CANG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:43.042046] [INFO ] [LOCAL ] Saved forecast: CANG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CANG.txt [2025-10-18T03:23:43.042284] [INFO ] [sig ] [322/2083] Completed CANG in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:43.042326] [INFO ] [sig ] [323/2083] Forecasting CAPL... [2025-10-18T03:23:43.042356] [INFO ] [sig ] Generating forecast for: CAPL [2025-10-18T03:23:43.042387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-10-18T03:23:43.051871] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAPL'. [2025-10-18T03:23:43.052153] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-10-18T03:23:43.077538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:43.078329] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-10-18T03:23:43.078386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:43.078421] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:43.078449] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:43.078507] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:43.096045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:43.096604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:43.096713] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:43.096759] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:43.131305] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:43.131435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:43.131488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:43.131519] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:43.134616] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=32.23%) [2025-10-18T03:23:43.134902] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-10-18T03:23:43.135041] [INFO ] [sig ] CAPL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:43.273712] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CAPL.txt [2025-10-18T03:23:43.273933] [INFO ] [sig ] [323/2083] Completed CAPL in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:43.273975] [INFO ] [sig ] [324/2083] Forecasting CARR... [2025-10-18T03:23:43.274005] [INFO ] [sig ] Generating forecast for: CARR [2025-10-18T03:23:43.274083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'. [2025-10-18T03:23:43.283180] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CARR'. [2025-10-18T03:23:43.283491] [INFO ] [FORECASTER] Starting predict_future for CARR [2025-10-18T03:23:43.309011] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:43.309852] [DEBUG] [LOCAL ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt [2025-10-18T03:23:43.309908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:43.309941] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:43.309968] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:43.310025] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:43.328182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:43.328805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:43.328891] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:43.328924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:43.369609] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:43.369736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:43.369782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:43.369812] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:43.372930] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: UP (p=70.33%) [2025-10-18T03:23:43.373200] [INFO ] [FORECASTER] Completed predict_future for CARR [2025-10-18T03:23:43.373329] [INFO ] [sig ] CARR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:43.511942] [INFO ] [LOCAL ] Saved forecast: CARR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CARR.txt [2025-10-18T03:23:43.512163] [INFO ] [sig ] [324/2083] Completed CARR in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:43.512205] [INFO ] [sig ] [325/2083] Forecasting CARS... [2025-10-18T03:23:43.512235] [INFO ] [sig ] Generating forecast for: CARS [2025-10-18T03:23:43.512265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-10-18T03:23:43.521683] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CARS'. [2025-10-18T03:23:43.521960] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-10-18T03:23:43.551417] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:43.552182] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-10-18T03:23:43.552241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:43.552288] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:43.552317] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:43.552375] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:43.569241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:43.569882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:43.569962] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:43.569995] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:43.604565] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:43.604679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:43.604731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:43.604763] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:43.607885] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=86.02%) [2025-10-18T03:23:43.608142] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-10-18T03:23:43.608270] [INFO ] [sig ] CARS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:43.746066] [INFO ] [LOCAL ] Saved forecast: CARS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CARS.txt [2025-10-18T03:23:43.746272] [INFO ] [sig ] [325/2083] Completed CARS in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:43.746313] [INFO ] [sig ] [326/2083] Forecasting CAT... [2025-10-18T03:23:43.746343] [INFO ] [sig ] Generating forecast for: CAT [2025-10-18T03:23:43.746375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'. [2025-10-18T03:23:43.755799] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAT'. [2025-10-18T03:23:43.756074] [INFO ] [FORECASTER] Starting predict_future for CAT [2025-10-18T03:23:43.780961] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:43.781692] [DEBUG] [LOCAL ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt [2025-10-18T03:23:43.781750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:43.781785] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:43.781812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:43.781870] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:43.798596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:43.799153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:43.799237] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:43.799270] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:43.834049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:43.834137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:43.834172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:43.834200] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:43.837239] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=97.34%) [2025-10-18T03:23:43.837494] [INFO ] [FORECASTER] Completed predict_future for CAT [2025-10-18T03:23:43.837622] [INFO ] [sig ] CAT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:43.975212] [INFO ] [LOCAL ] Saved forecast: CAT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CAT.txt [2025-10-18T03:23:43.975418] [INFO ] [sig ] [326/2083] Completed CAT in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:43.975461] [INFO ] [sig ] [327/2083] Forecasting CATO... [2025-10-18T03:23:43.975491] [INFO ] [sig ] Generating forecast for: CATO [2025-10-18T03:23:43.975522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-10-18T03:23:43.985085] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CATO'. [2025-10-18T03:23:43.985340] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-10-18T03:23:44.010251] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:44.010965] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-10-18T03:23:44.011052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:44.011092] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:44.011121] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:44.011177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:44.028228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:44.028797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:44.028876] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:44.028909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:44.064115] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:44.064194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:44.064229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:44.064257] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:44.067246] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=10.07%) [2025-10-18T03:23:44.067496] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-10-18T03:23:44.067633] [INFO ] [sig ] CATO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:44.205241] [INFO ] [LOCAL ] Saved forecast: CATO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CATO.txt [2025-10-18T03:23:44.205451] [INFO ] [sig ] [327/2083] Completed CATO in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:44.205492] [INFO ] [sig ] [328/2083] Forecasting CB... [2025-10-18T03:23:44.205522] [INFO ] [sig ] Generating forecast for: CB [2025-10-18T03:23:44.205552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-10-18T03:23:44.216459] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CB'. [2025-10-18T03:23:44.216841] [INFO ] [FORECASTER] Starting predict_future for CB [2025-10-18T03:23:44.242367] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:44.243186] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-10-18T03:23:44.243242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:44.243276] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:44.243304] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:44.243362] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:44.260259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:44.261035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:44.261126] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:44.261160] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:44.298277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:44.298479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:44.298524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:44.298558] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:44.302424] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=54.97%) [2025-10-18T03:23:44.302780] [INFO ] [FORECASTER] Completed predict_future for CB [2025-10-18T03:23:44.302936] [INFO ] [sig ] CB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:44.452585] [INFO ] [LOCAL ] Saved forecast: CB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CB.txt [2025-10-18T03:23:44.452918] [INFO ] [sig ] [328/2083] Completed CB in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:44.452974] [INFO ] [sig ] [329/2083] Forecasting CBAN... [2025-10-18T03:23:44.453006] [INFO ] [sig ] Generating forecast for: CBAN [2025-10-18T03:23:44.453038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-10-18T03:23:44.463218] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBAN'. [2025-10-18T03:23:44.463614] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-10-18T03:23:44.490004] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:44.490895] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-10-18T03:23:44.490955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:44.490992] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:44.491023] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:44.491084] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:44.508548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:44.509280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:44.509372] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:44.509408] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:44.545596] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:44.545814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:44.545866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:44.545899] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:44.549629] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=68.81%) [2025-10-18T03:23:44.549947] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-10-18T03:23:44.550084] [INFO ] [sig ] CBAN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:44.695810] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CBAN.txt [2025-10-18T03:23:44.696068] [INFO ] [sig ] [329/2083] Completed CBAN in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:44.696139] [INFO ] [sig ] [330/2083] Forecasting CBL... [2025-10-18T03:23:44.696194] [INFO ] [sig ] Generating forecast for: CBL [2025-10-18T03:23:44.696233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-10-18T03:23:44.707094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBL'. [2025-10-18T03:23:44.707415] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-10-18T03:23:44.732972] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:44.733705] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-10-18T03:23:44.733763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:44.733798] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:44.733827] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:44.733885] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:44.751235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:44.751824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:44.751955] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:44.751996] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:44.789719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:44.789829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:44.789867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:44.789897] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:44.793356] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=55.83%) [2025-10-18T03:23:44.793634] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-10-18T03:23:44.793813] [INFO ] [sig ] CBL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:44.932141] [INFO ] [LOCAL ] Saved forecast: CBL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CBL.txt [2025-10-18T03:23:44.932355] [INFO ] [sig ] [330/2083] Completed CBL in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:44.932395] [INFO ] [sig ] [331/2083] Forecasting CBNA... [2025-10-18T03:23:44.932426] [INFO ] [sig ] Generating forecast for: CBNA [2025-10-18T03:23:44.932458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'. [2025-10-18T03:23:44.941938] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBNA'. [2025-10-18T03:23:44.942196] [INFO ] [FORECASTER] Starting predict_future for CBNA [2025-10-18T03:23:44.967694] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:44.968461] [DEBUG] [LOCAL ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt [2025-10-18T03:23:44.968519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:44.968555] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:44.968585] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:44.968670] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:44.986326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:44.986922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:44.987006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:44.987041] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:45.023148] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:45.023264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:45.023300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:45.023329] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:45.026614] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=91.96%) [2025-10-18T03:23:45.026916] [INFO ] [FORECASTER] Completed predict_future for CBNA [2025-10-18T03:23:45.027049] [INFO ] [sig ] CBNA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:45.166276] [INFO ] [LOCAL ] Saved forecast: CBNA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CBNA.txt [2025-10-18T03:23:45.166501] [INFO ] [sig ] [331/2083] Completed CBNA in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:45.166543] [INFO ] [sig ] [332/2083] Forecasting CBRE... [2025-10-18T03:23:45.166573] [INFO ] [sig ] Generating forecast for: CBRE [2025-10-18T03:23:45.166605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-10-18T03:23:45.176991] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBRE'. [2025-10-18T03:23:45.177301] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-10-18T03:23:45.202422] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:45.203161] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-10-18T03:23:45.203216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:45.203264] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:45.203293] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:45.203350] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:45.220458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:45.221034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:45.221120] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:45.221153] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:45.256497] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:45.256592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:45.256627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:45.256692] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:45.259869] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=6.86%) [2025-10-18T03:23:45.260131] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-10-18T03:23:45.260269] [INFO ] [sig ] CBRE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:45.400950] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CBRE.txt [2025-10-18T03:23:45.401170] [INFO ] [sig ] [332/2083] Completed CBRE in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:45.401212] [INFO ] [sig ] [333/2083] Forecasting CBT... [2025-10-18T03:23:45.401243] [INFO ] [sig ] Generating forecast for: CBT [2025-10-18T03:23:45.401274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'. [2025-10-18T03:23:45.410594] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBT'. [2025-10-18T03:23:45.410921] [INFO ] [FORECASTER] Starting predict_future for CBT [2025-10-18T03:23:45.436056] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:45.436823] [DEBUG] [LOCAL ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt [2025-10-18T03:23:45.436882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:45.436915] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:45.436943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:45.437001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:45.454165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:45.454765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:45.454852] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:45.454887] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:45.492284] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:45.492408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:45.492446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:45.492477] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:45.497607] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: DOWN (p=7.02%) [2025-10-18T03:23:45.497965] [INFO ] [FORECASTER] Completed predict_future for CBT [2025-10-18T03:23:45.498117] [INFO ] [sig ] CBT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:45.638247] [INFO ] [LOCAL ] Saved forecast: CBT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CBT.txt [2025-10-18T03:23:45.638462] [INFO ] [sig ] [333/2083] Completed CBT in 0.2s | 4.12 sym/s | Total: 1.3m | ETA: 7.1m [2025-10-18T03:23:45.638505] [INFO ] [sig ] [334/2083] Forecasting CBU... [2025-10-18T03:23:45.638536] [INFO ] [sig ] Generating forecast for: CBU [2025-10-18T03:23:45.638566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'. [2025-10-18T03:23:45.648126] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBU'. [2025-10-18T03:23:45.648444] [INFO ] [FORECASTER] Starting predict_future for CBU [2025-10-18T03:23:45.673728] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:45.674453] [DEBUG] [LOCAL ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt [2025-10-18T03:23:45.674509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:45.674543] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:45.674572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:45.674630] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:45.691948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:45.692496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:45.692582] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:45.692616] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:45.732569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:45.732802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:45.732856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:45.732887] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:45.736851] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: UP (p=71.80%) [2025-10-18T03:23:45.737176] [INFO ] [FORECASTER] Completed predict_future for CBU [2025-10-18T03:23:45.737324] [INFO ] [sig ] CBU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:45.878128] [INFO ] [LOCAL ] Saved forecast: CBU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CBU.txt [2025-10-18T03:23:45.878398] [INFO ] [sig ] [334/2083] Completed CBU in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.1m [2025-10-18T03:23:45.878457] [INFO ] [sig ] [335/2083] Forecasting CBZ... [2025-10-18T03:23:45.878491] [INFO ] [sig ] Generating forecast for: CBZ [2025-10-18T03:23:45.878523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-10-18T03:23:45.889433] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBZ'. [2025-10-18T03:23:45.889743] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-10-18T03:23:45.915506] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:45.916220] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-10-18T03:23:45.916274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:45.916307] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:45.916335] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:45.916393] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:45.933804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:45.934357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:45.934437] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:45.934469] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:45.972610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:45.972709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:45.972754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:45.972784] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:45.975917] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-10-18T03:23:45.976172] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-10-18T03:23:45.976306] [INFO ] [sig ] CBZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:46.117024] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CBZ.txt [2025-10-18T03:23:46.117229] [INFO ] [sig ] [335/2083] Completed CBZ in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.1m [2025-10-18T03:23:46.117279] [INFO ] [sig ] [336/2083] Forecasting CC... [2025-10-18T03:23:46.117317] [INFO ] [sig ] Generating forecast for: CC [2025-10-18T03:23:46.117355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-10-18T03:23:46.127171] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CC'. [2025-10-18T03:23:46.127439] [INFO ] [FORECASTER] Starting predict_future for CC [2025-10-18T03:23:46.153181] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:46.153917] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-10-18T03:23:46.153975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:46.154009] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:46.154038] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:46.154096] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:46.171331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:46.171929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:46.172012] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:46.172046] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:46.210270] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:46.210374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:46.210409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:46.210437] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:46.213596] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=1.05%) [2025-10-18T03:23:46.213885] [INFO ] [FORECASTER] Completed predict_future for CC [2025-10-18T03:23:46.214021] [INFO ] [sig ] CC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:46.355461] [INFO ] [LOCAL ] Saved forecast: CC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CC.txt [2025-10-18T03:23:46.355705] [INFO ] [sig ] [336/2083] Completed CC in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.1m [2025-10-18T03:23:46.355807] [INFO ] [sig ] [337/2083] Forecasting CCI... [2025-10-18T03:23:46.355848] [INFO ] [sig ] Generating forecast for: CCI [2025-10-18T03:23:46.355881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-10-18T03:23:46.365430] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCI'. [2025-10-18T03:23:46.365698] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-10-18T03:23:46.391555] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:46.392314] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-10-18T03:23:46.392370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:46.392405] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:46.392435] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:46.392495] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:46.409604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:46.410184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:46.410268] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:46.410304] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:46.448577] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:46.448677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:46.448748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:46.448779] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:46.451783] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=2.84%) [2025-10-18T03:23:46.452037] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-10-18T03:23:46.452171] [INFO ] [sig ] CCI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:46.598773] [INFO ] [LOCAL ] Saved forecast: CCI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CCI.txt [2025-10-18T03:23:46.599023] [INFO ] [sig ] [337/2083] Completed CCI in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.1m [2025-10-18T03:23:46.599085] [INFO ] [sig ] [338/2083] Forecasting CCIF... [2025-10-18T03:23:46.599119] [INFO ] [sig ] Generating forecast for: CCIF [2025-10-18T03:23:46.599166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-10-18T03:23:46.610013] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCIF'. [2025-10-18T03:23:46.610295] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-10-18T03:23:46.635622] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:46.636326] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-10-18T03:23:46.636381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:46.636414] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:46.636443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:46.636499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:46.653844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:46.654433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:46.654524] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:46.654577] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:46.691109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:46.691187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:46.691221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:46.691250] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:46.694300] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=84.07%) [2025-10-18T03:23:46.694551] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-10-18T03:23:46.694715] [INFO ] [sig ] CCIF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:46.834494] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CCIF.txt [2025-10-18T03:23:46.834713] [INFO ] [sig ] [338/2083] Completed CCIF in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.1m [2025-10-18T03:23:46.834786] [INFO ] [sig ] [339/2083] Forecasting CCJ... [2025-10-18T03:23:46.834845] [INFO ] [sig ] Generating forecast for: CCJ [2025-10-18T03:23:46.834881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-10-18T03:23:46.844576] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCJ'. [2025-10-18T03:23:46.844865] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-10-18T03:23:46.870092] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:46.870814] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-10-18T03:23:46.870868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:46.870901] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:46.870940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:46.870998] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:46.888975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:46.889546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:46.889629] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:46.889701] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:46.928355] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:46.928465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:46.928501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:46.928529] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:46.931772] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=12.47%) [2025-10-18T03:23:46.932036] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-10-18T03:23:46.932166] [INFO ] [sig ] CCJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:47.071980] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CCJ.txt [2025-10-18T03:23:47.072173] [INFO ] [sig ] [339/2083] Completed CCJ in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.1m [2025-10-18T03:23:47.072214] [INFO ] [sig ] [340/2083] Forecasting CCK... [2025-10-18T03:23:47.072244] [INFO ] [sig ] Generating forecast for: CCK [2025-10-18T03:23:47.072284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-10-18T03:23:47.082278] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCK'. [2025-10-18T03:23:47.082560] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-10-18T03:23:47.108424] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:47.109246] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-10-18T03:23:47.109302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:47.109337] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:47.109366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:47.109425] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:47.126727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:47.127256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:47.127333] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:47.127366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:47.166072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:47.166156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:47.166192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:47.166219] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:47.169276] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=82.20%) [2025-10-18T03:23:47.169538] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-10-18T03:23:47.169696] [INFO ] [sig ] CCK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:47.314284] [INFO ] [LOCAL ] Saved forecast: CCK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CCK.txt [2025-10-18T03:23:47.314534] [INFO ] [sig ] [340/2083] Completed CCK in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:47.314597] [INFO ] [sig ] [341/2083] Forecasting CCL... [2025-10-18T03:23:47.314633] [INFO ] [sig ] Generating forecast for: CCL [2025-10-18T03:23:47.314707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-10-18T03:23:47.325304] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCL'. [2025-10-18T03:23:47.325603] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-10-18T03:23:47.351770] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:47.352489] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-10-18T03:23:47.352546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:47.352580] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:47.352608] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:47.352688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:47.369856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:47.370389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:47.370491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:47.370546] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:47.408370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:47.408451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:47.408487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:47.408515] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:47.411725] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=15.73%) [2025-10-18T03:23:47.411989] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-10-18T03:23:47.412117] [INFO ] [sig ] CCL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:47.552710] [INFO ] [LOCAL ] Saved forecast: CCL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CCL.txt [2025-10-18T03:23:47.552920] [INFO ] [sig ] [341/2083] Completed CCL in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:47.552961] [INFO ] [sig ] [342/2083] Forecasting CCO... [2025-10-18T03:23:47.553014] [INFO ] [sig ] Generating forecast for: CCO [2025-10-18T03:23:47.553083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-10-18T03:23:47.565872] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCO'. [2025-10-18T03:23:47.566440] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-10-18T03:23:47.596289] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:47.597199] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-10-18T03:23:47.597257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:47.597291] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:47.597319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:47.597378] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:47.615138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:47.616095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:47.616190] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:47.616226] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:47.652629] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:47.652851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:47.652897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:47.652928] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:47.656757] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=35.21%) [2025-10-18T03:23:47.657060] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-10-18T03:23:47.657205] [INFO ] [sig ] CCO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:47.804532] [INFO ] [LOCAL ] Saved forecast: CCO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CCO.txt [2025-10-18T03:23:47.804855] [INFO ] [sig ] [342/2083] Completed CCO in 0.3s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:47.804918] [INFO ] [sig ] [343/2083] Forecasting CCRD... [2025-10-18T03:23:47.804951] [INFO ] [sig ] Generating forecast for: CCRD [2025-10-18T03:23:47.804983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'. [2025-10-18T03:23:47.814347] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCRD'. [2025-10-18T03:23:47.814662] [INFO ] [FORECASTER] Starting predict_future for CCRD [2025-10-18T03:23:47.839604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:47.840338] [DEBUG] [LOCAL ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt [2025-10-18T03:23:47.840394] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:47.840427] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:47.840454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:47.840561] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:47.858111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:47.858956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:47.859045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:47.859081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:47.894284] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:47.894395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:47.894432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:47.894462] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:47.897853] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: UP (p=81.92%) [2025-10-18T03:23:47.898128] [INFO ] [FORECASTER] Completed predict_future for CCRD [2025-10-18T03:23:47.898264] [INFO ] [sig ] CCRD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:48.039158] [INFO ] [LOCAL ] Saved forecast: CCRD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CCRD.txt [2025-10-18T03:23:48.039417] [INFO ] [sig ] [343/2083] Completed CCRD in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:48.039461] [INFO ] [sig ] [344/2083] Forecasting CCS... [2025-10-18T03:23:48.039492] [INFO ] [sig ] Generating forecast for: CCS [2025-10-18T03:23:48.039525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-10-18T03:23:48.050714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCS'. [2025-10-18T03:23:48.051046] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-10-18T03:23:48.076272] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:48.076980] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-10-18T03:23:48.077034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:48.077067] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:48.077094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:48.077151] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:48.095182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:48.095769] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:48.095853] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:48.095890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:48.131633] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:48.131754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:48.131811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:48.131842] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:48.134970] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=83.38%) [2025-10-18T03:23:48.135239] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-10-18T03:23:48.135376] [INFO ] [sig ] CCS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:48.275051] [INFO ] [LOCAL ] Saved forecast: CCS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CCS.txt [2025-10-18T03:23:48.275264] [INFO ] [sig ] [344/2083] Completed CCS in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:48.275307] [INFO ] [sig ] [345/2083] Forecasting CCU... [2025-10-18T03:23:48.275343] [INFO ] [sig ] Generating forecast for: CCU [2025-10-18T03:23:48.275372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'. [2025-10-18T03:23:48.284965] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCU'. [2025-10-18T03:23:48.285239] [INFO ] [FORECASTER] Starting predict_future for CCU [2025-10-18T03:23:48.310493] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:48.311216] [DEBUG] [LOCAL ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt [2025-10-18T03:23:48.311272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:48.311307] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:48.311337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:48.311396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:48.329337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:48.329940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:48.330025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:48.330060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:48.366448] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:48.366529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:48.366566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:48.366596] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:48.369832] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: UP (p=68.75%) [2025-10-18T03:23:48.370090] [INFO ] [FORECASTER] Completed predict_future for CCU [2025-10-18T03:23:48.370228] [INFO ] [sig ] CCU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:48.514173] [INFO ] [LOCAL ] Saved forecast: CCU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CCU.txt [2025-10-18T03:23:48.514401] [INFO ] [sig ] [345/2083] Completed CCU in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:48.514461] [INFO ] [sig ] [346/2083] Forecasting CDE... [2025-10-18T03:23:48.514494] [INFO ] [sig ] Generating forecast for: CDE [2025-10-18T03:23:48.514525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-10-18T03:23:48.524268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDE'. [2025-10-18T03:23:48.524555] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-10-18T03:23:48.549601] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:48.550365] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-10-18T03:23:48.550420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:48.550452] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:48.550479] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:48.550548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:48.568020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:48.568618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:48.568727] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:48.568771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:48.611974] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:48.612060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:48.612475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:48.612509] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:48.616884] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=55.97%) [2025-10-18T03:23:48.617144] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-10-18T03:23:48.617278] [INFO ] [sig ] CDE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:48.756985] [INFO ] [LOCAL ] Saved forecast: CDE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CDE.txt [2025-10-18T03:23:48.757193] [INFO ] [sig ] [346/2083] Completed CDE in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:48.757233] [INFO ] [sig ] [347/2083] Forecasting CDLR... [2025-10-18T03:23:48.757264] [INFO ] [sig ] Generating forecast for: CDLR [2025-10-18T03:23:48.757295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'. [2025-10-18T03:23:48.766601] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDLR'. [2025-10-18T03:23:48.766921] [INFO ] [FORECASTER] Starting predict_future for CDLR [2025-10-18T03:23:48.792160] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:48.792874] [DEBUG] [LOCAL ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt [2025-10-18T03:23:48.792929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:48.792962] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:48.792989] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:48.793044] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:48.810245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:48.810838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:48.810920] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:48.810953] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:48.850553] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:48.850665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:48.850722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:48.850756] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:48.853893] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-10-18T03:23:48.854150] [INFO ] [FORECASTER] Completed predict_future for CDLR [2025-10-18T03:23:48.854295] [INFO ] [sig ] CDLR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:48.993864] [INFO ] [LOCAL ] Saved forecast: CDLR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CDLR.txt [2025-10-18T03:23:48.994084] [INFO ] [sig ] [347/2083] Completed CDLR in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:48.994127] [INFO ] [sig ] [348/2083] Forecasting CDP... [2025-10-18T03:23:48.994157] [INFO ] [sig ] Generating forecast for: CDP [2025-10-18T03:23:48.994188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-10-18T03:23:49.004624] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDP'. [2025-10-18T03:23:49.005004] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-10-18T03:23:49.030124] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:49.030883] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-10-18T03:23:49.030940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:49.030974] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:49.031003] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:49.031061] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:49.048105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:49.049040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:49.049131] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:49.049165] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:49.097328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:49.097520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:49.097562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:49.097591] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:49.101195] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=96.92%) [2025-10-18T03:23:49.101470] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-10-18T03:23:49.101609] [INFO ] [sig ] CDP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:49.244481] [INFO ] [LOCAL ] Saved forecast: CDP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CDP.txt [2025-10-18T03:23:49.244794] [INFO ] [sig ] [348/2083] Completed CDP in 0.3s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:49.244856] [INFO ] [sig ] [349/2083] Forecasting CDRE... [2025-10-18T03:23:49.244890] [INFO ] [sig ] Generating forecast for: CDRE [2025-10-18T03:23:49.244922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-10-18T03:23:49.254736] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDRE'. [2025-10-18T03:23:49.255015] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-10-18T03:23:49.280457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:49.281232] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-10-18T03:23:49.281291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:49.281329] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:49.281357] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:49.281419] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:49.298954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:49.299483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:49.299568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:49.299601] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:49.343710] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:49.343800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:49.343836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:49.343863] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:49.346959] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=44.39%) [2025-10-18T03:23:49.347245] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-10-18T03:23:49.347384] [INFO ] [sig ] CDRE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:49.485983] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CDRE.txt [2025-10-18T03:23:49.486241] [INFO ] [sig ] [349/2083] Completed CDRE in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:49.486297] [INFO ] [sig ] [350/2083] Forecasting CE... [2025-10-18T03:23:49.486330] [INFO ] [sig ] Generating forecast for: CE [2025-10-18T03:23:49.486361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-10-18T03:23:49.495800] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CE'. [2025-10-18T03:23:49.496069] [INFO ] [FORECASTER] Starting predict_future for CE [2025-10-18T03:23:49.521115] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:49.521827] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-10-18T03:23:49.521882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:49.521915] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:49.521941] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:49.521997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:49.538794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:49.539318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:49.539396] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:49.539429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:49.583898] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:49.583995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:49.584030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:49.584058] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:49.587160] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=54.92%) [2025-10-18T03:23:49.587415] [INFO ] [FORECASTER] Completed predict_future for CE [2025-10-18T03:23:49.587546] [INFO ] [sig ] CE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:49.726083] [INFO ] [LOCAL ] Saved forecast: CE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CE.txt [2025-10-18T03:23:49.726306] [INFO ] [sig ] [350/2083] Completed CE in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:49.726353] [INFO ] [sig ] [351/2083] Forecasting CEE... [2025-10-18T03:23:49.726384] [INFO ] [sig ] Generating forecast for: CEE [2025-10-18T03:23:49.726416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'. [2025-10-18T03:23:49.736116] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CEE'. [2025-10-18T03:23:49.736384] [INFO ] [FORECASTER] Starting predict_future for CEE [2025-10-18T03:23:49.761546] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:49.762252] [DEBUG] [LOCAL ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt [2025-10-18T03:23:49.762306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:49.762341] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:49.762370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:49.762431] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:49.779421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:49.779990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:49.780070] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:49.780104] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:49.821569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:49.821796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:49.821852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:49.821908] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:49.826120] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: DOWN (p=36.39%) [2025-10-18T03:23:49.826426] [INFO ] [FORECASTER] Completed predict_future for CEE [2025-10-18T03:23:49.826586] [INFO ] [sig ] CEE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:49.970439] [INFO ] [LOCAL ] Saved forecast: CEE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CEE.txt [2025-10-18T03:23:49.970708] [INFO ] [sig ] [351/2083] Completed CEE in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:49.970769] [INFO ] [sig ] [352/2083] Forecasting CEPU... [2025-10-18T03:23:49.970802] [INFO ] [sig ] Generating forecast for: CEPU [2025-10-18T03:23:49.970834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'. [2025-10-18T03:23:49.984722] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CEPU'. [2025-10-18T03:23:49.985333] [INFO ] [FORECASTER] Starting predict_future for CEPU [2025-10-18T03:23:50.011397] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:50.012235] [DEBUG] [LOCAL ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt [2025-10-18T03:23:50.012291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:50.012325] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:50.012353] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:50.012411] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:50.029317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:50.029959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:50.030046] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:50.030080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:50.076018] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:50.076158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:50.076228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:50.076289] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:50.079780] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: DOWN (p=17.76%) [2025-10-18T03:23:50.080045] [INFO ] [FORECASTER] Completed predict_future for CEPU [2025-10-18T03:23:50.080185] [INFO ] [sig ] CEPU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:50.221927] [INFO ] [LOCAL ] Saved forecast: CEPU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CEPU.txt [2025-10-18T03:23:50.222170] [INFO ] [sig ] [352/2083] Completed CEPU in 0.3s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:50.222211] [INFO ] [sig ] [353/2083] Forecasting CF... [2025-10-18T03:23:50.222243] [INFO ] [sig ] Generating forecast for: CF [2025-10-18T03:23:50.222275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-10-18T03:23:50.232174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CF'. [2025-10-18T03:23:50.232509] [INFO ] [FORECASTER] Starting predict_future for CF [2025-10-18T03:23:50.257456] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:50.258211] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-10-18T03:23:50.258266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:50.258299] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:50.258326] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:50.258383] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:50.275246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:50.275836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:50.275921] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:50.275954] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:50.317304] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:50.317421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:50.317459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:50.317486] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:50.320786] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=96.64%) [2025-10-18T03:23:50.321051] [INFO ] [FORECASTER] Completed predict_future for CF [2025-10-18T03:23:50.321191] [INFO ] [sig ] CF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:50.458133] [INFO ] [LOCAL ] Saved forecast: CF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CF.txt [2025-10-18T03:23:50.458357] [INFO ] [sig ] [353/2083] Completed CF in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:50.458399] [INFO ] [sig ] [354/2083] Forecasting CFG... [2025-10-18T03:23:50.458429] [INFO ] [sig ] Generating forecast for: CFG [2025-10-18T03:23:50.458459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-10-18T03:23:50.468347] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CFG'. [2025-10-18T03:23:50.468675] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-10-18T03:23:50.493600] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:50.494342] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-10-18T03:23:50.494397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:50.494430] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:50.494457] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:50.494514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:50.511392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:50.511971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:50.512053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:50.512086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:50.556131] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:50.556239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:50.556276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:50.556306] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:50.559612] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=49.91%) [2025-10-18T03:23:50.559905] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-10-18T03:23:50.560043] [INFO ] [sig ] CFG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:50.698772] [INFO ] [LOCAL ] Saved forecast: CFG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CFG.txt [2025-10-18T03:23:50.699082] [INFO ] [sig ] [354/2083] Completed CFG in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:50.699127] [INFO ] [sig ] [355/2083] Forecasting CFR... [2025-10-18T03:23:50.699157] [INFO ] [sig ] Generating forecast for: CFR [2025-10-18T03:23:50.699190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'. [2025-10-18T03:23:50.709167] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CFR'. [2025-10-18T03:23:50.709491] [INFO ] [FORECASTER] Starting predict_future for CFR [2025-10-18T03:23:50.735108] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:50.735878] [DEBUG] [LOCAL ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt [2025-10-18T03:23:50.735932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:50.735967] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:50.735994] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:50.736052] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:50.752859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:50.753438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:50.753519] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:50.753551] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:50.796785] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:50.796887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:50.796924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:50.796952] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:50.800147] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-10-18T03:23:50.800414] [INFO ] [FORECASTER] Completed predict_future for CFR [2025-10-18T03:23:50.800555] [INFO ] [sig ] CFR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:50.947830] [INFO ] [LOCAL ] Saved forecast: CFR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CFR.txt [2025-10-18T03:23:50.948112] [INFO ] [sig ] [355/2083] Completed CFR in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:50.948156] [INFO ] [sig ] [356/2083] Forecasting CGAU... [2025-10-18T03:23:50.948185] [INFO ] [sig ] Generating forecast for: CGAU [2025-10-18T03:23:50.948216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'. [2025-10-18T03:23:50.959189] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CGAU'. [2025-10-18T03:23:50.959540] [INFO ] [FORECASTER] Starting predict_future for CGAU [2025-10-18T03:23:50.985573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:50.986302] [DEBUG] [LOCAL ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt [2025-10-18T03:23:50.986359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:50.986392] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:50.986474] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:50.986545] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:51.004057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:51.004598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:51.004705] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:51.004755] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:51.040849] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:51.040963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:51.041003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:51.041033] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:51.044358] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=96.33%) [2025-10-18T03:23:51.044631] [INFO ] [FORECASTER] Completed predict_future for CGAU [2025-10-18T03:23:51.044810] [INFO ] [sig ] CGAU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:51.184189] [INFO ] [LOCAL ] Saved forecast: CGAU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CGAU.txt [2025-10-18T03:23:51.184421] [INFO ] [sig ] [356/2083] Completed CGAU in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:51.184469] [INFO ] [sig ] [357/2083] Forecasting CGV... [2025-10-18T03:23:51.184500] [INFO ] [sig ] Generating forecast for: CGV [2025-10-18T03:23:51.184530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'. [2025-10-18T03:23:51.193769] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'CGV'. [2025-10-18T03:23:51.194037] [INFO ] [FORECASTER] Starting predict_future for CGV [2025-10-18T03:23:51.219832] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:51.220534] [DEBUG] [LOCAL ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt [2025-10-18T03:23:51.220590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:51.220623] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:51.220684] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:51.220761] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:51.238321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:51.238967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:51.239053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:51.239089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:51.273637] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:51.273744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:51.273781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:51.273809] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:51.276843] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: UP (p=96.82%) [2025-10-18T03:23:51.277094] [INFO ] [FORECASTER] Completed predict_future for CGV [2025-10-18T03:23:51.277223] [INFO ] [sig ] CGV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:51.419209] [INFO ] [LOCAL ] Saved forecast: CGV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CGV.txt [2025-10-18T03:23:51.419440] [INFO ] [sig ] [357/2083] Completed CGV in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:51.419483] [INFO ] [sig ] [358/2083] Forecasting CHCT... [2025-10-18T03:23:51.419513] [INFO ] [sig ] Generating forecast for: CHCT [2025-10-18T03:23:51.419544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'. [2025-10-18T03:23:51.429972] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHCT'. [2025-10-18T03:23:51.430323] [INFO ] [FORECASTER] Starting predict_future for CHCT [2025-10-18T03:23:51.455468] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:51.456170] [DEBUG] [LOCAL ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt [2025-10-18T03:23:51.456225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:51.456259] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:51.456286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:51.456343] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:51.473234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:51.473824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:51.473907] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:51.473940] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:51.510017] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:51.510100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:51.510135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:51.510183] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:51.513257] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: UP (p=83.28%) [2025-10-18T03:23:51.513513] [INFO ] [FORECASTER] Completed predict_future for CHCT [2025-10-18T03:23:51.513671] [INFO ] [sig ] CHCT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:51.651072] [INFO ] [LOCAL ] Saved forecast: CHCT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CHCT.txt [2025-10-18T03:23:51.651303] [INFO ] [sig ] [358/2083] Completed CHCT in 0.2s | 4.12 sym/s | Total: 1.4m | ETA: 7.0m [2025-10-18T03:23:51.651345] [INFO ] [sig ] [359/2083] Forecasting CHD... [2025-10-18T03:23:51.651376] [INFO ] [sig ] Generating forecast for: CHD [2025-10-18T03:23:51.651411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-10-18T03:23:51.661224] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHD'. [2025-10-18T03:23:51.661544] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-10-18T03:23:51.686444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:51.687165] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-10-18T03:23:51.687219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:51.687251] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:51.687278] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:51.687334] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:51.704264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:51.704835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:51.704915] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:51.704948] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:51.740026] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:51.740483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:51.740524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:51.740552] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:51.744464] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-10-18T03:23:51.744775] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-10-18T03:23:51.744920] [INFO ] [sig ] CHD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:51.890363] [INFO ] [LOCAL ] Saved forecast: CHD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CHD.txt [2025-10-18T03:23:51.890663] [INFO ] [sig ] [359/2083] Completed CHD in 0.2s | 4.12 sym/s | Total: 1.5m | ETA: 7.0m [2025-10-18T03:23:51.890726] [INFO ] [sig ] [360/2083] Forecasting CHE... [2025-10-18T03:23:51.890760] [INFO ] [sig ] Generating forecast for: CHE [2025-10-18T03:23:51.890793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-10-18T03:23:51.901026] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHE'. [2025-10-18T03:23:51.901355] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-10-18T03:23:51.926294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:51.927014] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-10-18T03:23:51.927070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:51.927104] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:51.927133] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:51.927190] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:51.943943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:51.944496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:51.944579] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:51.944612] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:51.977486] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:51.977586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:51.977623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:51.977682] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:51.980842] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=5.68%) [2025-10-18T03:23:51.981107] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-10-18T03:23:51.981241] [INFO ] [sig ] CHE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:52.129752] [INFO ] [LOCAL ] Saved forecast: CHE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CHE.txt [2025-10-18T03:23:52.130046] [INFO ] [sig ] [360/2083] Completed CHE in 0.2s | 4.12 sym/s | Total: 1.5m | ETA: 7.0m [2025-10-18T03:23:52.130092] [INFO ] [sig ] [361/2083] Forecasting CHGG... [2025-10-18T03:23:52.130122] [INFO ] [sig ] Generating forecast for: CHGG [2025-10-18T03:23:52.130154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'. [2025-10-18T03:23:52.140667] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHGG'. [2025-10-18T03:23:52.141081] [INFO ] [FORECASTER] Starting predict_future for CHGG [2025-10-18T03:23:52.167150] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:52.168001] [DEBUG] [LOCAL ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt [2025-10-18T03:23:52.168058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:52.168091] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:52.168119] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:52.168177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:52.186532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:52.187340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:52.187438] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:52.187476] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:52.229025] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:52.229218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:52.229298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:52.229355] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:52.233312] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: DOWN (p=13.28%) [2025-10-18T03:23:52.233619] [INFO ] [FORECASTER] Completed predict_future for CHGG [2025-10-18T03:23:52.233802] [INFO ] [sig ] CHGG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:52.376507] [INFO ] [LOCAL ] Saved forecast: CHGG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CHGG.txt [2025-10-18T03:23:52.376894] [INFO ] [sig ] [361/2083] Completed CHGG in 0.2s | 4.12 sym/s | Total: 1.5m | ETA: 7.0m [2025-10-18T03:23:52.376956] [INFO ] [sig ] [362/2083] Forecasting CHH... [2025-10-18T03:23:52.376990] [INFO ] [sig ] Generating forecast for: CHH [2025-10-18T03:23:52.377022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-10-18T03:23:52.387323] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHH'. [2025-10-18T03:23:52.387621] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-10-18T03:23:52.414169] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:52.414972] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-10-18T03:23:52.415029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:52.415064] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:52.415093] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:52.415153] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:52.432552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:52.433198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:52.433282] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:52.433316] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:52.468591] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:52.468717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:52.468765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:52.468797] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:52.472008] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=28.54%) [2025-10-18T03:23:52.472276] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-10-18T03:23:52.472414] [INFO ] [sig ] CHH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:52.613270] [INFO ] [LOCAL ] Saved forecast: CHH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CHH.txt [2025-10-18T03:23:52.613497] [INFO ] [sig ] [362/2083] Completed CHH in 0.2s | 4.12 sym/s | Total: 1.5m | ETA: 7.0m [2025-10-18T03:23:52.613540] [INFO ] [sig ] [363/2083] Forecasting CHMI... [2025-10-18T03:23:52.613571] [INFO ] [sig ] Generating forecast for: CHMI [2025-10-18T03:23:52.613602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-10-18T03:23:52.622412] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHMI'. [2025-10-18T03:23:52.622739] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-10-18T03:23:52.648366] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:52.649098] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-10-18T03:23:52.649156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:52.649189] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:52.649216] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:52.649275] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:52.666809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:52.667469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:52.667553] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:52.667587] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:52.703946] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:52.704110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:52.704151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:52.704181] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:52.707836] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=85.08%) [2025-10-18T03:23:52.708153] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-10-18T03:23:52.708298] [INFO ] [sig ] CHMI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:52.845969] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CHMI.txt [2025-10-18T03:23:52.846187] [INFO ] [sig ] [363/2083] Completed CHMI in 0.2s | 4.12 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:52.846236] [INFO ] [sig ] [364/2083] Forecasting CHN... [2025-10-18T03:23:52.846268] [INFO ] [sig ] Generating forecast for: CHN [2025-10-18T03:23:52.846300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'. [2025-10-18T03:23:52.855393] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHN'. [2025-10-18T03:23:52.855700] [INFO ] [FORECASTER] Starting predict_future for CHN [2025-10-18T03:23:52.880671] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:52.881432] [DEBUG] [LOCAL ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt [2025-10-18T03:23:52.881491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:52.881525] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:52.881553] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:52.881609] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:52.898479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:52.899129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:52.899214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:52.899248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:52.933602] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:52.933727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:52.933773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:52.933804] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:52.936910] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: DOWN (p=49.92%) [2025-10-18T03:23:52.937173] [INFO ] [FORECASTER] Completed predict_future for CHN [2025-10-18T03:23:52.937302] [INFO ] [sig ] CHN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:53.078744] [INFO ] [LOCAL ] Saved forecast: CHN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CHN.txt [2025-10-18T03:23:53.079007] [INFO ] [sig ] [364/2083] Completed CHN in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:53.079068] [INFO ] [sig ] [365/2083] Forecasting CHPT... [2025-10-18T03:23:53.079102] [INFO ] [sig ] Generating forecast for: CHPT [2025-10-18T03:23:53.079133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'. [2025-10-18T03:23:53.088137] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHPT'. [2025-10-18T03:23:53.088472] [INFO ] [FORECASTER] Starting predict_future for CHPT [2025-10-18T03:23:53.114003] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:53.114812] [DEBUG] [LOCAL ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt [2025-10-18T03:23:53.114867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:53.114900] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:53.114928] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:53.114985] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:53.131726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:53.132339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:53.132425] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:53.132458] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:53.169134] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:53.169317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:53.169359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:53.169389] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:53.173055] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: DOWN (p=32.26%) [2025-10-18T03:23:53.173369] [INFO ] [FORECASTER] Completed predict_future for CHPT [2025-10-18T03:23:53.173509] [INFO ] [sig ] CHPT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:53.314863] [INFO ] [LOCAL ] Saved forecast: CHPT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CHPT.txt [2025-10-18T03:23:53.315107] [INFO ] [sig ] [365/2083] Completed CHPT in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:53.315151] [INFO ] [sig ] [366/2083] Forecasting CHT... [2025-10-18T03:23:53.315181] [INFO ] [sig ] Generating forecast for: CHT [2025-10-18T03:23:53.315212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'. [2025-10-18T03:23:53.324889] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHT'. [2025-10-18T03:23:53.325159] [INFO ] [FORECASTER] Starting predict_future for CHT [2025-10-18T03:23:53.349998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:53.350762] [DEBUG] [LOCAL ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt [2025-10-18T03:23:53.350816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:53.350849] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:53.350875] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:53.350932] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:53.367706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:53.368259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:53.368338] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:53.368371] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:53.410243] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:53.410334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:53.410368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:53.410396] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:53.413491] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: UP (p=92.53%) [2025-10-18T03:23:53.413792] [INFO ] [FORECASTER] Completed predict_future for CHT [2025-10-18T03:23:53.413932] [INFO ] [sig ] CHT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:53.550682] [INFO ] [LOCAL ] Saved forecast: CHT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CHT.txt [2025-10-18T03:23:53.550899] [INFO ] [sig ] [366/2083] Completed CHT in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:53.550941] [INFO ] [sig ] [367/2083] Forecasting CHWY... [2025-10-18T03:23:53.550971] [INFO ] [sig ] Generating forecast for: CHWY [2025-10-18T03:23:53.551003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-10-18T03:23:53.562457] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHWY'. [2025-10-18T03:23:53.562849] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-10-18T03:23:53.587963] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:53.588630] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-10-18T03:23:53.588710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:53.588750] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:53.588778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:53.588833] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:53.605776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:53.606321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:53.606401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:53.606435] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:53.652767] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:53.652894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:53.652934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:53.652964] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:53.656318] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=94.24%) [2025-10-18T03:23:53.656592] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-10-18T03:23:53.656765] [INFO ] [sig ] CHWY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:53.799613] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CHWY.txt [2025-10-18T03:23:53.799877] [INFO ] [sig ] [367/2083] Completed CHWY in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:53.799925] [INFO ] [sig ] [368/2083] Forecasting CI... [2025-10-18T03:23:53.799957] [INFO ] [sig ] Generating forecast for: CI [2025-10-18T03:23:53.799988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-10-18T03:23:53.809665] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CI'. [2025-10-18T03:23:53.809954] [INFO ] [FORECASTER] Starting predict_future for CI [2025-10-18T03:23:53.834895] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:53.835569] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-10-18T03:23:53.835622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:53.835689] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:53.835733] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:53.835793] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:53.852478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:53.853034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:53.853113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:53.853146] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:53.889068] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:53.889192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:53.889248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:53.889279] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:53.892342] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=72.92%) [2025-10-18T03:23:53.892605] [INFO ] [FORECASTER] Completed predict_future for CI [2025-10-18T03:23:53.892764] [INFO ] [sig ] CI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:54.030112] [INFO ] [LOCAL ] Saved forecast: CI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CI.txt [2025-10-18T03:23:54.030345] [INFO ] [sig ] [368/2083] Completed CI in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:54.030388] [INFO ] [sig ] [369/2083] Forecasting CIA... [2025-10-18T03:23:54.030417] [INFO ] [sig ] Generating forecast for: CIA [2025-10-18T03:23:54.030447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-10-18T03:23:54.039690] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIA'. [2025-10-18T03:23:54.039953] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-10-18T03:23:54.064951] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:54.065778] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-10-18T03:23:54.065833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:54.065913] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:54.065951] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:54.066008] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:54.082606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:54.083162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:54.083242] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:54.083275] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:54.116623] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:54.116754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:54.116795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:54.116823] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:54.120005] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=92.06%) [2025-10-18T03:23:54.120262] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-10-18T03:23:54.120391] [INFO ] [sig ] CIA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:54.257540] [INFO ] [LOCAL ] Saved forecast: CIA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CIA.txt [2025-10-18T03:23:54.257801] [INFO ] [sig ] [369/2083] Completed CIA in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:54.257862] [INFO ] [sig ] [370/2083] Forecasting CIB... [2025-10-18T03:23:54.257896] [INFO ] [sig ] Generating forecast for: CIB [2025-10-18T03:23:54.257927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-10-18T03:23:54.267079] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIB'. [2025-10-18T03:23:54.267349] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-10-18T03:23:54.292324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:54.293191] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-10-18T03:23:54.293246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:54.293280] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:54.293307] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:54.293364] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:54.311243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:54.311980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:54.312068] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:54.312102] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:54.353665] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:54.353810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:54.353850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:54.353880] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:54.357261] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=94.01%) [2025-10-18T03:23:54.357529] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-10-18T03:23:54.357692] [INFO ] [sig ] CIB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:54.499904] [INFO ] [LOCAL ] Saved forecast: CIB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CIB.txt [2025-10-18T03:23:54.500120] [INFO ] [sig ] [370/2083] Completed CIB in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:54.500162] [INFO ] [sig ] [371/2083] Forecasting CIEN... [2025-10-18T03:23:54.500199] [INFO ] [sig ] Generating forecast for: CIEN [2025-10-18T03:23:54.500232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-10-18T03:23:54.510414] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIEN'. [2025-10-18T03:23:54.510704] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-10-18T03:23:54.536044] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:54.536765] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-10-18T03:23:54.536820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:54.536854] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:54.536882] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:54.536939] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:54.554109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:54.554624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:54.554726] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:54.554767] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:54.590304] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:54.590416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:54.590454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:54.590484] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:54.593783] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=95.96%) [2025-10-18T03:23:54.594048] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-10-18T03:23:54.594182] [INFO ] [sig ] CIEN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:54.737452] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CIEN.txt [2025-10-18T03:23:54.737691] [INFO ] [sig ] [371/2083] Completed CIEN in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:54.737773] [INFO ] [sig ] [372/2083] Forecasting CIF... [2025-10-18T03:23:54.737823] [INFO ] [sig ] Generating forecast for: CIF [2025-10-18T03:23:54.737858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-10-18T03:23:54.748113] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIF'. [2025-10-18T03:23:54.748389] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-10-18T03:23:54.773449] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:54.774193] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-10-18T03:23:54.774247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:54.774281] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:54.774308] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:54.774366] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:54.791581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:54.792148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:54.792230] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:54.792264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:54.832067] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:54.832161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:54.832197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:54.832224] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:54.835280] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=95.74%) [2025-10-18T03:23:54.835531] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-10-18T03:23:54.835695] [INFO ] [sig ] CIF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:54.974058] [INFO ] [LOCAL ] Saved forecast: CIF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CIF.txt [2025-10-18T03:23:54.974292] [INFO ] [sig ] [372/2083] Completed CIF in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:54.974334] [INFO ] [sig ] [373/2083] Forecasting CIG... [2025-10-18T03:23:54.974364] [INFO ] [sig ] Generating forecast for: CIG [2025-10-18T03:23:54.974395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-10-18T03:23:54.983303] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIG'. [2025-10-18T03:23:54.983585] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-10-18T03:23:55.009163] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:55.010005] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-10-18T03:23:55.010061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:55.010095] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:55.010124] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:55.010200] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:55.027334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:55.027933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:55.028026] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:55.028060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:55.068034] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:55.068130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:55.068166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:55.068195] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:55.071321] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=48.90%) [2025-10-18T03:23:55.071584] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-10-18T03:23:55.071753] [INFO ] [sig ] CIG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:55.216272] [INFO ] [LOCAL ] Saved forecast: CIG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CIG.txt [2025-10-18T03:23:55.216526] [INFO ] [sig ] [373/2083] Completed CIG in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:55.216568] [INFO ] [sig ] [374/2083] Forecasting CII... [2025-10-18T03:23:55.216597] [INFO ] [sig ] Generating forecast for: CII [2025-10-18T03:23:55.216628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-10-18T03:23:55.227108] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CII'. [2025-10-18T03:23:55.227469] [INFO ] [FORECASTER] Starting predict_future for CII [2025-10-18T03:23:55.252584] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:55.253278] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-10-18T03:23:55.253332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:55.253365] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:55.253393] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:55.253450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:55.270174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:55.270732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:55.270827] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:55.270862] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:55.308429] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:55.308556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:55.308595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:55.308624] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:55.311952] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=78.54%) [2025-10-18T03:23:55.312220] [INFO ] [FORECASTER] Completed predict_future for CII [2025-10-18T03:23:55.312365] [INFO ] [sig ] CII: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:55.448987] [INFO ] [LOCAL ] Saved forecast: CII 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CII.txt [2025-10-18T03:23:55.449207] [INFO ] [sig ] [374/2083] Completed CII in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:55.449249] [INFO ] [sig ] [375/2083] Forecasting CIM... [2025-10-18T03:23:55.449279] [INFO ] [sig ] Generating forecast for: CIM [2025-10-18T03:23:55.449310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-10-18T03:23:55.459754] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIM'. [2025-10-18T03:23:55.460118] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-10-18T03:23:55.486042] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:55.486837] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-10-18T03:23:55.486893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:55.486927] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:55.486954] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:55.487010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:55.504314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:55.504922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:55.505006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:55.505039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:55.540162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:55.540244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:55.540280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:55.540308] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:55.543309] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: DOWN (p=22.07%) [2025-10-18T03:23:55.543564] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-10-18T03:23:55.544113] [INFO ] [sig ] CIM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:55.681811] [INFO ] [LOCAL ] Saved forecast: CIM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CIM.txt [2025-10-18T03:23:55.682079] [INFO ] [sig ] [375/2083] Completed CIM in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:55.682122] [INFO ] [sig ] [376/2083] Forecasting CINT... [2025-10-18T03:23:55.682152] [INFO ] [sig ] Generating forecast for: CINT [2025-10-18T03:23:55.682183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'. [2025-10-18T03:23:55.691324] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CINT'. [2025-10-18T03:23:55.691597] [INFO ] [FORECASTER] Starting predict_future for CINT [2025-10-18T03:23:55.717856] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:55.718616] [DEBUG] [LOCAL ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt [2025-10-18T03:23:55.718716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:55.718762] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:55.718792] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:55.718849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:55.736393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:55.737086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:55.737172] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:55.737207] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:55.771184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:55.771277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:55.771314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:55.771345] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:55.774623] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: DOWN (p=9.66%) [2025-10-18T03:23:55.774911] [INFO ] [FORECASTER] Completed predict_future for CINT [2025-10-18T03:23:55.775047] [INFO ] [sig ] CINT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:55.916608] [INFO ] [LOCAL ] Saved forecast: CINT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CINT.txt [2025-10-18T03:23:55.916909] [INFO ] [sig ] [376/2083] Completed CINT in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:55.916957] [INFO ] [sig ] [377/2083] Forecasting CIO... [2025-10-18T03:23:55.916987] [INFO ] [sig ] Generating forecast for: CIO [2025-10-18T03:23:55.917018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-10-18T03:23:55.925362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIO'. [2025-10-18T03:23:55.925633] [INFO ] [FORECASTER] Starting predict_future for CIO [2025-10-18T03:23:55.950691] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:55.951443] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-10-18T03:23:55.951500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:55.951534] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:55.951561] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:55.951619] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:55.968677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:55.969212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:55.969291] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:55.969324] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:56.006302] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:56.006417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:56.006456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:56.006489] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:56.009829] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=6.11%) [2025-10-18T03:23:56.010096] [INFO ] [FORECASTER] Completed predict_future for CIO [2025-10-18T03:23:56.010233] [INFO ] [sig ] CIO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:56.150947] [INFO ] [LOCAL ] Saved forecast: CIO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CIO.txt [2025-10-18T03:23:56.151181] [INFO ] [sig ] [377/2083] Completed CIO in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:56.151224] [INFO ] [sig ] [378/2083] Forecasting CION... [2025-10-18T03:23:56.151254] [INFO ] [sig ] Generating forecast for: CION [2025-10-18T03:23:56.151291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-10-18T03:23:56.159783] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CION'. [2025-10-18T03:23:56.160044] [INFO ] [FORECASTER] Starting predict_future for CION [2025-10-18T03:23:56.185305] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:56.186043] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-10-18T03:23:56.186098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:56.186131] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:56.186158] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:56.186215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:56.203198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:56.203761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:56.203841] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:56.203875] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:56.241670] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:56.241761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:56.241798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:56.241828] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:56.244963] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=81.11%) [2025-10-18T03:23:56.245219] [INFO ] [FORECASTER] Completed predict_future for CION [2025-10-18T03:23:56.245357] [INFO ] [sig ] CION: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:56.388750] [INFO ] [LOCAL ] Saved forecast: CION 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CION.txt [2025-10-18T03:23:56.389063] [INFO ] [sig ] [378/2083] Completed CION in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:56.389110] [INFO ] [sig ] [379/2083] Forecasting CIVI... [2025-10-18T03:23:56.389142] [INFO ] [sig ] Generating forecast for: CIVI [2025-10-18T03:23:56.389232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'. [2025-10-18T03:23:56.398498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIVI'. [2025-10-18T03:23:56.398825] [INFO ] [FORECASTER] Starting predict_future for CIVI [2025-10-18T03:23:56.424546] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:56.425357] [DEBUG] [LOCAL ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt [2025-10-18T03:23:56.425413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:56.425448] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:56.425478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:56.425535] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:56.442861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:56.443406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:56.443488] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:56.443529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:56.478576] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:56.478758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:56.478809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:56.478841] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:56.482353] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=19.26%) [2025-10-18T03:23:56.482688] [INFO ] [FORECASTER] Completed predict_future for CIVI [2025-10-18T03:23:56.482847] [INFO ] [sig ] CIVI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:56.625270] [INFO ] [LOCAL ] Saved forecast: CIVI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CIVI.txt [2025-10-18T03:23:56.625488] [INFO ] [sig ] [379/2083] Completed CIVI in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:56.625531] [INFO ] [sig ] [380/2083] Forecasting CL... [2025-10-18T03:23:56.625561] [INFO ] [sig ] Generating forecast for: CL [2025-10-18T03:23:56.625592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'. [2025-10-18T03:23:56.634689] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CL'. [2025-10-18T03:23:56.634945] [INFO ] [FORECASTER] Starting predict_future for CL [2025-10-18T03:23:56.663058] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:56.663818] [DEBUG] [LOCAL ] No optimal features file found for CL: ./output/feature-sets/CL.txt [2025-10-18T03:23:56.663872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:56.663905] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:56.663932] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:56.663988] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:56.681333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:56.681966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:56.682050] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:56.682084] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:56.718057] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:56.718219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:56.718262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:56.718293] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:56.722016] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: UP (p=99.53%) [2025-10-18T03:23:56.722412] [INFO ] [FORECASTER] Completed predict_future for CL [2025-10-18T03:23:56.722576] [INFO ] [sig ] CL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:56.865864] [INFO ] [LOCAL ] Saved forecast: CL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CL.txt [2025-10-18T03:23:56.866080] [INFO ] [sig ] [380/2083] Completed CL in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:56.866123] [INFO ] [sig ] [381/2083] Forecasting CLB... [2025-10-18T03:23:56.866153] [INFO ] [sig ] Generating forecast for: CLB [2025-10-18T03:23:56.866185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'. [2025-10-18T03:23:56.875951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLB'. [2025-10-18T03:23:56.876228] [INFO ] [FORECASTER] Starting predict_future for CLB [2025-10-18T03:23:56.901443] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:56.902157] [DEBUG] [LOCAL ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt [2025-10-18T03:23:56.902211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:56.902245] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:56.902272] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:56.902328] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:56.919819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:56.920365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:56.920464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:56.920499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:56.957418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:56.957514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:56.957549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:56.957578] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:56.960782] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=98.02%) [2025-10-18T03:23:56.961043] [INFO ] [FORECASTER] Completed predict_future for CLB [2025-10-18T03:23:56.961177] [INFO ] [sig ] CLB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:57.105583] [INFO ] [LOCAL ] Saved forecast: CLB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CLB.txt [2025-10-18T03:23:57.105822] [INFO ] [sig ] [381/2083] Completed CLB in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:57.105878] [INFO ] [sig ] [382/2083] Forecasting CLCO... [2025-10-18T03:23:57.105910] [INFO ] [sig ] Generating forecast for: CLCO [2025-10-18T03:23:57.105941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-10-18T03:23:57.114064] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLCO'. [2025-10-18T03:23:57.114337] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-10-18T03:23:57.139470] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:57.140217] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-10-18T03:23:57.140306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:57.140346] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:57.140374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:57.140431] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:57.157252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:57.157850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:57.157933] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:57.157968] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:57.196128] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:57.196260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:57.196304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:57.196333] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:57.199682] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=98.94%) [2025-10-18T03:23:57.199950] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-10-18T03:23:57.200085] [INFO ] [sig ] CLCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:57.346111] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CLCO.txt [2025-10-18T03:23:57.346325] [INFO ] [sig ] [382/2083] Completed CLCO in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:57.346367] [INFO ] [sig ] [383/2083] Forecasting CLDT... [2025-10-18T03:23:57.346397] [INFO ] [sig ] Generating forecast for: CLDT [2025-10-18T03:23:57.346429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'. [2025-10-18T03:23:57.355995] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLDT'. [2025-10-18T03:23:57.356250] [INFO ] [FORECASTER] Starting predict_future for CLDT [2025-10-18T03:23:57.381958] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:57.382711] [DEBUG] [LOCAL ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt [2025-10-18T03:23:57.382784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:57.382821] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:57.382850] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:57.382907] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:57.399939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:57.400572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:57.400682] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:57.400739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:57.441777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:57.441953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:57.441996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:57.442025] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:57.445496] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: UP (p=87.35%) [2025-10-18T03:23:57.445815] [INFO ] [FORECASTER] Completed predict_future for CLDT [2025-10-18T03:23:57.445958] [INFO ] [sig ] CLDT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:57.589333] [INFO ] [LOCAL ] Saved forecast: CLDT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CLDT.txt [2025-10-18T03:23:57.589584] [INFO ] [sig ] [383/2083] Completed CLDT in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:57.589628] [INFO ] [sig ] [384/2083] Forecasting CLF... [2025-10-18T03:23:57.589697] [INFO ] [sig ] Generating forecast for: CLF [2025-10-18T03:23:57.589743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'. [2025-10-18T03:23:57.600231] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLF'. [2025-10-18T03:23:57.600629] [INFO ] [FORECASTER] Starting predict_future for CLF [2025-10-18T03:23:57.627077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:57.627927] [DEBUG] [LOCAL ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt [2025-10-18T03:23:57.627983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:57.628016] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:57.628044] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:57.628100] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:57.645066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:57.645800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:57.645890] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:57.645924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:57.686200] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:57.686394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:57.686436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:57.686465] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:57.690044] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=48.31%) [2025-10-18T03:23:57.690321] [INFO ] [FORECASTER] Completed predict_future for CLF [2025-10-18T03:23:57.690455] [INFO ] [sig ] CLF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:57.831026] [INFO ] [LOCAL ] Saved forecast: CLF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CLF.txt [2025-10-18T03:23:57.831284] [INFO ] [sig ] [384/2083] Completed CLF in 0.2s | 4.13 sym/s | Total: 1.5m | ETA: 6.9m [2025-10-18T03:23:57.831327] [INFO ] [sig ] [385/2083] Forecasting CLH... [2025-10-18T03:23:57.831356] [INFO ] [sig ] Generating forecast for: CLH [2025-10-18T03:23:57.831392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-10-18T03:23:57.841261] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLH'. [2025-10-18T03:23:57.841558] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-10-18T03:23:57.866856] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:57.867553] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-10-18T03:23:57.867608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:57.867661] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:57.867716] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:57.867807] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:57.885367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:57.886048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:57.886175] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:57.886215] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:57.926262] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:57.926436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:57.926477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:57.926506] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:57.930051] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=58.22%) [2025-10-18T03:23:57.930330] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-10-18T03:23:57.930472] [INFO ] [sig ] CLH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:58.069560] [INFO ] [LOCAL ] Saved forecast: CLH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CLH.txt [2025-10-18T03:23:58.069794] [INFO ] [sig ] [385/2083] Completed CLH in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.9m [2025-10-18T03:23:58.069854] [INFO ] [sig ] [386/2083] Forecasting CLW... [2025-10-18T03:23:58.069888] [INFO ] [sig ] Generating forecast for: CLW [2025-10-18T03:23:58.069919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'. [2025-10-18T03:23:58.079680] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLW'. [2025-10-18T03:23:58.080007] [INFO ] [FORECASTER] Starting predict_future for CLW [2025-10-18T03:23:58.104949] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:58.105638] [DEBUG] [LOCAL ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt [2025-10-18T03:23:58.105719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:58.105755] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:58.105783] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:58.105840] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:58.123166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:58.123826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:58.123911] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:58.123945] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:58.162567] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:58.162701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:58.162752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:58.162782] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:58.165939] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=88.72%) [2025-10-18T03:23:58.166209] [INFO ] [FORECASTER] Completed predict_future for CLW [2025-10-18T03:23:58.166368] [INFO ] [sig ] CLW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:58.309541] [INFO ] [LOCAL ] Saved forecast: CLW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CLW.txt [2025-10-18T03:23:58.309841] [INFO ] [sig ] [386/2083] Completed CLW in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:23:58.309903] [INFO ] [sig ] [387/2083] Forecasting CLX... [2025-10-18T03:23:58.309937] [INFO ] [sig ] Generating forecast for: CLX [2025-10-18T03:23:58.309968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'. [2025-10-18T03:23:58.318896] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLX'. [2025-10-18T03:23:58.319203] [INFO ] [FORECASTER] Starting predict_future for CLX [2025-10-18T03:23:58.344493] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:58.345230] [DEBUG] [LOCAL ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt [2025-10-18T03:23:58.345284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:58.345319] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:58.345346] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:58.345404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:58.362621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:58.363215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:58.363299] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:58.363333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:58.408352] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:58.408522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:58.408600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:58.408835] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:58.412417] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=90.83%) [2025-10-18T03:23:58.412757] [INFO ] [FORECASTER] Completed predict_future for CLX [2025-10-18T03:23:58.412917] [INFO ] [sig ] CLX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:58.551784] [INFO ] [LOCAL ] Saved forecast: CLX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CLX.txt [2025-10-18T03:23:58.552011] [INFO ] [sig ] [387/2083] Completed CLX in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:23:58.552052] [INFO ] [sig ] [388/2083] Forecasting CM... [2025-10-18T03:23:58.552082] [INFO ] [sig ] Generating forecast for: CM [2025-10-18T03:23:58.552113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'. [2025-10-18T03:23:58.562508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CM'. [2025-10-18T03:23:58.562903] [INFO ] [FORECASTER] Starting predict_future for CM [2025-10-18T03:23:58.588771] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:58.589568] [DEBUG] [LOCAL ] No optimal features file found for CM: ./output/feature-sets/CM.txt [2025-10-18T03:23:58.589623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:58.589690] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:58.589732] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:58.589791] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:58.607126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:58.607992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:58.608085] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:58.608140] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:58.654835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:58.655012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:58.655055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:58.655085] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:58.659835] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=79.31%) [2025-10-18T03:23:58.660121] [INFO ] [FORECASTER] Completed predict_future for CM [2025-10-18T03:23:58.660270] [INFO ] [sig ] CM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:58.803057] [INFO ] [LOCAL ] Saved forecast: CM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CM.txt [2025-10-18T03:23:58.803334] [INFO ] [sig ] [388/2083] Completed CM in 0.3s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:23:58.803378] [INFO ] [sig ] [389/2083] Forecasting CMA... [2025-10-18T03:23:58.803409] [INFO ] [sig ] Generating forecast for: CMA [2025-10-18T03:23:58.803440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-10-18T03:23:58.813588] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMA'. [2025-10-18T03:23:58.813944] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-10-18T03:23:58.839939] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:58.840755] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-10-18T03:23:58.840813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:58.840847] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:58.840876] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:58.840934] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:58.858074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:58.858764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:58.858851] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:58.858887] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:58.903092] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:58.903249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:58.903292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:58.903322] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:58.906898] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=53.12%) [2025-10-18T03:23:58.907173] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-10-18T03:23:58.907326] [INFO ] [sig ] CMA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:59.063176] [INFO ] [LOCAL ] Saved forecast: CMA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CMA.txt [2025-10-18T03:23:59.063413] [INFO ] [sig ] [389/2083] Completed CMA in 0.3s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:23:59.063456] [INFO ] [sig ] [390/2083] Forecasting CMBT... [2025-10-18T03:23:59.063486] [INFO ] [sig ] Generating forecast for: CMBT [2025-10-18T03:23:59.063516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'. [2025-10-18T03:23:59.073579] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMBT'. [2025-10-18T03:23:59.073915] [INFO ] [FORECASTER] Starting predict_future for CMBT [2025-10-18T03:23:59.099252] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:59.100031] [DEBUG] [LOCAL ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt [2025-10-18T03:23:59.100103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:59.100183] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:59.100223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:59.100284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:59.117473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:59.118137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:59.118223] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:59.118258] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:59.162414] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:59.162543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:59.162585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:59.162614] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:59.165894] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: DOWN (p=6.79%) [2025-10-18T03:23:59.166158] [INFO ] [FORECASTER] Completed predict_future for CMBT [2025-10-18T03:23:59.166296] [INFO ] [sig ] CMBT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:59.308700] [INFO ] [LOCAL ] Saved forecast: CMBT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CMBT.txt [2025-10-18T03:23:59.308947] [INFO ] [sig ] [390/2083] Completed CMBT in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:23:59.308991] [INFO ] [sig ] [391/2083] Forecasting CMC... [2025-10-18T03:23:59.309023] [INFO ] [sig ] Generating forecast for: CMC [2025-10-18T03:23:59.309054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-10-18T03:23:59.319564] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMC'. [2025-10-18T03:23:59.319958] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-10-18T03:23:59.344948] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:59.345607] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-10-18T03:23:59.345684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:59.345731] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:59.345761] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:59.345817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:59.362504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:59.363055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:59.363137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:59.363170] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:59.409203] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:59.409314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:59.409353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:59.409382] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:59.412628] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=18.24%) [2025-10-18T03:23:59.412918] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-10-18T03:23:59.413058] [INFO ] [sig ] CMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:23:59.550985] [INFO ] [LOCAL ] Saved forecast: CMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CMC.txt [2025-10-18T03:23:59.551204] [INFO ] [sig ] [391/2083] Completed CMC in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:23:59.551297] [INFO ] [sig ] [392/2083] Forecasting CMCM... [2025-10-18T03:23:59.551336] [INFO ] [sig ] Generating forecast for: CMCM [2025-10-18T03:23:59.551368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-10-18T03:23:59.561033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMCM'. [2025-10-18T03:23:59.561441] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-10-18T03:23:59.586611] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:59.587361] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-10-18T03:23:59.587415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:59.587448] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:59.587475] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:59.587532] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:59.604437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:59.605060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:59.605145] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:59.605178] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:59.646060] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:59.646253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:59.646297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:59.646327] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:59.650016] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=99.00%) [2025-10-18T03:23:59.650293] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-10-18T03:23:59.650437] [INFO ] [sig ] CMCM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:23:59.792777] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CMCM.txt [2025-10-18T03:23:59.793037] [INFO ] [sig ] [392/2083] Completed CMCM in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:23:59.793080] [INFO ] [sig ] [393/2083] Forecasting CMG... [2025-10-18T03:23:59.793110] [INFO ] [sig ] Generating forecast for: CMG [2025-10-18T03:23:59.793141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'. [2025-10-18T03:23:59.802838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMG'. [2025-10-18T03:23:59.803148] [INFO ] [FORECASTER] Starting predict_future for CMG [2025-10-18T03:23:59.828466] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:23:59.829226] [DEBUG] [LOCAL ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt [2025-10-18T03:23:59.829281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:23:59.829316] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:23:59.829344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:23:59.829402] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:23:59.846923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:23:59.847518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:23:59.847604] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:23:59.847639] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:23:59.887240] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:23:59.887351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:23:59.887403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:23:59.887436] [INFO ] [FORECASTER] Training complete [2025-10-18T03:23:59.890777] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=8.78%) [2025-10-18T03:23:59.891040] [INFO ] [FORECASTER] Completed predict_future for CMG [2025-10-18T03:23:59.891199] [INFO ] [sig ] CMG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:00.033866] [INFO ] [LOCAL ] Saved forecast: CMG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CMG.txt [2025-10-18T03:24:00.034121] [INFO ] [sig ] [393/2083] Completed CMG in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:00.034163] [INFO ] [sig ] [394/2083] Forecasting CMI... [2025-10-18T03:24:00.034193] [INFO ] [sig ] Generating forecast for: CMI [2025-10-18T03:24:00.034223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-10-18T03:24:00.044004] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMI'. [2025-10-18T03:24:00.044322] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-10-18T03:24:00.069760] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:00.070454] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-10-18T03:24:00.070509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:00.070544] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:00.070573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:00.070632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:00.088184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:00.088787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:00.088871] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:00.088905] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:00.130022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:00.130162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:00.130202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:00.130233] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:00.133697] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=90.68%) [2025-10-18T03:24:00.133971] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-10-18T03:24:00.134123] [INFO ] [sig ] CMI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:00.277974] [INFO ] [LOCAL ] Saved forecast: CMI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CMI.txt [2025-10-18T03:24:00.278254] [INFO ] [sig ] [394/2083] Completed CMI in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:00.278299] [INFO ] [sig ] [395/2083] Forecasting CMP... [2025-10-18T03:24:00.278331] [INFO ] [sig ] Generating forecast for: CMP [2025-10-18T03:24:00.278365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-10-18T03:24:00.288513] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMP'. [2025-10-18T03:24:00.289035] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-10-18T03:24:00.314838] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:00.315667] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-10-18T03:24:00.315730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:00.315766] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:00.315795] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:00.315854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:00.333617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:00.334235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:00.334318] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:00.334353] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:00.388542] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:00.388668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:00.388727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:00.388760] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:00.391978] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=98.52%) [2025-10-18T03:24:00.392242] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-10-18T03:24:00.392384] [INFO ] [sig ] CMP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:00.538232] [INFO ] [LOCAL ] Saved forecast: CMP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CMP.txt [2025-10-18T03:24:00.538530] [INFO ] [sig ] [395/2083] Completed CMP in 0.3s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:00.538578] [INFO ] [sig ] [396/2083] Forecasting CMRE... [2025-10-18T03:24:00.538610] [INFO ] [sig ] Generating forecast for: CMRE [2025-10-18T03:24:00.538666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-10-18T03:24:00.549556] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMRE'. [2025-10-18T03:24:00.549954] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-10-18T03:24:00.575625] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:00.576431] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-10-18T03:24:00.576491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:00.576526] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:00.576554] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:00.576614] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:00.593441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:00.594077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:00.594165] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:00.594198] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:00.635504] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:00.635707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:00.635765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:00.635797] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:00.639408] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=98.76%) [2025-10-18T03:24:00.639724] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-10-18T03:24:00.639881] [INFO ] [sig ] CMRE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:00.776699] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CMRE.txt [2025-10-18T03:24:00.776958] [INFO ] [sig ] [396/2083] Completed CMRE in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:00.777002] [INFO ] [sig ] [397/2083] Forecasting CMSA... [2025-10-18T03:24:00.777032] [INFO ] [sig ] Generating forecast for: CMSA [2025-10-18T03:24:00.777064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-10-18T03:24:00.787488] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'CMSA'. [2025-10-18T03:24:00.787879] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-10-18T03:24:00.813022] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:00.813717] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-10-18T03:24:00.813773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:00.813820] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:00.813849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:00.813905] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:00.830638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:00.831222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:00.831302] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:00.831335] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:00.873046] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:00.873123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:00.873157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:00.873185] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:00.876211] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=88.01%) [2025-10-18T03:24:00.876462] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-10-18T03:24:00.876610] [INFO ] [sig ] CMSA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:01.013886] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CMSA.txt [2025-10-18T03:24:01.014113] [INFO ] [sig ] [397/2083] Completed CMSA in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:01.014154] [INFO ] [sig ] [398/2083] Forecasting CMSC... [2025-10-18T03:24:01.014183] [INFO ] [sig ] Generating forecast for: CMSC [2025-10-18T03:24:01.014214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-10-18T03:24:01.025428] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMSC'. [2025-10-18T03:24:01.025819] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-10-18T03:24:01.051075] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:01.051929] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-10-18T03:24:01.051988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:01.052030] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:01.052059] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:01.052181] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:01.069123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:01.069741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:01.069833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:01.069866] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:01.113082] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:01.113211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:01.113256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:01.113286] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:01.116710] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=47.60%) [2025-10-18T03:24:01.116982] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-10-18T03:24:01.117118] [INFO ] [sig ] CMSC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:01.259418] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CMSC.txt [2025-10-18T03:24:01.259696] [INFO ] [sig ] [398/2083] Completed CMSC in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:01.259759] [INFO ] [sig ] [399/2083] Forecasting CMSD... [2025-10-18T03:24:01.259792] [INFO ] [sig ] Generating forecast for: CMSD [2025-10-18T03:24:01.259824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-10-18T03:24:01.270786] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMSD'. [2025-10-18T03:24:01.271233] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-10-18T03:24:01.299344] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:01.300185] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-10-18T03:24:01.300247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:01.300282] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:01.300310] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:01.300369] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:01.319030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:01.319663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:01.319750] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:01.319786] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:01.362753] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:01.362932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:01.362973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:01.363002] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:01.366562] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=33.81%) [2025-10-18T03:24:01.366876] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-10-18T03:24:01.367027] [INFO ] [sig ] CMSD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:01.510946] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CMSD.txt [2025-10-18T03:24:01.511258] [INFO ] [sig ] [399/2083] Completed CMSD in 0.3s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:01.511306] [INFO ] [sig ] [400/2083] Forecasting CMTG... [2025-10-18T03:24:01.511337] [INFO ] [sig ] Generating forecast for: CMTG [2025-10-18T03:24:01.511370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-10-18T03:24:01.522533] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMTG'. [2025-10-18T03:24:01.523047] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-10-18T03:24:01.548817] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:01.549563] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-10-18T03:24:01.549619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:01.549683] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:01.549729] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:01.549788] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:01.566738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:01.567582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:01.567705] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:01.567789] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:01.608423] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:01.608624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:01.608714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:01.608758] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:01.612376] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-10-18T03:24:01.612699] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-10-18T03:24:01.612886] [INFO ] [sig ] CMTG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:01.830149] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CMTG.txt [2025-10-18T03:24:01.830345] [INFO ] [sig ] [400/2083] Completed CMTG in 0.3s | 4.12 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:01.830387] [INFO ] [sig ] [401/2083] Forecasting CMU... [2025-10-18T03:24:01.830417] [INFO ] [sig ] Generating forecast for: CMU [2025-10-18T03:24:01.830448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'. [2025-10-18T03:24:01.840829] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMU'. [2025-10-18T03:24:01.841169] [INFO ] [FORECASTER] Starting predict_future for CMU [2025-10-18T03:24:01.867498] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:01.868347] [DEBUG] [LOCAL ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt [2025-10-18T03:24:01.868403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:01.868437] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:01.868464] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:01.868522] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:01.885538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:01.886197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:01.886284] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:01.886319] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:01.928505] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:01.928696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:01.928789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:01.928823] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:01.934668] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: DOWN (p=41.08%) [2025-10-18T03:24:01.934996] [INFO ] [FORECASTER] Completed predict_future for CMU [2025-10-18T03:24:01.935148] [INFO ] [sig ] CMU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:02.082472] [INFO ] [LOCAL ] Saved forecast: CMU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CMU.txt [2025-10-18T03:24:02.082701] [INFO ] [sig ] [401/2083] Completed CMU in 0.3s | 4.12 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:02.082761] [INFO ] [sig ] [402/2083] Forecasting CNA... [2025-10-18T03:24:02.082795] [INFO ] [sig ] Generating forecast for: CNA [2025-10-18T03:24:02.082827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-10-18T03:24:02.092257] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNA'. [2025-10-18T03:24:02.092533] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-10-18T03:24:02.119324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:02.120123] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-10-18T03:24:02.120181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:02.120217] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:02.120247] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:02.120306] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:02.137461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:02.138096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:02.138183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:02.138217] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:02.177517] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:02.177702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:02.177824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:02.177865] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:02.181328] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=85.18%) [2025-10-18T03:24:02.181599] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-10-18T03:24:02.181777] [INFO ] [sig ] CNA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:02.321671] [INFO ] [LOCAL ] Saved forecast: CNA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CNA.txt [2025-10-18T03:24:02.321998] [INFO ] [sig ] [402/2083] Completed CNA in 0.2s | 4.12 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:02.322085] [INFO ] [sig ] [403/2083] Forecasting CNC... [2025-10-18T03:24:02.322155] [INFO ] [sig ] Generating forecast for: CNC [2025-10-18T03:24:02.322232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-10-18T03:24:02.334015] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'CNC'. [2025-10-18T03:24:02.334347] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-10-18T03:24:02.359263] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:02.360001] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-10-18T03:24:02.360057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:02.360090] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:02.360117] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:02.360174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:02.377349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:02.377957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:02.378038] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:02.378072] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:02.417914] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:02.418035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:02.418073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:02.418101] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:02.421275] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=36.38%) [2025-10-18T03:24:02.421535] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-10-18T03:24:02.421689] [INFO ] [sig ] CNC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:02.562068] [INFO ] [LOCAL ] Saved forecast: CNC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNC.txt [2025-10-18T03:24:02.562273] [INFO ] [sig ] [403/2083] Completed CNC in 0.2s | 4.12 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:02.562316] [INFO ] [sig ] [404/2083] Forecasting CNF... [2025-10-18T03:24:02.562347] [INFO ] [sig ] Generating forecast for: CNF [2025-10-18T03:24:02.562378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'. [2025-10-18T03:24:02.571852] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'CNF'. [2025-10-18T03:24:02.572111] [INFO ] [FORECASTER] Starting predict_future for CNF [2025-10-18T03:24:02.597157] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:02.597988] [DEBUG] [LOCAL ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt [2025-10-18T03:24:02.598044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:02.598093] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:02.598123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:02.598179] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:02.615011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:02.615548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:02.615630] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:02.615698] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:02.655031] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:02.655194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:02.655236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:02.655265] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:02.658858] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: DOWN (p=28.57%) [2025-10-18T03:24:02.659136] [INFO ] [FORECASTER] Completed predict_future for CNF [2025-10-18T03:24:02.659278] [INFO ] [sig ] CNF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:02.795630] [INFO ] [LOCAL ] Saved forecast: CNF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNF.txt [2025-10-18T03:24:02.795890] [INFO ] [sig ] [404/2083] Completed CNF in 0.2s | 4.12 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:02.795938] [INFO ] [sig ] [405/2083] Forecasting CNH... [2025-10-18T03:24:02.795970] [INFO ] [sig ] Generating forecast for: CNH [2025-10-18T03:24:02.796001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'. [2025-10-18T03:24:02.804999] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNH'. [2025-10-18T03:24:02.805268] [INFO ] [FORECASTER] Starting predict_future for CNH [2025-10-18T03:24:02.830039] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:02.830738] [DEBUG] [LOCAL ] No optimal features file found for CNH: ./output/feature-sets/CNH.txt [2025-10-18T03:24:02.830793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:02.830826] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:02.830854] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:02.830909] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:02.847823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:02.848342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:02.848419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:02.848452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:02.885393] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:02.885479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:02.885515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:02.885543] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:02.888561] [DEBUG] [FORECASTER] CNH: Forecast T+1@11:T+2@11: DOWN (p=9.07%) [2025-10-18T03:24:02.888846] [INFO ] [FORECASTER] Completed predict_future for CNH [2025-10-18T03:24:02.888982] [INFO ] [sig ] CNH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:03.027193] [INFO ] [LOCAL ] Saved forecast: CNH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNH.txt [2025-10-18T03:24:03.027429] [INFO ] [sig ] [405/2083] Completed CNH in 0.2s | 4.12 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:03.027472] [INFO ] [sig ] [406/2083] Forecasting CNI... [2025-10-18T03:24:03.027503] [INFO ] [sig ] Generating forecast for: CNI [2025-10-18T03:24:03.027534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-10-18T03:24:03.036694] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNI'. [2025-10-18T03:24:03.036991] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-10-18T03:24:03.061609] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:03.062327] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-10-18T03:24:03.062382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:03.062416] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:03.062444] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:03.062502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:03.079253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:03.079822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:03.079904] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:03.079937] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:03.114472] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:03.114546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:03.114581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:03.114610] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:03.117580] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=42.86%) [2025-10-18T03:24:03.117900] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-10-18T03:24:03.118033] [INFO ] [sig ] CNI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:03.256314] [INFO ] [LOCAL ] Saved forecast: CNI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNI.txt [2025-10-18T03:24:03.256521] [INFO ] [sig ] [406/2083] Completed CNI in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:03.256562] [INFO ] [sig ] [407/2083] Forecasting CNK... [2025-10-18T03:24:03.256592] [INFO ] [sig ] Generating forecast for: CNK [2025-10-18T03:24:03.256623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-10-18T03:24:03.265609] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNK'. [2025-10-18T03:24:03.265929] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-10-18T03:24:03.290871] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:03.291552] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-10-18T03:24:03.291610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:03.291681] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:03.291741] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:03.291808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:03.308366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:03.308927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:03.309007] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:03.309040] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:03.345714] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:03.345804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:03.345841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:03.345869] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:03.349146] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=44.22%) [2025-10-18T03:24:03.349397] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-10-18T03:24:03.349520] [INFO ] [sig ] CNK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:03.495981] [INFO ] [LOCAL ] Saved forecast: CNK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNK.txt [2025-10-18T03:24:03.496227] [INFO ] [sig ] [407/2083] Completed CNK in 0.2s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:03.496271] [INFO ] [sig ] [408/2083] Forecasting CNM... [2025-10-18T03:24:03.496303] [INFO ] [sig ] Generating forecast for: CNM [2025-10-18T03:24:03.496335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-10-18T03:24:03.506512] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNM'. [2025-10-18T03:24:03.506953] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-10-18T03:24:03.533338] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:03.534158] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-10-18T03:24:03.534213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:03.534248] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:03.534276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:03.534334] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:03.552475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:03.553111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:03.553194] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:03.553231] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:03.594817] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:03.595002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:03.595044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:03.595073] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:03.598687] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=11.73%) [2025-10-18T03:24:03.599010] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-10-18T03:24:03.599155] [INFO ] [sig ] CNM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:03.753008] [INFO ] [LOCAL ] Saved forecast: CNM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNM.txt [2025-10-18T03:24:03.753315] [INFO ] [sig ] [408/2083] Completed CNM in 0.3s | 4.13 sym/s | Total: 1.6m | ETA: 6.8m [2025-10-18T03:24:03.753391] [INFO ] [sig ] [409/2083] Forecasting CNMD... [2025-10-18T03:24:03.753466] [INFO ] [sig ] Generating forecast for: CNMD [2025-10-18T03:24:03.753534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-10-18T03:24:03.765461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNMD'. [2025-10-18T03:24:03.766009] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-10-18T03:24:03.795914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:03.796848] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-10-18T03:24:03.796915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:03.796951] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:03.796980] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:03.797040] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:03.815206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:03.816234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:03.816353] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:03.816395] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:03.867581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:03.867893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:03.867971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:03.868025] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:03.873697] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=29.30%) [2025-10-18T03:24:03.874248] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-10-18T03:24:03.874472] [INFO ] [sig ] CNMD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:04.111504] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNMD.txt [2025-10-18T03:24:04.111923] [INFO ] [sig ] [409/2083] Completed CNMD in 0.4s | 4.12 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:04.112005] [INFO ] [sig ] [410/2083] Forecasting CNO... [2025-10-18T03:24:04.112060] [INFO ] [sig ] Generating forecast for: CNO [2025-10-18T03:24:04.112118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-10-18T03:24:04.123792] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNO'. [2025-10-18T03:24:04.124324] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-10-18T03:24:04.160943] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:04.161972] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-10-18T03:24:04.162036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:04.162071] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:04.162099] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:04.162159] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:04.185511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:04.186721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:04.186845] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:04.186900] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:04.238271] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:04.238480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:04.238545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:04.238596] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:04.243838] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-10-18T03:24:04.244262] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-10-18T03:24:04.244455] [INFO ] [sig ] CNO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:04.475347] [INFO ] [LOCAL ] Saved forecast: CNO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CNO.txt [2025-10-18T03:24:04.475618] [INFO ] [sig ] [410/2083] Completed CNO in 0.4s | 4.12 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:04.475723] [INFO ] [sig ] [411/2083] Forecasting CNP... [2025-10-18T03:24:04.475769] [INFO ] [sig ] Generating forecast for: CNP [2025-10-18T03:24:04.475804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-10-18T03:24:04.487082] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNP'. [2025-10-18T03:24:04.487514] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-10-18T03:24:04.518069] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:04.518949] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-10-18T03:24:04.519008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:04.519062] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:04.519145] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:04.519215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:04.539039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:04.540275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:04.540382] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:04.540422] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:04.577870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:04.578048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:04.578091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:04.578121] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:04.581744] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=16.75%) [2025-10-18T03:24:04.582046] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-10-18T03:24:04.582199] [INFO ] [sig ] CNP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:04.726237] [INFO ] [LOCAL ] Saved forecast: CNP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNP.txt [2025-10-18T03:24:04.726462] [INFO ] [sig ] [411/2083] Completed CNP in 0.3s | 4.11 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:04.726508] [INFO ] [sig ] [412/2083] Forecasting CNQ... [2025-10-18T03:24:04.726541] [INFO ] [sig ] Generating forecast for: CNQ [2025-10-18T03:24:04.726574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-10-18T03:24:04.738187] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNQ'. [2025-10-18T03:24:04.738726] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-10-18T03:24:04.772976] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:04.774165] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-10-18T03:24:04.774236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:04.774294] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:04.774352] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:04.774431] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:04.794899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:04.795761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:04.795850] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:04.795887] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:04.829034] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:04.829143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:04.829181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:04.829212] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:04.832419] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=25.23%) [2025-10-18T03:24:04.832721] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-10-18T03:24:04.832863] [INFO ] [sig ] CNQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:04.993549] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNQ.txt [2025-10-18T03:24:04.993794] [INFO ] [sig ] [412/2083] Completed CNQ in 0.3s | 4.11 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:04.993856] [INFO ] [sig ] [413/2083] Forecasting CNX... [2025-10-18T03:24:04.993890] [INFO ] [sig ] Generating forecast for: CNX [2025-10-18T03:24:04.993923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-10-18T03:24:05.003738] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNX'. [2025-10-18T03:24:05.004094] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-10-18T03:24:05.030045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:05.030800] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-10-18T03:24:05.030858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:05.030891] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:05.030919] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:05.030976] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:05.048710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:05.049257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:05.049342] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:05.049375] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:05.087282] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:05.087380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:05.087419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:05.087448] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:05.090987] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=11.03%) [2025-10-18T03:24:05.091249] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-10-18T03:24:05.091378] [INFO ] [sig ] CNX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:05.229526] [INFO ] [LOCAL ] Saved forecast: CNX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CNX.txt [2025-10-18T03:24:05.229762] [INFO ] [sig ] [413/2083] Completed CNX in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:05.229822] [INFO ] [sig ] [414/2083] Forecasting CODI... [2025-10-18T03:24:05.229857] [INFO ] [sig ] Generating forecast for: CODI [2025-10-18T03:24:05.229888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-10-18T03:24:05.239362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CODI'. [2025-10-18T03:24:05.239704] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-10-18T03:24:05.264545] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:05.265281] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-10-18T03:24:05.265337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:05.265371] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:05.265398] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:05.265455] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:05.282610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:05.283302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:05.283386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:05.283422] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:05.322418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:05.322628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:05.323070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:05.323111] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:05.327227] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=45.44%) [2025-10-18T03:24:05.327503] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-10-18T03:24:05.327661] [INFO ] [sig ] CODI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:05.466267] [INFO ] [LOCAL ] Saved forecast: CODI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CODI.txt [2025-10-18T03:24:05.466502] [INFO ] [sig ] [414/2083] Completed CODI in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:05.466545] [INFO ] [sig ] [415/2083] Forecasting COF... [2025-10-18T03:24:05.466575] [INFO ] [sig ] Generating forecast for: COF [2025-10-18T03:24:05.466607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-10-18T03:24:05.476544] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COF'. [2025-10-18T03:24:05.476856] [INFO ] [FORECASTER] Starting predict_future for COF [2025-10-18T03:24:05.502410] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:05.503126] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-10-18T03:24:05.503182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:05.503214] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:05.503241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:05.503296] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:05.519989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:05.520549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:05.520628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:05.520697] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:05.558638] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:05.558797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:05.558838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:05.558867] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:05.562236] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=10.09%) [2025-10-18T03:24:05.562502] [INFO ] [FORECASTER] Completed predict_future for COF [2025-10-18T03:24:05.562634] [INFO ] [sig ] COF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:05.701216] [INFO ] [LOCAL ] Saved forecast: COF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/COF.txt [2025-10-18T03:24:05.701451] [INFO ] [sig ] [415/2083] Completed COF in 0.2s | 4.11 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:05.701495] [INFO ] [sig ] [416/2083] Forecasting COMP... [2025-10-18T03:24:05.701526] [INFO ] [sig ] Generating forecast for: COMP [2025-10-18T03:24:05.701558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-10-18T03:24:05.710706] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COMP'. [2025-10-18T03:24:05.711041] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-10-18T03:24:05.736004] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:05.736795] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-10-18T03:24:05.736849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:05.736882] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:05.736909] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:05.736965] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:05.753619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:05.754212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:05.754304] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:05.754337] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:05.790510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:05.790662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:05.790741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:05.790775] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:05.794029] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-10-18T03:24:05.794297] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-10-18T03:24:05.794433] [INFO ] [sig ] COMP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:05.931238] [INFO ] [LOCAL ] Saved forecast: COMP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/COMP.txt [2025-10-18T03:24:05.931470] [INFO ] [sig ] [416/2083] Completed COMP in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.8m [2025-10-18T03:24:05.931512] [INFO ] [sig ] [417/2083] Forecasting CON... [2025-10-18T03:24:05.931543] [INFO ] [sig ] Generating forecast for: CON [2025-10-18T03:24:05.931574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'. [2025-10-18T03:24:05.941048] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CON'. [2025-10-18T03:24:05.941447] [INFO ] [FORECASTER] Starting predict_future for CON [2025-10-18T03:24:05.966357] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:05.967153] [DEBUG] [LOCAL ] No optimal features file found for CON: ./output/feature-sets/CON.txt [2025-10-18T03:24:05.967208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:05.967243] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:05.967271] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:05.967328] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:05.984219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:05.984806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:05.984888] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:05.984922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:06.020536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:06.020721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:06.020775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:06.020807] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:06.024203] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: UP (p=92.74%) [2025-10-18T03:24:06.024479] [INFO ] [FORECASTER] Completed predict_future for CON [2025-10-18T03:24:06.024613] [INFO ] [sig ] CON: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:06.161507] [INFO ] [LOCAL ] Saved forecast: CON 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CON.txt [2025-10-18T03:24:06.161742] [INFO ] [sig ] [417/2083] Completed CON in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:06.161802] [INFO ] [sig ] [418/2083] Forecasting COOK... [2025-10-18T03:24:06.161835] [INFO ] [sig ] Generating forecast for: COOK [2025-10-18T03:24:06.161868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'. [2025-10-18T03:24:06.171213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COOK'. [2025-10-18T03:24:06.171512] [INFO ] [FORECASTER] Starting predict_future for COOK [2025-10-18T03:24:06.196244] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:06.197033] [DEBUG] [LOCAL ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt [2025-10-18T03:24:06.197090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:06.197124] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:06.197168] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:06.197228] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:06.214094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:06.214696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:06.214781] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:06.214815] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:06.251341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:06.251489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:06.251527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:06.251557] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:06.254978] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=19.73%) [2025-10-18T03:24:06.255249] [INFO ] [FORECASTER] Completed predict_future for COOK [2025-10-18T03:24:06.255380] [INFO ] [sig ] COOK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:06.392263] [INFO ] [LOCAL ] Saved forecast: COOK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/COOK.txt [2025-10-18T03:24:06.392468] [INFO ] [sig ] [418/2083] Completed COOK in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:06.392510] [INFO ] [sig ] [419/2083] Forecasting COP... [2025-10-18T03:24:06.392540] [INFO ] [sig ] Generating forecast for: COP [2025-10-18T03:24:06.392571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-10-18T03:24:06.401553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COP'. [2025-10-18T03:24:06.401877] [INFO ] [FORECASTER] Starting predict_future for COP [2025-10-18T03:24:06.426590] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:06.427337] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-10-18T03:24:06.427392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:06.427425] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:06.427452] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:06.427509] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:06.444283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:06.444888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:06.444970] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:06.445004] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:06.481389] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:06.481483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:06.481519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:06.481546] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:06.484638] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=88.16%) [2025-10-18T03:24:06.484933] [INFO ] [FORECASTER] Completed predict_future for COP [2025-10-18T03:24:06.485067] [INFO ] [sig ] COP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:06.622540] [INFO ] [LOCAL ] Saved forecast: COP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/COP.txt [2025-10-18T03:24:06.622781] [INFO ] [sig ] [419/2083] Completed COP in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:06.622842] [INFO ] [sig ] [420/2083] Forecasting COR... [2025-10-18T03:24:06.622876] [INFO ] [sig ] Generating forecast for: COR [2025-10-18T03:24:06.622907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'. [2025-10-18T03:24:06.632191] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COR'. [2025-10-18T03:24:06.632504] [INFO ] [FORECASTER] Starting predict_future for COR [2025-10-18T03:24:06.657068] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:06.657845] [DEBUG] [LOCAL ] No optimal features file found for COR: ./output/feature-sets/COR.txt [2025-10-18T03:24:06.657900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:06.657931] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:06.657958] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:06.658013] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:06.674623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:06.675189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:06.675271] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:06.675304] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:06.712341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:06.712462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:06.712500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:06.712529] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:06.715777] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: UP (p=79.24%) [2025-10-18T03:24:06.716048] [INFO ] [FORECASTER] Completed predict_future for COR [2025-10-18T03:24:06.716186] [INFO ] [sig ] COR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:06.853281] [INFO ] [LOCAL ] Saved forecast: COR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/COR.txt [2025-10-18T03:24:06.853506] [INFO ] [sig ] [420/2083] Completed COR in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:06.853550] [INFO ] [sig ] [421/2083] Forecasting COUR... [2025-10-18T03:24:06.853580] [INFO ] [sig ] Generating forecast for: COUR [2025-10-18T03:24:06.853614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'. [2025-10-18T03:24:06.864745] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COUR'. [2025-10-18T03:24:06.865109] [INFO ] [FORECASTER] Starting predict_future for COUR [2025-10-18T03:24:06.890720] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:06.891429] [DEBUG] [LOCAL ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt [2025-10-18T03:24:06.891484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:06.891518] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:06.891548] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:06.891608] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:06.908836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:06.909374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:06.909458] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:06.909493] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:06.948016] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:06.948198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:06.948242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:06.948274] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:06.951849] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: UP (p=99.61%) [2025-10-18T03:24:06.952129] [INFO ] [FORECASTER] Completed predict_future for COUR [2025-10-18T03:24:06.952298] [INFO ] [sig ] COUR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:07.095619] [INFO ] [LOCAL ] Saved forecast: COUR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/COUR.txt [2025-10-18T03:24:07.095862] [INFO ] [sig ] [421/2083] Completed COUR in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:07.095910] [INFO ] [sig ] [422/2083] Forecasting CP... [2025-10-18T03:24:07.095942] [INFO ] [sig ] Generating forecast for: CP [2025-10-18T03:24:07.095973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-10-18T03:24:07.105547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CP'. [2025-10-18T03:24:07.105851] [INFO ] [FORECASTER] Starting predict_future for CP [2025-10-18T03:24:07.131790] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:07.132502] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-10-18T03:24:07.132557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:07.132591] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:07.132619] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:07.132708] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:07.150612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:07.151205] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:07.151295] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:07.151331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:07.188600] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:07.188745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:07.188792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:07.188824] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:07.192182] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=8.28%) [2025-10-18T03:24:07.192468] [INFO ] [FORECASTER] Completed predict_future for CP [2025-10-18T03:24:07.192603] [INFO ] [sig ] CP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:07.337197] [INFO ] [LOCAL ] Saved forecast: CP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CP.txt [2025-10-18T03:24:07.337404] [INFO ] [sig ] [422/2083] Completed CP in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:07.337446] [INFO ] [sig ] [423/2083] Forecasting CPA... [2025-10-18T03:24:07.337477] [INFO ] [sig ] Generating forecast for: CPA [2025-10-18T03:24:07.337508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-10-18T03:24:07.347228] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPA'. [2025-10-18T03:24:07.347533] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-10-18T03:24:07.373572] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:07.374345] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-10-18T03:24:07.374403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:07.374438] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:07.374468] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:07.374526] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:07.392255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:07.392853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:07.392934] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:07.392969] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:07.431791] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:07.431898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:07.431952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:07.431985] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:07.435282] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=27.69%) [2025-10-18T03:24:07.435548] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-10-18T03:24:07.435708] [INFO ] [sig ] CPA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:07.581472] [INFO ] [LOCAL ] Saved forecast: CPA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CPA.txt [2025-10-18T03:24:07.581706] [INFO ] [sig ] [423/2083] Completed CPA in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:07.581772] [INFO ] [sig ] [424/2083] Forecasting CPAY... [2025-10-18T03:24:07.581808] [INFO ] [sig ] Generating forecast for: CPAY [2025-10-18T03:24:07.581841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'. [2025-10-18T03:24:07.591194] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPAY'. [2025-10-18T03:24:07.591475] [INFO ] [FORECASTER] Starting predict_future for CPAY [2025-10-18T03:24:07.617317] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:07.618106] [DEBUG] [LOCAL ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt [2025-10-18T03:24:07.618162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:07.618243] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:07.618282] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:07.618341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:07.636418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:07.637220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:07.637508] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:07.637565] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:07.674028] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:07.674137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:07.674175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:07.674206] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:07.677456] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: UP (p=96.24%) [2025-10-18T03:24:07.677807] [INFO ] [FORECASTER] Completed predict_future for CPAY [2025-10-18T03:24:07.677969] [INFO ] [sig ] CPAY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:07.822123] [INFO ] [LOCAL ] Saved forecast: CPAY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CPAY.txt [2025-10-18T03:24:07.822342] [INFO ] [sig ] [424/2083] Completed CPAY in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:07.822385] [INFO ] [sig ] [425/2083] Forecasting CPF... [2025-10-18T03:24:07.822417] [INFO ] [sig ] Generating forecast for: CPF [2025-10-18T03:24:07.822449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-10-18T03:24:07.831881] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPF'. [2025-10-18T03:24:07.832156] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-10-18T03:24:07.857997] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:07.858732] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-10-18T03:24:07.858803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:07.858845] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:07.858881] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:07.858969] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:07.877127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:07.877748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:07.877836] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:07.877872] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:07.914934] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:07.915033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:07.915069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:07.915098] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:07.918360] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=11.22%) [2025-10-18T03:24:07.918624] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-10-18T03:24:07.918792] [INFO ] [sig ] CPF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:08.063313] [INFO ] [LOCAL ] Saved forecast: CPF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CPF.txt [2025-10-18T03:24:08.063517] [INFO ] [sig ] [425/2083] Completed CPF in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:08.063561] [INFO ] [sig ] [426/2083] Forecasting CPK... [2025-10-18T03:24:08.063593] [INFO ] [sig ] Generating forecast for: CPK [2025-10-18T03:24:08.063626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-10-18T03:24:08.073102] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPK'. [2025-10-18T03:24:08.073383] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-10-18T03:24:08.098724] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:08.099420] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-10-18T03:24:08.099475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:08.099508] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:08.099536] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:08.099592] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:08.117015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:08.117551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:08.117631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:08.117707] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:08.153112] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:08.153254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:08.153295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:08.153327] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:08.157105] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=38.01%) [2025-10-18T03:24:08.157377] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-10-18T03:24:08.157519] [INFO ] [sig ] CPK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:08.301468] [INFO ] [LOCAL ] Saved forecast: CPK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CPK.txt [2025-10-18T03:24:08.301693] [INFO ] [sig ] [426/2083] Completed CPK in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:08.301754] [INFO ] [sig ] [427/2083] Forecasting CPNG... [2025-10-18T03:24:08.301793] [INFO ] [sig ] Generating forecast for: CPNG [2025-10-18T03:24:08.301825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-10-18T03:24:08.311569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPNG'. [2025-10-18T03:24:08.311884] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-10-18T03:24:08.337381] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:08.338166] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-10-18T03:24:08.338222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:08.338260] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:08.338294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:08.338352] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:08.355888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:08.356423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:08.356503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:08.356538] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:08.394048] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:08.394161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:08.394197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:08.394228] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:08.397477] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=78.87%) [2025-10-18T03:24:08.397807] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-10-18T03:24:08.397950] [INFO ] [sig ] CPNG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:08.541980] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CPNG.txt [2025-10-18T03:24:08.542227] [INFO ] [sig ] [427/2083] Completed CPNG in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:08.542284] [INFO ] [sig ] [428/2083] Forecasting CPRI... [2025-10-18T03:24:08.542318] [INFO ] [sig ] Generating forecast for: CPRI [2025-10-18T03:24:08.542349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-10-18T03:24:08.552428] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPRI'. [2025-10-18T03:24:08.552743] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-10-18T03:24:08.578051] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:08.578808] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-10-18T03:24:08.578866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:08.578901] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:08.578931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:08.578989] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:08.596459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:08.597063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:08.597143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:08.597176] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:08.633225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:08.633359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:08.633397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:08.633426] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:08.636762] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=6.80%) [2025-10-18T03:24:08.637041] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-10-18T03:24:08.637170] [INFO ] [sig ] CPRI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:08.782303] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CPRI.txt [2025-10-18T03:24:08.782529] [INFO ] [sig ] [428/2083] Completed CPRI in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:08.782574] [INFO ] [sig ] [429/2083] Forecasting CPS... [2025-10-18T03:24:08.782606] [INFO ] [sig ] Generating forecast for: CPS [2025-10-18T03:24:08.782638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-10-18T03:24:08.792090] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPS'. [2025-10-18T03:24:08.792444] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-10-18T03:24:08.817605] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:08.818314] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-10-18T03:24:08.818369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:08.818403] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:08.818430] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:08.818488] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:08.835243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:08.835841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:08.835923] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:08.835956] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:08.873297] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:08.873379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:08.873414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:08.873442] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:08.876448] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=71.56%) [2025-10-18T03:24:08.876727] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-10-18T03:24:08.876869] [INFO ] [sig ] CPS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:09.012928] [INFO ] [LOCAL ] Saved forecast: CPS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CPS.txt [2025-10-18T03:24:09.013166] [INFO ] [sig ] [429/2083] Completed CPS in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:09.013207] [INFO ] [sig ] [430/2083] Forecasting CPT... [2025-10-18T03:24:09.013236] [INFO ] [sig ] Generating forecast for: CPT [2025-10-18T03:24:09.013266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'. [2025-10-18T03:24:09.023398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPT'. [2025-10-18T03:24:09.023793] [INFO ] [FORECASTER] Starting predict_future for CPT [2025-10-18T03:24:09.049702] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:09.050425] [DEBUG] [LOCAL ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt [2025-10-18T03:24:09.050481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:09.050516] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:09.050545] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:09.050604] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:09.068027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:09.068564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:09.068668] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:09.068724] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:09.105818] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:09.105922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:09.105977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:09.106008] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:09.109504] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: UP (p=96.74%) [2025-10-18T03:24:09.109821] [INFO ] [FORECASTER] Completed predict_future for CPT [2025-10-18T03:24:09.110187] [INFO ] [sig ] CPT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:09.254211] [INFO ] [LOCAL ] Saved forecast: CPT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CPT.txt [2025-10-18T03:24:09.254435] [INFO ] [sig ] [430/2083] Completed CPT in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:09.254477] [INFO ] [sig ] [431/2083] Forecasting CQP... [2025-10-18T03:24:09.254507] [INFO ] [sig ] Generating forecast for: CQP [2025-10-18T03:24:09.254538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-10-18T03:24:09.263146] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CQP'. [2025-10-18T03:24:09.263436] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-10-18T03:24:09.289205] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:09.289969] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-10-18T03:24:09.290025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:09.290061] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:09.290089] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:09.290147] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:09.307871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:09.308424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:09.308509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:09.308543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:09.344348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:09.344481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:09.344519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:09.344548] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:09.347822] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=73.82%) [2025-10-18T03:24:09.348097] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-10-18T03:24:09.348230] [INFO ] [sig ] CQP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:09.488673] [INFO ] [LOCAL ] Saved forecast: CQP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CQP.txt [2025-10-18T03:24:09.488915] [INFO ] [sig ] [431/2083] Completed CQP in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:09.488960] [INFO ] [sig ] [432/2083] Forecasting CR... [2025-10-18T03:24:09.488992] [INFO ] [sig ] Generating forecast for: CR [2025-10-18T03:24:09.489025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'. [2025-10-18T03:24:09.498110] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CR'. [2025-10-18T03:24:09.498420] [INFO ] [FORECASTER] Starting predict_future for CR [2025-10-18T03:24:09.523913] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:09.524682] [DEBUG] [LOCAL ] No optimal features file found for CR: ./output/feature-sets/CR.txt [2025-10-18T03:24:09.524743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:09.524778] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:09.524808] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:09.524881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:09.542451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:09.543090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:09.543177] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:09.543212] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:09.579152] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:09.579247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:09.579285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:09.579314] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:09.582445] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=67.56%) [2025-10-18T03:24:09.582749] [INFO ] [FORECASTER] Completed predict_future for CR [2025-10-18T03:24:09.582886] [INFO ] [sig ] CR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:09.726567] [INFO ] [LOCAL ] Saved forecast: CR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CR.txt [2025-10-18T03:24:09.726813] [INFO ] [sig ] [432/2083] Completed CR in 0.2s | 4.12 sym/s | Total: 1.7m | ETA: 6.7m [2025-10-18T03:24:09.726875] [INFO ] [sig ] [433/2083] Forecasting CRBD... [2025-10-18T03:24:09.726910] [INFO ] [sig ] Generating forecast for: CRBD [2025-10-18T03:24:09.726943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'. [2025-10-18T03:24:09.736765] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRBD'. [2025-10-18T03:24:09.737113] [INFO ] [FORECASTER] Starting predict_future for CRBD [2025-10-18T03:24:09.761757] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:09.762405] [DEBUG] [LOCAL ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt [2025-10-18T03:24:09.762458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:09.762491] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:09.762518] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:09.762573] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:09.779296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:09.779873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:09.779954] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:09.779987] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:09.817335] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:09.817410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:09.817446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:09.817474] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:09.820495] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: UP (p=73.28%) [2025-10-18T03:24:09.820787] [INFO ] [FORECASTER] Completed predict_future for CRBD [2025-10-18T03:24:09.820919] [INFO ] [sig ] CRBD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:09.957091] [INFO ] [LOCAL ] Saved forecast: CRBD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CRBD.txt [2025-10-18T03:24:09.957287] [INFO ] [sig ] [433/2083] Completed CRBD in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.7m [2025-10-18T03:24:09.957327] [INFO ] [sig ] [434/2083] Forecasting CRC... [2025-10-18T03:24:09.957357] [INFO ] [sig ] Generating forecast for: CRC [2025-10-18T03:24:09.957387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-10-18T03:24:09.966376] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRC'. [2025-10-18T03:24:09.966630] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-10-18T03:24:09.991095] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:09.991802] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-10-18T03:24:09.991856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:09.991888] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:09.991915] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:09.991971] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:10.008569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:10.009113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:10.009192] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:10.009225] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:10.045526] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:10.045599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:10.045633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:10.045701] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:10.048689] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=57.07%) [2025-10-18T03:24:10.048946] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-10-18T03:24:10.049081] [INFO ] [sig ] CRC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:10.185297] [INFO ] [LOCAL ] Saved forecast: CRC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CRC.txt [2025-10-18T03:24:10.185491] [INFO ] [sig ] [434/2083] Completed CRC in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.7m [2025-10-18T03:24:10.185531] [INFO ] [sig ] [435/2083] Forecasting CRGY... [2025-10-18T03:24:10.185561] [INFO ] [sig ] Generating forecast for: CRGY [2025-10-18T03:24:10.185591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-10-18T03:24:10.194492] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRGY'. [2025-10-18T03:24:10.194769] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-10-18T03:24:10.219197] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:10.219881] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-10-18T03:24:10.219934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:10.219967] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:10.219994] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:10.220050] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:10.236638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:10.237181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:10.237259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:10.237292] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:10.275440] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:10.275509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:10.275544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:10.275571] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:10.278545] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=79.19%) [2025-10-18T03:24:10.278828] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-10-18T03:24:10.278969] [INFO ] [sig ] CRGY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:10.414278] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CRGY.txt [2025-10-18T03:24:10.414462] [INFO ] [sig ] [435/2083] Completed CRGY in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.7m [2025-10-18T03:24:10.414509] [INFO ] [sig ] [436/2083] Forecasting CRH... [2025-10-18T03:24:10.414540] [INFO ] [sig ] Generating forecast for: CRH [2025-10-18T03:24:10.414571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-10-18T03:24:10.423529] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRH'. [2025-10-18T03:24:10.423807] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-10-18T03:24:10.448334] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:10.449043] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-10-18T03:24:10.449096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:10.449129] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:10.449157] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:10.449214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:10.465862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:10.466378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:10.466459] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:10.466491] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:10.504407] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:10.504483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:10.504517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:10.504546] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:10.507544] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=26.53%) [2025-10-18T03:24:10.507874] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-10-18T03:24:10.508011] [INFO ] [sig ] CRH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:10.644355] [INFO ] [LOCAL ] Saved forecast: CRH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CRH.txt [2025-10-18T03:24:10.644552] [INFO ] [sig ] [436/2083] Completed CRH in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.7m [2025-10-18T03:24:10.644593] [INFO ] [sig ] [437/2083] Forecasting CRK... [2025-10-18T03:24:10.644622] [INFO ] [sig ] Generating forecast for: CRK [2025-10-18T03:24:10.644681] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-10-18T03:24:10.653916] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRK'. [2025-10-18T03:24:10.654177] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-10-18T03:24:10.678706] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:10.679362] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-10-18T03:24:10.679415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:10.679492] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:10.679529] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:10.679588] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:10.696430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:10.696978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:10.697057] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:10.697090] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:10.733589] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:10.733698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:10.733746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:10.733791] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:10.736843] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=6.38%) [2025-10-18T03:24:10.737098] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-10-18T03:24:10.737226] [INFO ] [sig ] CRK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:10.873883] [INFO ] [LOCAL ] Saved forecast: CRK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CRK.txt [2025-10-18T03:24:10.874086] [INFO ] [sig ] [437/2083] Completed CRK in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.7m [2025-10-18T03:24:10.874127] [INFO ] [sig ] [438/2083] Forecasting CRL... [2025-10-18T03:24:10.874156] [INFO ] [sig ] Generating forecast for: CRL [2025-10-18T03:24:10.874187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-10-18T03:24:10.884011] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRL'. [2025-10-18T03:24:10.884458] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-10-18T03:24:10.910361] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:10.911132] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-10-18T03:24:10.911188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:10.911222] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:10.911249] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:10.911307] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:10.928113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:10.928775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:10.928863] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:10.928896] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:10.963692] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:10.963794] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:10.963831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:10.963859] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:10.966962] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=71.36%) [2025-10-18T03:24:10.967224] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-10-18T03:24:10.967356] [INFO ] [sig ] CRL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:11.105990] [INFO ] [LOCAL ] Saved forecast: CRL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CRL.txt [2025-10-18T03:24:11.106256] [INFO ] [sig ] [438/2083] Completed CRL in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.7m [2025-10-18T03:24:11.106300] [INFO ] [sig ] [439/2083] Forecasting CRM... [2025-10-18T03:24:11.106330] [INFO ] [sig ] Generating forecast for: CRM [2025-10-18T03:24:11.106361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-10-18T03:24:11.116236] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRM'. [2025-10-18T03:24:11.116590] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-10-18T03:24:11.141277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:11.142004] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-10-18T03:24:11.142058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:11.142091] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:11.142119] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:11.142176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:11.158802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:11.159319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:11.159401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:11.159435] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:11.197475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:11.197553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:11.197588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:11.197616] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:11.200638] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=53.73%) [2025-10-18T03:24:11.200927] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-10-18T03:24:11.201057] [INFO ] [sig ] CRM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:11.336868] [INFO ] [LOCAL ] Saved forecast: CRM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CRM.txt [2025-10-18T03:24:11.337102] [INFO ] [sig ] [439/2083] Completed CRM in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:11.337144] [INFO ] [sig ] [440/2083] Forecasting CRS... [2025-10-18T03:24:11.337174] [INFO ] [sig ] Generating forecast for: CRS [2025-10-18T03:24:11.337204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'. [2025-10-18T03:24:11.345667] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRS'. [2025-10-18T03:24:11.345931] [INFO ] [FORECASTER] Starting predict_future for CRS [2025-10-18T03:24:11.370509] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:11.371206] [DEBUG] [LOCAL ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt [2025-10-18T03:24:11.371260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:11.371291] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:11.371318] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:11.371375] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:11.388020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:11.388540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:11.388625] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:11.388691] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:11.424250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:11.424349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:11.424385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:11.424413] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:11.427505] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=81.19%) [2025-10-18T03:24:11.427837] [INFO ] [FORECASTER] Completed predict_future for CRS [2025-10-18T03:24:11.427982] [INFO ] [sig ] CRS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:11.563211] [INFO ] [LOCAL ] Saved forecast: CRS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CRS.txt [2025-10-18T03:24:11.563437] [INFO ] [sig ] [440/2083] Completed CRS in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:11.563478] [INFO ] [sig ] [441/2083] Forecasting CRT... [2025-10-18T03:24:11.563508] [INFO ] [sig ] Generating forecast for: CRT [2025-10-18T03:24:11.563538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'. [2025-10-18T03:24:11.572035] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRT'. [2025-10-18T03:24:11.572304] [INFO ] [FORECASTER] Starting predict_future for CRT [2025-10-18T03:24:11.596906] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:11.597580] [DEBUG] [LOCAL ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt [2025-10-18T03:24:11.597634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:11.597706] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:11.597768] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:11.597844] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:11.614432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:11.614996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:11.615082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:11.615114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:11.647953] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:11.648032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:11.648067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:11.648096] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:11.651064] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-10-18T03:24:11.651315] [INFO ] [FORECASTER] Completed predict_future for CRT [2025-10-18T03:24:11.651446] [INFO ] [sig ] CRT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:11.787786] [INFO ] [LOCAL ] Saved forecast: CRT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CRT.txt [2025-10-18T03:24:11.788042] [INFO ] [sig ] [441/2083] Completed CRT in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:11.788084] [INFO ] [sig ] [442/2083] Forecasting CSAN... [2025-10-18T03:24:11.788114] [INFO ] [sig ] Generating forecast for: CSAN [2025-10-18T03:24:11.788144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-10-18T03:24:11.798593] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSAN'. [2025-10-18T03:24:11.798915] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-10-18T03:24:11.828948] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:11.829723] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-10-18T03:24:11.829782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:11.829817] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:11.829845] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:11.829904] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:11.849266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:11.849916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:11.850003] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:11.850038] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:11.887579] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:11.887704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:11.887782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:11.887834] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:11.891529] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=48.12%) [2025-10-18T03:24:11.891883] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-10-18T03:24:11.892028] [INFO ] [sig ] CSAN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:12.045229] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CSAN.txt [2025-10-18T03:24:12.045437] [INFO ] [sig ] [442/2083] Completed CSAN in 0.3s | 4.12 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:12.045484] [INFO ] [sig ] [443/2083] Forecasting CSL... [2025-10-18T03:24:12.045515] [INFO ] [sig ] Generating forecast for: CSL [2025-10-18T03:24:12.045546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSL' from 'https://tdm.silogroup.org/data/derivative_storage/CSL.csv'. [2025-10-18T03:24:12.054702] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSL'. [2025-10-18T03:24:12.054969] [INFO ] [FORECASTER] Starting predict_future for CSL [2025-10-18T03:24:12.079552] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:12.080266] [DEBUG] [LOCAL ] No optimal features file found for CSL: ./output/feature-sets/CSL.txt [2025-10-18T03:24:12.080321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:12.080354] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:12.080381] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:12.080438] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:12.096975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:12.097490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:12.097568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:12.097601] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:12.132339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:12.132421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:12.132457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:12.132485] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:12.135484] [DEBUG] [FORECASTER] CSL: Forecast T+1@11:T+2@11: DOWN (p=18.60%) [2025-10-18T03:24:12.135779] [INFO ] [FORECASTER] Completed predict_future for CSL [2025-10-18T03:24:12.135943] [INFO ] [sig ] CSL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:12.278802] [INFO ] [LOCAL ] Saved forecast: CSL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CSL.txt [2025-10-18T03:24:12.279009] [INFO ] [sig ] [443/2083] Completed CSL in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:12.279051] [INFO ] [sig ] [444/2083] Forecasting CSR... [2025-10-18T03:24:12.279081] [INFO ] [sig ] Generating forecast for: CSR [2025-10-18T03:24:12.279112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'. [2025-10-18T03:24:12.288096] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSR'. [2025-10-18T03:24:12.288387] [INFO ] [FORECASTER] Starting predict_future for CSR [2025-10-18T03:24:12.313002] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:12.313683] [DEBUG] [LOCAL ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt [2025-10-18T03:24:12.313739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:12.313773] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:12.313800] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:12.313856] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:12.330939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:12.331447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:12.331524] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:12.331557] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:12.360502] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:12.360597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:12.360632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:12.360717] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:12.363774] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: UP (p=77.23%) [2025-10-18T03:24:12.364025] [INFO ] [FORECASTER] Completed predict_future for CSR [2025-10-18T03:24:12.364145] [INFO ] [sig ] CSR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:12.500513] [INFO ] [LOCAL ] Saved forecast: CSR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CSR.txt [2025-10-18T03:24:12.500734] [INFO ] [sig ] [444/2083] Completed CSR in 0.2s | 4.12 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:12.500792] [INFO ] [sig ] [445/2083] Forecasting CSTM... [2025-10-18T03:24:12.500825] [INFO ] [sig ] Generating forecast for: CSTM [2025-10-18T03:24:12.500856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-10-18T03:24:12.510883] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSTM'. [2025-10-18T03:24:12.511162] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-10-18T03:24:12.535514] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:12.536202] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-10-18T03:24:12.536257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:12.536289] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:12.536315] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:12.536371] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:12.553242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:12.553793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:12.553872] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:12.553905] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:12.583045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:12.583131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:12.583167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:12.583195] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:12.586188] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=46.90%) [2025-10-18T03:24:12.586438] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-10-18T03:24:12.586556] [INFO ] [sig ] CSTM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:12.722696] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CSTM.txt [2025-10-18T03:24:12.722922] [INFO ] [sig ] [445/2083] Completed CSTM in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:12.722963] [INFO ] [sig ] [446/2083] Forecasting CSV... [2025-10-18T03:24:12.722992] [INFO ] [sig ] Generating forecast for: CSV [2025-10-18T03:24:12.723023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'. [2025-10-18T03:24:12.731774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSV'. [2025-10-18T03:24:12.732058] [INFO ] [FORECASTER] Starting predict_future for CSV [2025-10-18T03:24:12.756585] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:12.757276] [DEBUG] [LOCAL ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt [2025-10-18T03:24:12.757330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:12.757362] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:12.757388] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:12.757444] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:12.774210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:12.774782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:12.774861] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:12.774894] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:12.804073] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:12.804156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:12.804192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:12.804220] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:12.807193] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=83.96%) [2025-10-18T03:24:12.807440] [INFO ] [FORECASTER] Completed predict_future for CSV [2025-10-18T03:24:12.807559] [INFO ] [sig ] CSV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:12.943886] [INFO ] [LOCAL ] Saved forecast: CSV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CSV.txt [2025-10-18T03:24:12.944109] [INFO ] [sig ] [446/2083] Completed CSV in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:12.944148] [INFO ] [sig ] [447/2083] Forecasting CTDD... [2025-10-18T03:24:12.944178] [INFO ] [sig ] Generating forecast for: CTDD [2025-10-18T03:24:12.944260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-10-18T03:24:12.954763] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'CTDD'. [2025-10-18T03:24:12.955048] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-10-18T03:24:12.979804] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:12.980466] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-10-18T03:24:12.980519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:12.980552] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:12.980579] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:12.980635] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:13.000380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:13.000992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:13.001072] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:13.001105] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:13.027639] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:13.027774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:13.027827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:13.027861] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:13.030850] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=8.74%) [2025-10-18T03:24:13.031100] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-10-18T03:24:13.031223] [INFO ] [sig ] CTDD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:13.166923] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CTDD.txt [2025-10-18T03:24:13.167139] [INFO ] [sig ] [447/2083] Completed CTDD in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:13.167178] [INFO ] [sig ] [448/2083] Forecasting CTO... [2025-10-18T03:24:13.167207] [INFO ] [sig ] Generating forecast for: CTO [2025-10-18T03:24:13.167237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-10-18T03:24:13.176266] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTO'. [2025-10-18T03:24:13.176557] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-10-18T03:24:13.201028] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:13.201773] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-10-18T03:24:13.201828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:13.201861] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:13.201888] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:13.201943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:13.219466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:13.220055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:13.220139] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:13.220172] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:13.245950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:13.246030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:13.246066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:13.246094] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:13.249065] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=96.09%) [2025-10-18T03:24:13.249312] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-10-18T03:24:13.249428] [INFO ] [sig ] CTO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:13.386417] [INFO ] [LOCAL ] Saved forecast: CTO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CTO.txt [2025-10-18T03:24:13.386623] [INFO ] [sig ] [448/2083] Completed CTO in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:13.386696] [INFO ] [sig ] [449/2083] Forecasting CTOS... [2025-10-18T03:24:13.386739] [INFO ] [sig ] Generating forecast for: CTOS [2025-10-18T03:24:13.386769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTOS' from 'https://tdm.silogroup.org/data/derivative_storage/CTOS.csv'. [2025-10-18T03:24:13.394504] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTOS'. [2025-10-18T03:24:13.394776] [INFO ] [FORECASTER] Starting predict_future for CTOS [2025-10-18T03:24:13.420541] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:13.421225] [DEBUG] [LOCAL ] No optimal features file found for CTOS: ./output/feature-sets/CTOS.txt [2025-10-18T03:24:13.421279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:13.421312] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:13.421340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:13.421396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:13.438027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:13.438530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:13.438608] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:13.438661] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:13.462406] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:13.462477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:13.462512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:13.462542] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:13.465481] [DEBUG] [FORECASTER] CTOS: Forecast T+1@11:T+2@11: UP (p=85.43%) [2025-10-18T03:24:13.465764] [INFO ] [FORECASTER] Completed predict_future for CTOS [2025-10-18T03:24:13.465890] [INFO ] [sig ] CTOS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:13.602959] [INFO ] [LOCAL ] Saved forecast: CTOS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CTOS.txt [2025-10-18T03:24:13.603129] [INFO ] [sig ] [449/2083] Completed CTOS in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:13.603175] [INFO ] [sig ] [450/2083] Forecasting CTRA... [2025-10-18T03:24:13.603206] [INFO ] [sig ] Generating forecast for: CTRA [2025-10-18T03:24:13.603237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-10-18T03:24:13.612352] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTRA'. [2025-10-18T03:24:13.612615] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-10-18T03:24:13.636936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:13.637604] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-10-18T03:24:13.637709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:13.637777] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:13.637820] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:13.637884] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:13.654909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:13.655419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:13.655496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:13.655529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:13.681040] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:13.681114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:13.681149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:13.681177] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:13.684114] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=88.11%) [2025-10-18T03:24:13.684359] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-10-18T03:24:13.684475] [INFO ] [sig ] CTRA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:13.820519] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CTRA.txt [2025-10-18T03:24:13.820731] [INFO ] [sig ] [450/2083] Completed CTRA in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:13.820790] [INFO ] [sig ] [451/2083] Forecasting CTRI... [2025-10-18T03:24:13.820823] [INFO ] [sig ] Generating forecast for: CTRI [2025-10-18T03:24:13.820852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRI' from 'https://tdm.silogroup.org/data/derivative_storage/CTRI.csv'. [2025-10-18T03:24:13.829057] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTRI'. [2025-10-18T03:24:13.829312] [INFO ] [FORECASTER] Starting predict_future for CTRI [2025-10-18T03:24:13.853998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:13.854666] [DEBUG] [LOCAL ] No optimal features file found for CTRI: ./output/feature-sets/CTRI.txt [2025-10-18T03:24:13.854725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:13.854759] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:13.854787] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:13.854843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:13.871774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:13.872283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:13.872360] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:13.872393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:13.910948] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:13.911216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:13.911281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:13.911334] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:13.915020] [DEBUG] [FORECASTER] CTRI: Forecast T+1@11:T+2@11: UP (p=96.12%) [2025-10-18T03:24:13.915357] [INFO ] [FORECASTER] Completed predict_future for CTRI [2025-10-18T03:24:13.915503] [INFO ] [sig ] CTRI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:14.053454] [INFO ] [LOCAL ] Saved forecast: CTRI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CTRI.txt [2025-10-18T03:24:14.053637] [INFO ] [sig ] [451/2083] Completed CTRI in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:14.053716] [INFO ] [sig ] [452/2083] Forecasting CTS... [2025-10-18T03:24:14.053751] [INFO ] [sig ] Generating forecast for: CTS [2025-10-18T03:24:14.053782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-10-18T03:24:14.064496] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTS'. [2025-10-18T03:24:14.064806] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-10-18T03:24:14.089777] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:14.090461] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-10-18T03:24:14.090515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:14.090548] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:14.090575] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:14.090631] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:14.107215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:14.107812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:14.107892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:14.107925] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:14.141629] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:14.141719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:14.141759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:14.141788] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:14.144684] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=50.53%) [2025-10-18T03:24:14.144936] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-10-18T03:24:14.145055] [INFO ] [sig ] CTS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:14.282732] [INFO ] [LOCAL ] Saved forecast: CTS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CTS.txt [2025-10-18T03:24:14.282926] [INFO ] [sig ] [452/2083] Completed CTS in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:14.282966] [INFO ] [sig ] [453/2083] Forecasting CTVA... [2025-10-18T03:24:14.282998] [INFO ] [sig ] Generating forecast for: CTVA [2025-10-18T03:24:14.283028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-10-18T03:24:14.290789] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTVA'. [2025-10-18T03:24:14.291047] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-10-18T03:24:14.316173] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:14.316862] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-10-18T03:24:14.316916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:14.316949] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:14.316976] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:14.317033] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:14.334139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:14.334679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:14.334833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:14.334872] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:14.360072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:14.360151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:14.360185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:14.360213] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:14.363183] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=81.06%) [2025-10-18T03:24:14.363430] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-10-18T03:24:14.363545] [INFO ] [sig ] CTVA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:14.500072] [INFO ] [LOCAL ] Saved forecast: CTVA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CTVA.txt [2025-10-18T03:24:14.500246] [INFO ] [sig ] [453/2083] Completed CTVA in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:14.500286] [INFO ] [sig ] [454/2083] Forecasting CUBE... [2025-10-18T03:24:14.500316] [INFO ] [sig ] Generating forecast for: CUBE [2025-10-18T03:24:14.500347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'. [2025-10-18T03:24:14.508867] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CUBE'. [2025-10-18T03:24:14.509124] [INFO ] [FORECASTER] Starting predict_future for CUBE [2025-10-18T03:24:14.533572] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:14.534258] [DEBUG] [LOCAL ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt [2025-10-18T03:24:14.534312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:14.534346] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:14.534374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:14.534430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:14.551043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:14.551546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:14.551621] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:14.551685] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:14.591484] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:14.591557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:14.591590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:14.591618] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:14.594859] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=35.54%) [2025-10-18T03:24:14.595100] [INFO ] [FORECASTER] Completed predict_future for CUBE [2025-10-18T03:24:14.595218] [INFO ] [sig ] CUBE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:14.731320] [INFO ] [LOCAL ] Saved forecast: CUBE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CUBE.txt [2025-10-18T03:24:14.731515] [INFO ] [sig ] [454/2083] Completed CUBE in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:14.731556] [INFO ] [sig ] [455/2083] Forecasting CUK... [2025-10-18T03:24:14.731586] [INFO ] [sig ] Generating forecast for: CUK [2025-10-18T03:24:14.731616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-10-18T03:24:14.740969] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CUK'. [2025-10-18T03:24:14.741229] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-10-18T03:24:14.765532] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:14.766236] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-10-18T03:24:14.766290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:14.766323] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:14.766350] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:14.766405] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:14.783043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:14.783553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:14.783631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:14.783702] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:14.826628] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:14.826750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:14.826802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:14.826833] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:14.829963] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=27.05%) [2025-10-18T03:24:14.830207] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-10-18T03:24:14.830345] [INFO ] [sig ] CUK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:14.985941] [INFO ] [LOCAL ] Saved forecast: CUK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CUK.txt [2025-10-18T03:24:14.986260] [INFO ] [sig ] [455/2083] Completed CUK in 0.3s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:14.986322] [INFO ] [sig ] [456/2083] Forecasting CULP... [2025-10-18T03:24:14.986357] [INFO ] [sig ] Generating forecast for: CULP [2025-10-18T03:24:14.986393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-10-18T03:24:14.996517] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'CULP'. [2025-10-18T03:24:14.996834] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-10-18T03:24:15.026809] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:15.027617] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-10-18T03:24:15.027701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:15.027784] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:15.027832] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:15.027894] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:15.046868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:15.047455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:15.047544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:15.047577] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:15.094243] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:15.094393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:15.094443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:15.094474] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:15.098931] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=89.35%) [2025-10-18T03:24:15.099264] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-10-18T03:24:15.099419] [INFO ] [sig ] CULP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:15.248996] [INFO ] [LOCAL ] Saved forecast: CULP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CULP.txt [2025-10-18T03:24:15.249287] [INFO ] [sig ] [456/2083] Completed CULP in 0.3s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:15.249338] [INFO ] [sig ] [457/2083] Forecasting CURB... [2025-10-18T03:24:15.249371] [INFO ] [sig ] Generating forecast for: CURB [2025-10-18T03:24:15.249403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURB' from 'https://tdm.silogroup.org/data/derivative_storage/CURB.csv'. [2025-10-18T03:24:15.258838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CURB'. [2025-10-18T03:24:15.259214] [INFO ] [FORECASTER] Starting predict_future for CURB [2025-10-18T03:24:15.284625] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:15.285395] [DEBUG] [LOCAL ] No optimal features file found for CURB: ./output/feature-sets/CURB.txt [2025-10-18T03:24:15.285452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:15.285487] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:15.285519] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:15.285617] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:15.303303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:15.303933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:15.304019] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:15.304055] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:15.345139] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:15.345257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:15.345296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:15.345325] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:15.348581] [DEBUG] [FORECASTER] CURB: Forecast T+1@11:T+2@11: UP (p=89.70%) [2025-10-18T03:24:15.348890] [INFO ] [FORECASTER] Completed predict_future for CURB [2025-10-18T03:24:15.349045] [INFO ] [sig ] CURB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:15.486123] [INFO ] [LOCAL ] Saved forecast: CURB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CURB.txt [2025-10-18T03:24:15.486374] [INFO ] [sig ] [457/2083] Completed CURB in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:15.486416] [INFO ] [sig ] [458/2083] Forecasting CURV... [2025-10-18T03:24:15.486446] [INFO ] [sig ] Generating forecast for: CURV [2025-10-18T03:24:15.486476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURV' from 'https://tdm.silogroup.org/data/derivative_storage/CURV.csv'. [2025-10-18T03:24:15.495281] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CURV'. [2025-10-18T03:24:15.495574] [INFO ] [FORECASTER] Starting predict_future for CURV [2025-10-18T03:24:15.520315] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:15.521038] [DEBUG] [LOCAL ] No optimal features file found for CURV: ./output/feature-sets/CURV.txt [2025-10-18T03:24:15.521093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:15.521127] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:15.521154] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:15.521211] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:15.538331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:15.538936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:15.539024] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:15.539058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:15.587864] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:15.588011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:15.588060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:15.588090] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:15.591618] [DEBUG] [FORECASTER] CURV: Forecast T+1@11:T+2@11: DOWN (p=5.57%) [2025-10-18T03:24:15.591934] [INFO ] [FORECASTER] Completed predict_future for CURV [2025-10-18T03:24:15.592077] [INFO ] [sig ] CURV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:15.731498] [INFO ] [LOCAL ] Saved forecast: CURV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CURV.txt [2025-10-18T03:24:15.731820] [INFO ] [sig ] [458/2083] Completed CURV in 0.2s | 4.13 sym/s | Total: 1.8m | ETA: 6.6m [2025-10-18T03:24:15.731882] [INFO ] [sig ] [459/2083] Forecasting CUZ... [2025-10-18T03:24:15.731917] [INFO ] [sig ] Generating forecast for: CUZ [2025-10-18T03:24:15.731951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-10-18T03:24:15.741747] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CUZ'. [2025-10-18T03:24:15.742096] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-10-18T03:24:15.767251] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:15.768080] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-10-18T03:24:15.768138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:15.768171] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:15.768198] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:15.768255] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:15.784968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:15.785540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:15.785622] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:15.785691] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:15.828893] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:15.829085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:15.829128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:15.829158] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:15.832777] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=14.41%) [2025-10-18T03:24:15.833052] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-10-18T03:24:15.833196] [INFO ] [sig ] CUZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:15.970991] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CUZ.txt [2025-10-18T03:24:15.971252] [INFO ] [sig ] [459/2083] Completed CUZ in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.6m [2025-10-18T03:24:15.971342] [INFO ] [sig ] [460/2083] Forecasting CVE... [2025-10-18T03:24:15.971381] [INFO ] [sig ] Generating forecast for: CVE [2025-10-18T03:24:15.971414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-10-18T03:24:15.981783] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVE'. [2025-10-18T03:24:15.982095] [INFO ] [FORECASTER] Starting predict_future for CVE [2025-10-18T03:24:16.006675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:16.007324] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-10-18T03:24:16.007378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:16.007411] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:16.007437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:16.007494] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:16.024049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:16.024594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:16.024698] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:16.024748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:16.064280] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:16.064355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:16.064390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:16.064417] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:16.067389] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=98.90%) [2025-10-18T03:24:16.067631] [INFO ] [FORECASTER] Completed predict_future for CVE [2025-10-18T03:24:16.067814] [INFO ] [sig ] CVE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:16.203427] [INFO ] [LOCAL ] Saved forecast: CVE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CVE.txt [2025-10-18T03:24:16.203620] [INFO ] [sig ] [460/2083] Completed CVE in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:16.203693] [INFO ] [sig ] [461/2083] Forecasting CVEO... [2025-10-18T03:24:16.203737] [INFO ] [sig ] Generating forecast for: CVEO [2025-10-18T03:24:16.203770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'. [2025-10-18T03:24:16.214042] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVEO'. [2025-10-18T03:24:16.214459] [INFO ] [FORECASTER] Starting predict_future for CVEO [2025-10-18T03:24:16.242626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:16.243537] [DEBUG] [LOCAL ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt [2025-10-18T03:24:16.243602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:16.243700] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:16.243770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:16.243869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:16.264297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:16.264927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:16.265015] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:16.265050] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:16.308043] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:16.308188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:16.308235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:16.308266] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:16.312169] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=96.84%) [2025-10-18T03:24:16.312443] [INFO ] [FORECASTER] Completed predict_future for CVEO [2025-10-18T03:24:16.312612] [INFO ] [sig ] CVEO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:16.475394] [INFO ] [LOCAL ] Saved forecast: CVEO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CVEO.txt [2025-10-18T03:24:16.475758] [INFO ] [sig ] [461/2083] Completed CVEO in 0.3s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:16.475831] [INFO ] [sig ] [462/2083] Forecasting CVI... [2025-10-18T03:24:16.475872] [INFO ] [sig ] Generating forecast for: CVI [2025-10-18T03:24:16.475916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-10-18T03:24:16.490463] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVI'. [2025-10-18T03:24:16.490828] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-10-18T03:24:16.519313] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:16.520154] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-10-18T03:24:16.520230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:16.520307] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:16.520357] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:16.520420] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:16.540715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:16.541369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:16.541460] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:16.541494] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:16.586476] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:16.586600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:16.586701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:16.586773] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:16.590535] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=5.61%) [2025-10-18T03:24:16.590920] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-10-18T03:24:16.591118] [INFO ] [sig ] CVI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:16.754897] [INFO ] [LOCAL ] Saved forecast: CVI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CVI.txt [2025-10-18T03:24:16.755220] [INFO ] [sig ] [462/2083] Completed CVI in 0.3s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:16.755280] [INFO ] [sig ] [463/2083] Forecasting CVLG... [2025-10-18T03:24:16.755313] [INFO ] [sig ] Generating forecast for: CVLG [2025-10-18T03:24:16.755347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'. [2025-10-18T03:24:16.765421] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVLG'. [2025-10-18T03:24:16.765719] [INFO ] [FORECASTER] Starting predict_future for CVLG [2025-10-18T03:24:16.791097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:16.791883] [DEBUG] [LOCAL ] No optimal features file found for CVLG: ./output/feature-sets/CVLG.txt [2025-10-18T03:24:16.791939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:16.791976] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:16.792006] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:16.792066] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:16.809097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:16.809705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:16.809793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:16.809829] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:16.854464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:16.854549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:16.854584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:16.854612] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:16.857663] [DEBUG] [FORECASTER] CVLG: Forecast T+1@11:T+2@11: UP (p=97.07%) [2025-10-18T03:24:16.857963] [INFO ] [FORECASTER] Completed predict_future for CVLG [2025-10-18T03:24:16.858110] [INFO ] [sig ] CVLG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:16.997127] [INFO ] [LOCAL ] Saved forecast: CVLG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CVLG.txt [2025-10-18T03:24:16.997367] [INFO ] [sig ] [463/2083] Completed CVLG in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:16.997409] [INFO ] [sig ] [464/2083] Forecasting CVNA... [2025-10-18T03:24:16.997446] [INFO ] [sig ] Generating forecast for: CVNA [2025-10-18T03:24:16.997479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-10-18T03:24:17.006444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVNA'. [2025-10-18T03:24:17.006744] [INFO ] [FORECASTER] Starting predict_future for CVNA [2025-10-18T03:24:17.032309] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:17.033040] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-10-18T03:24:17.033096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:17.033130] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:17.033158] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:17.033215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:17.050401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:17.051018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:17.051105] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:17.051142] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:17.093476] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:17.093553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:17.093589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:17.093617] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:17.096755] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=58.31%) [2025-10-18T03:24:17.097009] [INFO ] [FORECASTER] Completed predict_future for CVNA [2025-10-18T03:24:17.097147] [INFO ] [sig ] CVNA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:17.240718] [INFO ] [LOCAL ] Saved forecast: CVNA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CVNA.txt [2025-10-18T03:24:17.241016] [INFO ] [sig ] [464/2083] Completed CVNA in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:17.241076] [INFO ] [sig ] [465/2083] Forecasting CVS... [2025-10-18T03:24:17.241108] [INFO ] [sig ] Generating forecast for: CVS [2025-10-18T03:24:17.241150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-10-18T03:24:17.251740] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVS'. [2025-10-18T03:24:17.252046] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-10-18T03:24:17.277241] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:17.278059] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-10-18T03:24:17.278117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:17.278158] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:17.278210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:17.278271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:17.295107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:17.295634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:17.295759] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:17.295812] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:17.340920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:17.341024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:17.341061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:17.341089] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:17.344307] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=96.43%) [2025-10-18T03:24:17.344595] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-10-18T03:24:17.344785] [INFO ] [sig ] CVS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:17.483163] [INFO ] [LOCAL ] Saved forecast: CVS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CVS.txt [2025-10-18T03:24:17.483387] [INFO ] [sig ] [465/2083] Completed CVS in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:17.483427] [INFO ] [sig ] [466/2083] Forecasting CW... [2025-10-18T03:24:17.483457] [INFO ] [sig ] Generating forecast for: CW [2025-10-18T03:24:17.483487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'. [2025-10-18T03:24:17.492398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CW'. [2025-10-18T03:24:17.492697] [INFO ] [FORECASTER] Starting predict_future for CW [2025-10-18T03:24:17.517808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:17.518539] [DEBUG] [LOCAL ] No optimal features file found for CW: ./output/feature-sets/CW.txt [2025-10-18T03:24:17.518596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:17.518631] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:17.518699] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:17.518817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:17.535971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:17.536500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:17.536580] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:17.536623] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:17.568431] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:17.568527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:17.568565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:17.568596] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:17.571784] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: DOWN (p=39.56%) [2025-10-18T03:24:17.572043] [INFO ] [FORECASTER] Completed predict_future for CW [2025-10-18T03:24:17.572175] [INFO ] [sig ] CW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:17.711402] [INFO ] [LOCAL ] Saved forecast: CW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CW.txt [2025-10-18T03:24:17.711666] [INFO ] [sig ] [466/2083] Completed CW in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:17.711727] [INFO ] [sig ] [467/2083] Forecasting CWAN... [2025-10-18T03:24:17.711767] [INFO ] [sig ] Generating forecast for: CWAN [2025-10-18T03:24:17.711800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-10-18T03:24:17.721226] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWAN'. [2025-10-18T03:24:17.721503] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-10-18T03:24:17.746815] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:17.747556] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-10-18T03:24:17.747612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:17.747669] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:17.747720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:17.747813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:17.764687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:17.765345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:17.765449] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:17.765483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:17.798752] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:17.798936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:17.798979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:17.799008] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:17.802476] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=87.62%) [2025-10-18T03:24:17.802807] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-10-18T03:24:17.802948] [INFO ] [sig ] CWAN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:17.942344] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CWAN.txt [2025-10-18T03:24:17.942593] [INFO ] [sig ] [467/2083] Completed CWAN in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:17.942636] [INFO ] [sig ] [468/2083] Forecasting CWEN... [2025-10-18T03:24:17.942709] [INFO ] [sig ] Generating forecast for: CWEN [2025-10-18T03:24:17.942748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'. [2025-10-18T03:24:17.952106] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWEN'. [2025-10-18T03:24:17.952366] [INFO ] [FORECASTER] Starting predict_future for CWEN [2025-10-18T03:24:17.980958] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:17.981721] [DEBUG] [LOCAL ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt [2025-10-18T03:24:17.981778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:17.981813] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:17.981840] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:17.981895] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:17.998604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:17.999240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:17.999319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:17.999351] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:18.036230] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:18.036302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:18.036338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:18.036367] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:18.039335] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: DOWN (p=42.11%) [2025-10-18T03:24:18.039582] [INFO ] [FORECASTER] Completed predict_future for CWEN [2025-10-18T03:24:18.039741] [INFO ] [sig ] CWEN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:18.176989] [INFO ] [LOCAL ] Saved forecast: CWEN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CWEN.txt [2025-10-18T03:24:18.177216] [INFO ] [sig ] [468/2083] Completed CWEN in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:18.177257] [INFO ] [sig ] [469/2083] Forecasting CWH... [2025-10-18T03:24:18.177286] [INFO ] [sig ] Generating forecast for: CWH [2025-10-18T03:24:18.177317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-10-18T03:24:18.187793] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWH'. [2025-10-18T03:24:18.188199] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-10-18T03:24:18.214028] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:18.214817] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-10-18T03:24:18.214873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:18.214907] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:18.214935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:18.214992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:18.232086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:18.232685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:18.232772] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:18.232806] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:18.269231] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:18.269413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:18.269882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:18.269922] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:18.273766] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=29.97%) [2025-10-18T03:24:18.274040] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-10-18T03:24:18.274173] [INFO ] [sig ] CWH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:18.413393] [INFO ] [LOCAL ] Saved forecast: CWH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CWH.txt [2025-10-18T03:24:18.413616] [INFO ] [sig ] [469/2083] Completed CWH in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:18.413688] [INFO ] [sig ] [470/2083] Forecasting CWK... [2025-10-18T03:24:18.413734] [INFO ] [sig ] Generating forecast for: CWK [2025-10-18T03:24:18.413767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-10-18T03:24:18.422757] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWK'. [2025-10-18T03:24:18.423015] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-10-18T03:24:18.448222] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:18.448920] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-10-18T03:24:18.448983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:18.449023] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:18.449057] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:18.449127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:18.465906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:18.466421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:18.466501] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:18.466533] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:18.500140] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:18.500212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:18.500246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:18.500273] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:18.503196] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=30.90%) [2025-10-18T03:24:18.503439] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-10-18T03:24:18.503558] [INFO ] [sig ] CWK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:18.641396] [INFO ] [LOCAL ] Saved forecast: CWK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CWK.txt [2025-10-18T03:24:18.641601] [INFO ] [sig ] [470/2083] Completed CWK in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:18.641661] [INFO ] [sig ] [471/2083] Forecasting CWT... [2025-10-18T03:24:18.641723] [INFO ] [sig ] Generating forecast for: CWT [2025-10-18T03:24:18.641759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'. [2025-10-18T03:24:18.650910] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWT'. [2025-10-18T03:24:18.651166] [INFO ] [FORECASTER] Starting predict_future for CWT [2025-10-18T03:24:18.675844] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:18.676492] [DEBUG] [LOCAL ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt [2025-10-18T03:24:18.676546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:18.676578] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:18.676605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:18.676682] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:18.693553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:18.694096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:18.694173] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:18.694205] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:18.727596] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:18.727693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:18.727763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:18.727812] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:18.730794] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: UP (p=88.09%) [2025-10-18T03:24:18.731036] [INFO ] [FORECASTER] Completed predict_future for CWT [2025-10-18T03:24:18.731159] [INFO ] [sig ] CWT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:18.868618] [INFO ] [LOCAL ] Saved forecast: CWT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CWT.txt [2025-10-18T03:24:18.868852] [INFO ] [sig ] [471/2083] Completed CWT in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:18.868900] [INFO ] [sig ] [472/2083] Forecasting CX... [2025-10-18T03:24:18.868931] [INFO ] [sig ] Generating forecast for: CX [2025-10-18T03:24:18.868963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'. [2025-10-18T03:24:18.877175] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CX'. [2025-10-18T03:24:18.877433] [INFO ] [FORECASTER] Starting predict_future for CX [2025-10-18T03:24:18.902015] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:18.902676] [DEBUG] [LOCAL ] No optimal features file found for CX: ./output/feature-sets/CX.txt [2025-10-18T03:24:18.902733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:18.902767] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:18.902795] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:18.902850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:18.919436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:18.919988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:18.920067] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:18.920100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:18.955429] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:18.955501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:18.955535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:18.955563] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:18.958510] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: DOWN (p=29.98%) [2025-10-18T03:24:18.958809] [INFO ] [FORECASTER] Completed predict_future for CX [2025-10-18T03:24:18.958940] [INFO ] [sig ] CX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:19.095485] [INFO ] [LOCAL ] Saved forecast: CX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CX.txt [2025-10-18T03:24:19.095745] [INFO ] [sig ] [472/2083] Completed CX in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:19.095806] [INFO ] [sig ] [473/2083] Forecasting CXE... [2025-10-18T03:24:19.095840] [INFO ] [sig ] Generating forecast for: CXE [2025-10-18T03:24:19.095870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-10-18T03:24:19.105103] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CXE'. [2025-10-18T03:24:19.105366] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-10-18T03:24:19.129794] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:19.130461] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-10-18T03:24:19.130514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:19.130546] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:19.130573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:19.130628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:19.147300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:19.147877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:19.147955] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:19.147988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:19.179888] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:19.179956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:19.179991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:19.180023] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:19.182921] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=21.80%) [2025-10-18T03:24:19.183163] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-10-18T03:24:19.183284] [INFO ] [sig ] CXE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:19.325708] [INFO ] [LOCAL ] Saved forecast: CXE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CXE.txt [2025-10-18T03:24:19.326034] [INFO ] [sig ] [473/2083] Completed CXE in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:19.326097] [INFO ] [sig ] [474/2083] Forecasting CXH... [2025-10-18T03:24:19.326132] [INFO ] [sig ] Generating forecast for: CXH [2025-10-18T03:24:19.326168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXH' from 'https://tdm.silogroup.org/data/derivative_storage/CXH.csv'. [2025-10-18T03:24:19.334908] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CXH'. [2025-10-18T03:24:19.335275] [INFO ] [FORECASTER] Starting predict_future for CXH [2025-10-18T03:24:19.360544] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:19.361259] [DEBUG] [LOCAL ] No optimal features file found for CXH: ./output/feature-sets/CXH.txt [2025-10-18T03:24:19.361313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:19.361346] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:19.361373] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:19.361442] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:19.378579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:19.379190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:19.379296] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:19.379348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:19.412894] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:19.412969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:19.413004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:19.413031] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:19.415989] [DEBUG] [FORECASTER] CXH: Forecast T+1@11:T+2@11: DOWN (p=46.03%) [2025-10-18T03:24:19.416234] [INFO ] [FORECASTER] Completed predict_future for CXH [2025-10-18T03:24:19.416360] [INFO ] [sig ] CXH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:19.553350] [INFO ] [LOCAL ] Saved forecast: CXH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/CXH.txt [2025-10-18T03:24:19.553519] [INFO ] [sig ] [474/2083] Completed CXH in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:19.553559] [INFO ] [sig ] [475/2083] Forecasting CXM... [2025-10-18T03:24:19.553589] [INFO ] [sig ] Generating forecast for: CXM [2025-10-18T03:24:19.553621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXM' from 'https://tdm.silogroup.org/data/derivative_storage/CXM.csv'. [2025-10-18T03:24:19.562624] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CXM'. [2025-10-18T03:24:19.562921] [INFO ] [FORECASTER] Starting predict_future for CXM [2025-10-18T03:24:19.587440] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:19.588159] [DEBUG] [LOCAL ] No optimal features file found for CXM: ./output/feature-sets/CXM.txt [2025-10-18T03:24:19.588212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:19.588245] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:19.588273] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:19.588329] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:19.605447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:19.606006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:19.606101] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:19.606142] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:19.641341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:19.641414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:19.641448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:19.641475] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:19.644433] [DEBUG] [FORECASTER] CXM: Forecast T+1@11:T+2@11: UP (p=67.53%) [2025-10-18T03:24:19.644703] [INFO ] [FORECASTER] Completed predict_future for CXM [2025-10-18T03:24:19.644844] [INFO ] [sig ] CXM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:19.782740] [INFO ] [LOCAL ] Saved forecast: CXM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CXM.txt [2025-10-18T03:24:19.782931] [INFO ] [sig ] [475/2083] Completed CXM in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:19.782971] [INFO ] [sig ] [476/2083] Forecasting CXT... [2025-10-18T03:24:19.783002] [INFO ] [sig ] Generating forecast for: CXT [2025-10-18T03:24:19.783036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'. [2025-10-18T03:24:19.792326] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CXT'. [2025-10-18T03:24:19.792614] [INFO ] [FORECASTER] Starting predict_future for CXT [2025-10-18T03:24:19.817177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:19.817902] [DEBUG] [LOCAL ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt [2025-10-18T03:24:19.817967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:19.818001] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:19.818029] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:19.818086] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:19.834892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:19.835402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:19.835477] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:19.835510] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:19.868029] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:19.868102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:19.868136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:19.868164] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:19.871072] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: UP (p=88.26%) [2025-10-18T03:24:19.871311] [INFO ] [FORECASTER] Completed predict_future for CXT [2025-10-18T03:24:19.871436] [INFO ] [sig ] CXT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:20.011695] [INFO ] [LOCAL ] Saved forecast: CXT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CXT.txt [2025-10-18T03:24:20.011940] [INFO ] [sig ] [476/2083] Completed CXT in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:20.012000] [INFO ] [sig ] [477/2083] Forecasting CXW... [2025-10-18T03:24:20.012033] [INFO ] [sig ] Generating forecast for: CXW [2025-10-18T03:24:20.012064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'. [2025-10-18T03:24:20.022091] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CXW'. [2025-10-18T03:24:20.022368] [INFO ] [FORECASTER] Starting predict_future for CXW [2025-10-18T03:24:20.047394] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:20.048113] [DEBUG] [LOCAL ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt [2025-10-18T03:24:20.048166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:20.048199] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:20.048226] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:20.048300] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:20.064868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:20.065428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:20.065506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:20.065539] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:20.099816] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:20.099887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:20.099921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:20.099948] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:20.102832] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: UP (p=93.36%) [2025-10-18T03:24:20.103071] [INFO ] [FORECASTER] Completed predict_future for CXW [2025-10-18T03:24:20.103191] [INFO ] [sig ] CXW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:20.240003] [INFO ] [LOCAL ] Saved forecast: CXW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CXW.txt [2025-10-18T03:24:20.240201] [INFO ] [sig ] [477/2083] Completed CXW in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:20.240241] [INFO ] [sig ] [478/2083] Forecasting CYD... [2025-10-18T03:24:20.240270] [INFO ] [sig ] Generating forecast for: CYD [2025-10-18T03:24:20.240306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-10-18T03:24:20.248477] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CYD'. [2025-10-18T03:24:20.248883] [INFO ] [FORECASTER] Starting predict_future for CYD [2025-10-18T03:24:20.273198] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:20.273905] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-10-18T03:24:20.273959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:20.273991] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:20.274018] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:20.274079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:20.290768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:20.291272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:20.291349] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:20.291381] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:20.325186] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:20.325258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:20.325291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:20.325319] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:20.328269] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=58.86%) [2025-10-18T03:24:20.328512] [INFO ] [FORECASTER] Completed predict_future for CYD [2025-10-18T03:24:20.328635] [INFO ] [sig ] CYD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:20.466068] [INFO ] [LOCAL ] Saved forecast: CYD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CYD.txt [2025-10-18T03:24:20.466261] [INFO ] [sig ] [478/2083] Completed CYD in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:20.466300] [INFO ] [sig ] [479/2083] Forecasting CYH... [2025-10-18T03:24:20.466330] [INFO ] [sig ] Generating forecast for: CYH [2025-10-18T03:24:20.466359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'. [2025-10-18T03:24:20.475791] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CYH'. [2025-10-18T03:24:20.476042] [INFO ] [FORECASTER] Starting predict_future for CYH [2025-10-18T03:24:20.500583] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:20.501291] [DEBUG] [LOCAL ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt [2025-10-18T03:24:20.501344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:20.501376] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:20.501453] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:20.501520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:20.518106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:20.518609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:20.518710] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:20.518755] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:20.551606] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:20.551698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:20.551743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:20.551772] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:20.554667] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=68.68%) [2025-10-18T03:24:20.554917] [INFO ] [FORECASTER] Completed predict_future for CYH [2025-10-18T03:24:20.555050] [INFO ] [sig ] CYH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:20.692312] [INFO ] [LOCAL ] Saved forecast: CYH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/CYH.txt [2025-10-18T03:24:20.692476] [INFO ] [sig ] [479/2083] Completed CYH in 0.2s | 4.13 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:20.692516] [INFO ] [sig ] [480/2083] Forecasting DAC... [2025-10-18T03:24:20.692546] [INFO ] [sig ] Generating forecast for: DAC [2025-10-18T03:24:20.692576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'. [2025-10-18T03:24:20.701315] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAC'. [2025-10-18T03:24:20.701573] [INFO ] [FORECASTER] Starting predict_future for DAC [2025-10-18T03:24:20.730754] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:20.731539] [DEBUG] [LOCAL ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt [2025-10-18T03:24:20.731597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:20.731631] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:20.731697] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:20.731769] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:20.748547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:20.749150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:20.749231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:20.749264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:20.782073] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:20.782154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:20.782210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:20.782241] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:20.785162] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: UP (p=55.71%) [2025-10-18T03:24:20.785403] [INFO ] [FORECASTER] Completed predict_future for DAC [2025-10-18T03:24:20.785527] [INFO ] [sig ] DAC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:20.923474] [INFO ] [LOCAL ] Saved forecast: DAC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DAC.txt [2025-10-18T03:24:20.923717] [INFO ] [sig ] [480/2083] Completed DAC in 0.2s | 4.14 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:20.923776] [INFO ] [sig ] [481/2083] Forecasting DAL... [2025-10-18T03:24:20.923809] [INFO ] [sig ] Generating forecast for: DAL [2025-10-18T03:24:20.923838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-10-18T03:24:20.933999] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAL'. [2025-10-18T03:24:20.934276] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-10-18T03:24:20.959026] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:20.959703] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-10-18T03:24:20.959760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:20.959794] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:20.959822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:20.959879] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:20.976718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:20.977224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:20.977302] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:20.977335] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:21.010832] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:21.010906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:21.010940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:21.010968] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:21.013882] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=0.78%) [2025-10-18T03:24:21.014125] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-10-18T03:24:21.014245] [INFO ] [sig ] DAL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:21.151154] [INFO ] [LOCAL ] Saved forecast: DAL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DAL.txt [2025-10-18T03:24:21.151340] [INFO ] [sig ] [481/2083] Completed DAL in 0.2s | 4.14 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:21.151378] [INFO ] [sig ] [482/2083] Forecasting DAN... [2025-10-18T03:24:21.151409] [INFO ] [sig ] Generating forecast for: DAN [2025-10-18T03:24:21.151439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-10-18T03:24:21.160032] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAN'. [2025-10-18T03:24:21.160294] [INFO ] [FORECASTER] Starting predict_future for DAN [2025-10-18T03:24:21.184785] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:21.185461] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-10-18T03:24:21.185515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:21.185547] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:21.185573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:21.185629] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:21.202197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:21.202737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:21.202815] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:21.202848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:21.233569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:21.234034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:21.234084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:21.234114] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:21.238846] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=57.88%) [2025-10-18T03:24:21.239090] [INFO ] [FORECASTER] Completed predict_future for DAN [2025-10-18T03:24:21.239207] [INFO ] [sig ] DAN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:21.376035] [INFO ] [LOCAL ] Saved forecast: DAN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DAN.txt [2025-10-18T03:24:21.376218] [INFO ] [sig ] [482/2083] Completed DAN in 0.2s | 4.14 sym/s | Total: 1.9m | ETA: 6.5m [2025-10-18T03:24:21.376257] [INFO ] [sig ] [483/2083] Forecasting DAO... [2025-10-18T03:24:21.376287] [INFO ] [sig ] Generating forecast for: DAO [2025-10-18T03:24:21.376317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-10-18T03:24:21.384219] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAO'. [2025-10-18T03:24:21.384474] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-10-18T03:24:21.409156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:21.409844] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-10-18T03:24:21.409897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:21.409940] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:21.409968] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:21.410024] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:21.426611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:21.427176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:21.427254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:21.427287] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:21.458761] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:21.458834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:21.458868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:21.458896] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:21.461794] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=15.83%) [2025-10-18T03:24:21.462037] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-10-18T03:24:21.462160] [INFO ] [sig ] DAO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:21.599989] [INFO ] [LOCAL ] Saved forecast: DAO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DAO.txt [2025-10-18T03:24:21.600168] [INFO ] [sig ] [483/2083] Completed DAO in 0.2s | 4.14 sym/s | Total: 1.9m | ETA: 6.4m [2025-10-18T03:24:21.600208] [INFO ] [sig ] [484/2083] Forecasting DAR... [2025-10-18T03:24:21.600238] [INFO ] [sig ] Generating forecast for: DAR [2025-10-18T03:24:21.600268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'. [2025-10-18T03:24:21.609033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAR'. [2025-10-18T03:24:21.609299] [INFO ] [FORECASTER] Starting predict_future for DAR [2025-10-18T03:24:21.633815] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:21.634487] [DEBUG] [LOCAL ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt [2025-10-18T03:24:21.634540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:21.634573] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:21.634600] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:21.634677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:21.656114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:21.657101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:21.657209] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:21.657264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:21.690393] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:21.690465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:21.690499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:21.690527] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:21.693549] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=72.69%) [2025-10-18T03:24:21.693824] [INFO ] [FORECASTER] Completed predict_future for DAR [2025-10-18T03:24:21.693970] [INFO ] [sig ] DAR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:21.833572] [INFO ] [LOCAL ] Saved forecast: DAR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DAR.txt [2025-10-18T03:24:21.833855] [INFO ] [sig ] [484/2083] Completed DAR in 0.2s | 4.14 sym/s | Total: 1.9m | ETA: 6.4m [2025-10-18T03:24:21.833916] [INFO ] [sig ] [485/2083] Forecasting DAVA... [2025-10-18T03:24:21.833948] [INFO ] [sig ] Generating forecast for: DAVA [2025-10-18T03:24:21.833979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-10-18T03:24:21.842520] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAVA'. [2025-10-18T03:24:21.842828] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-10-18T03:24:21.868078] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:21.868766] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-10-18T03:24:21.868820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:21.868854] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:21.868882] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:21.868939] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:21.885823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:21.886329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:21.886406] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:21.886439] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:21.917899] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:21.917975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:21.918009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:21.918037] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:21.920947] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=53.63%) [2025-10-18T03:24:21.921190] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-10-18T03:24:21.921309] [INFO ] [sig ] DAVA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:22.058388] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DAVA.txt [2025-10-18T03:24:22.058586] [INFO ] [sig ] [485/2083] Completed DAVA in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:22.058627] [INFO ] [sig ] [486/2083] Forecasting DB... [2025-10-18T03:24:22.058690] [INFO ] [sig ] Generating forecast for: DB [2025-10-18T03:24:22.058735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'. [2025-10-18T03:24:22.067435] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DB'. [2025-10-18T03:24:22.067723] [INFO ] [FORECASTER] Starting predict_future for DB [2025-10-18T03:24:22.092244] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:22.092936] [DEBUG] [LOCAL ] No optimal features file found for DB: ./output/feature-sets/DB.txt [2025-10-18T03:24:22.092990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:22.093022] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:22.093049] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:22.093105] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:22.109714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:22.110231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:22.110308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:22.110342] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:22.141943] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:22.142015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:22.142048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:22.142078] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:22.144974] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=47.72%) [2025-10-18T03:24:22.145221] [INFO ] [FORECASTER] Completed predict_future for DB [2025-10-18T03:24:22.145340] [INFO ] [sig ] DB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:22.282682] [INFO ] [LOCAL ] Saved forecast: DB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DB.txt [2025-10-18T03:24:22.282879] [INFO ] [sig ] [486/2083] Completed DB in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:22.282920] [INFO ] [sig ] [487/2083] Forecasting DBI... [2025-10-18T03:24:22.282949] [INFO ] [sig ] Generating forecast for: DBI [2025-10-18T03:24:22.282979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-10-18T03:24:22.291752] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DBI'. [2025-10-18T03:24:22.292022] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-10-18T03:24:22.316903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:22.317586] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-10-18T03:24:22.317639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:22.317713] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:22.317772] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:22.317845] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:22.334909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:22.335461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:22.335538] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:22.335572] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:22.366938] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:22.367012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:22.367048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:22.367082] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:22.370048] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=9.52%) [2025-10-18T03:24:22.370293] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-10-18T03:24:22.370409] [INFO ] [sig ] DBI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:22.514325] [INFO ] [LOCAL ] Saved forecast: DBI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DBI.txt [2025-10-18T03:24:22.514543] [INFO ] [sig ] [487/2083] Completed DBI in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:22.514602] [INFO ] [sig ] [488/2083] Forecasting DBRG... [2025-10-18T03:24:22.514636] [INFO ] [sig ] Generating forecast for: DBRG [2025-10-18T03:24:22.514719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-10-18T03:24:22.523769] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DBRG'. [2025-10-18T03:24:22.524055] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-10-18T03:24:22.549728] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:22.550431] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-10-18T03:24:22.550491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:22.550526] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:22.550555] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:22.550612] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:22.567796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:22.568365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:22.568478] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:22.568533] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:22.600912] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:22.600999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:22.601034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:22.601062] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:22.604022] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=8.42%) [2025-10-18T03:24:22.604273] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-10-18T03:24:22.604391] [INFO ] [sig ] DBRG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:22.742750] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DBRG.txt [2025-10-18T03:24:22.742940] [INFO ] [sig ] [488/2083] Completed DBRG in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:22.742981] [INFO ] [sig ] [489/2083] Forecasting DCI... [2025-10-18T03:24:22.743010] [INFO ] [sig ] Generating forecast for: DCI [2025-10-18T03:24:22.743041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-10-18T03:24:22.751336] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DCI'. [2025-10-18T03:24:22.751590] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-10-18T03:24:22.776212] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:22.776956] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-10-18T03:24:22.777010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:22.777044] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:22.777071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:22.777128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:22.793960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:22.794502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:22.794581] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:22.794614] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:22.826136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:22.826210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:22.826245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:22.826272] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:22.829207] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=17.74%) [2025-10-18T03:24:22.829451] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-10-18T03:24:22.829571] [INFO ] [sig ] DCI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:22.965758] [INFO ] [LOCAL ] Saved forecast: DCI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DCI.txt [2025-10-18T03:24:22.965940] [INFO ] [sig ] [489/2083] Completed DCI in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:22.965982] [INFO ] [sig ] [490/2083] Forecasting DCO... [2025-10-18T03:24:22.966011] [INFO ] [sig ] Generating forecast for: DCO [2025-10-18T03:24:22.966042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-10-18T03:24:22.974506] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DCO'. [2025-10-18T03:24:22.974771] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-10-18T03:24:22.999286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:23.000005] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-10-18T03:24:23.000059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:23.000106] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:23.000137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:23.000195] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:23.017052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:23.017563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:23.017639] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:23.017713] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:23.049277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:23.049360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:23.049395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:23.049423] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:23.052464] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=60.90%) [2025-10-18T03:24:23.052749] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-10-18T03:24:23.052876] [INFO ] [sig ] DCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:23.194433] [INFO ] [LOCAL ] Saved forecast: DCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DCO.txt [2025-10-18T03:24:23.194669] [INFO ] [sig ] [490/2083] Completed DCO in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:23.194728] [INFO ] [sig ] [491/2083] Forecasting DD... [2025-10-18T03:24:23.194762] [INFO ] [sig ] Generating forecast for: DD [2025-10-18T03:24:23.194794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-10-18T03:24:23.204857] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'DD'. [2025-10-18T03:24:23.205179] [INFO ] [FORECASTER] Starting predict_future for DD [2025-10-18T03:24:23.231151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:23.231873] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-10-18T03:24:23.231928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:23.231961] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:23.231991] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:23.232048] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:23.248704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:23.249249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:23.249330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:23.249363] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:23.278276] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:23.278376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:23.278413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:23.278442] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:23.281624] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=7.38%) [2025-10-18T03:24:23.281909] [INFO ] [FORECASTER] Completed predict_future for DD [2025-10-18T03:24:23.282029] [INFO ] [sig ] DD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:23.420946] [INFO ] [LOCAL ] Saved forecast: DD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DD.txt [2025-10-18T03:24:23.421157] [INFO ] [sig ] [491/2083] Completed DD in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:23.421199] [INFO ] [sig ] [492/2083] Forecasting DDD... [2025-10-18T03:24:23.421229] [INFO ] [sig ] Generating forecast for: DDD [2025-10-18T03:24:23.421261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'. [2025-10-18T03:24:23.429791] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DDD'. [2025-10-18T03:24:23.430078] [INFO ] [FORECASTER] Starting predict_future for DDD [2025-10-18T03:24:23.456507] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:23.457209] [DEBUG] [LOCAL ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt [2025-10-18T03:24:23.457265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:23.457348] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:23.457387] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:23.457449] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:23.474742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:23.475315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:23.475397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:23.475431] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:23.506728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:23.506808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:23.506844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:23.506875] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:23.510017] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: DOWN (p=28.46%) [2025-10-18T03:24:23.510292] [INFO ] [FORECASTER] Completed predict_future for DDD [2025-10-18T03:24:23.510411] [INFO ] [sig ] DDD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:23.649347] [INFO ] [LOCAL ] Saved forecast: DDD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DDD.txt [2025-10-18T03:24:23.649518] [INFO ] [sig ] [492/2083] Completed DDD in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:23.649558] [INFO ] [sig ] [493/2083] Forecasting DDL... [2025-10-18T03:24:23.649587] [INFO ] [sig ] Generating forecast for: DDL [2025-10-18T03:24:23.649619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-10-18T03:24:23.658617] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DDL'. [2025-10-18T03:24:23.658913] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-10-18T03:24:23.683778] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:23.684441] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-10-18T03:24:23.684495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:23.684528] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:23.684555] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:23.684611] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:23.702088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:23.702634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:23.702740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:23.702779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:23.732421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:23.732498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:23.732532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:23.732560] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:23.735503] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=38.17%) [2025-10-18T03:24:23.735792] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-10-18T03:24:23.735919] [INFO ] [sig ] DDL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:23.874665] [INFO ] [LOCAL ] Saved forecast: DDL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DDL.txt [2025-10-18T03:24:23.874849] [INFO ] [sig ] [493/2083] Completed DDL in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:23.874890] [INFO ] [sig ] [494/2083] Forecasting DDS... [2025-10-18T03:24:23.874920] [INFO ] [sig ] Generating forecast for: DDS [2025-10-18T03:24:23.874950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'. [2025-10-18T03:24:23.883374] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DDS'. [2025-10-18T03:24:23.883636] [INFO ] [FORECASTER] Starting predict_future for DDS [2025-10-18T03:24:23.908843] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:23.909557] [DEBUG] [LOCAL ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt [2025-10-18T03:24:23.909615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:23.909677] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:23.909726] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:23.909788] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:23.926875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:23.927428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:23.927509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:23.927544] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:23.961928] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:23.962015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:23.962059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:23.962124] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:23.965674] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=60.39%) [2025-10-18T03:24:23.965979] [INFO ] [FORECASTER] Completed predict_future for DDS [2025-10-18T03:24:23.966107] [INFO ] [sig ] DDS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:24.105041] [INFO ] [LOCAL ] Saved forecast: DDS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DDS.txt [2025-10-18T03:24:24.105250] [INFO ] [sig ] [494/2083] Completed DDS in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:24.105310] [INFO ] [sig ] [495/2083] Forecasting DDT... [2025-10-18T03:24:24.105343] [INFO ] [sig ] Generating forecast for: DDT [2025-10-18T03:24:24.105374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'. [2025-10-18T03:24:24.114013] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DDT'. [2025-10-18T03:24:24.114276] [INFO ] [FORECASTER] Starting predict_future for DDT [2025-10-18T03:24:24.139533] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:24.140239] [DEBUG] [LOCAL ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt [2025-10-18T03:24:24.140293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:24.140325] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:24.140352] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:24.140408] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:24.157249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:24.157847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:24.157927] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:24.157960] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:24.189471] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:24.189551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:24.189612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:24.189664] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:24.192671] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: UP (p=94.59%) [2025-10-18T03:24:24.192923] [INFO ] [FORECASTER] Completed predict_future for DDT [2025-10-18T03:24:24.193044] [INFO ] [sig ] DDT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:24.330288] [INFO ] [LOCAL ] Saved forecast: DDT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DDT.txt [2025-10-18T03:24:24.330481] [INFO ] [sig ] [495/2083] Completed DDT in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:24.330522] [INFO ] [sig ] [496/2083] Forecasting DEA... [2025-10-18T03:24:24.330551] [INFO ] [sig ] Generating forecast for: DEA [2025-10-18T03:24:24.330581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-10-18T03:24:24.338901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DEA'. [2025-10-18T03:24:24.339163] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-10-18T03:24:24.364106] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:24.364827] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-10-18T03:24:24.364884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:24.364919] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:24.364949] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:24.365008] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:24.381910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:24.382424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:24.382504] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:24.382537] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:24.415964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:24.416047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:24.416082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:24.416111] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:24.419126] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=70.72%) [2025-10-18T03:24:24.419373] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-10-18T03:24:24.419492] [INFO ] [sig ] DEA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:24.566251] [INFO ] [LOCAL ] Saved forecast: DEA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DEA.txt [2025-10-18T03:24:24.566552] [INFO ] [sig ] [496/2083] Completed DEA in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:24.566598] [INFO ] [sig ] [497/2083] Forecasting DEC... [2025-10-18T03:24:24.566630] [INFO ] [sig ] Generating forecast for: DEC [2025-10-18T03:24:24.566700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'. [2025-10-18T03:24:24.576725] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DEC'. [2025-10-18T03:24:24.577008] [INFO ] [FORECASTER] Starting predict_future for DEC [2025-10-18T03:24:24.603526] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:24.604237] [DEBUG] [LOCAL ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt [2025-10-18T03:24:24.604294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:24.604328] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:24.604370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:24.604430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:24.622824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:24.623450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:24.623537] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:24.623572] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:24.662601] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:24.662733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:24.662783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:24.662823] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:24.666072] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: DOWN (p=22.57%) [2025-10-18T03:24:24.666334] [INFO ] [FORECASTER] Completed predict_future for DEC [2025-10-18T03:24:24.666473] [INFO ] [sig ] DEC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:24.816343] [INFO ] [LOCAL ] Saved forecast: DEC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DEC.txt [2025-10-18T03:24:24.816610] [INFO ] [sig ] [497/2083] Completed DEC in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:24.816683] [INFO ] [sig ] [498/2083] Forecasting DECK... [2025-10-18T03:24:24.816732] [INFO ] [sig ] Generating forecast for: DECK [2025-10-18T03:24:24.816768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-10-18T03:24:24.827131] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DECK'. [2025-10-18T03:24:24.827434] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-10-18T03:24:24.854014] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:24.854803] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-10-18T03:24:24.854859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:24.854895] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:24.854924] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:24.854983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:24.873500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:24.874158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:24.874244] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:24.874278] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:24.912831] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:24.912937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:24.912977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:24.913006] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:24.916355] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: UP (p=72.39%) [2025-10-18T03:24:24.916662] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-10-18T03:24:24.916855] [INFO ] [sig ] DECK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:25.064106] [INFO ] [LOCAL ] Saved forecast: DECK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DECK.txt [2025-10-18T03:24:25.064366] [INFO ] [sig ] [498/2083] Completed DECK in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:25.064408] [INFO ] [sig ] [499/2083] Forecasting DEI... [2025-10-18T03:24:25.064438] [INFO ] [sig ] Generating forecast for: DEI [2025-10-18T03:24:25.064470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'. [2025-10-18T03:24:25.074693] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DEI'. [2025-10-18T03:24:25.075044] [INFO ] [FORECASTER] Starting predict_future for DEI [2025-10-18T03:24:25.101439] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:25.102184] [DEBUG] [LOCAL ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt [2025-10-18T03:24:25.102243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:25.102277] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:25.102305] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:25.102362] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:25.120706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:25.121255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:25.121337] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:25.121386] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:25.157378] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:25.157480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:25.157518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:25.157547] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:25.160774] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=7.46%) [2025-10-18T03:24:25.161039] [INFO ] [FORECASTER] Completed predict_future for DEI [2025-10-18T03:24:25.161170] [INFO ] [sig ] DEI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:25.299283] [INFO ] [LOCAL ] Saved forecast: DEI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DEI.txt [2025-10-18T03:24:25.299506] [INFO ] [sig ] [499/2083] Completed DEI in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:25.299546] [INFO ] [sig ] [500/2083] Forecasting DELL... [2025-10-18T03:24:25.299576] [INFO ] [sig ] Generating forecast for: DELL [2025-10-18T03:24:25.299607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'. [2025-10-18T03:24:25.308023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DELL'. [2025-10-18T03:24:25.308306] [INFO ] [FORECASTER] Starting predict_future for DELL [2025-10-18T03:24:25.333132] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:25.333849] [DEBUG] [LOCAL ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt [2025-10-18T03:24:25.333903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:25.333937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:25.333964] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:25.334021] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:25.350989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:25.351593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:25.351701] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:25.351752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:25.388683] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:25.388775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:25.388811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:25.388840] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:25.391905] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-10-18T03:24:25.392164] [INFO ] [FORECASTER] Completed predict_future for DELL [2025-10-18T03:24:25.392303] [INFO ] [sig ] DELL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:25.538459] [INFO ] [LOCAL ] Saved forecast: DELL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DELL.txt [2025-10-18T03:24:25.538769] [INFO ] [sig ] [500/2083] Completed DELL in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:25.538849] [INFO ] [sig ] [501/2083] Forecasting DEO... [2025-10-18T03:24:25.538903] [INFO ] [sig ] Generating forecast for: DEO [2025-10-18T03:24:25.538939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-10-18T03:24:25.550151] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DEO'. [2025-10-18T03:24:25.550516] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-10-18T03:24:25.576000] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:25.576822] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-10-18T03:24:25.576879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:25.576913] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:25.576940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:25.576997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:25.593911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:25.594520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:25.594605] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:25.594638] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:25.628698] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:25.628868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:25.628909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:25.628938] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:25.632362] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=66.59%) [2025-10-18T03:24:25.632635] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-10-18T03:24:25.632805] [INFO ] [sig ] DEO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:25.769815] [INFO ] [LOCAL ] Saved forecast: DEO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DEO.txt [2025-10-18T03:24:25.770025] [INFO ] [sig ] [501/2083] Completed DEO in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:25.770067] [INFO ] [sig ] [502/2083] Forecasting DFH... [2025-10-18T03:24:25.770097] [INFO ] [sig ] Generating forecast for: DFH [2025-10-18T03:24:25.770187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-10-18T03:24:25.779083] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DFH'. [2025-10-18T03:24:25.779357] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-10-18T03:24:25.803945] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:25.804617] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-10-18T03:24:25.804695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:25.804739] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:25.804768] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:25.804825] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:25.821828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:25.822335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:25.822413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:25.822446] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:25.855626] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:25.855722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:25.855779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:25.855809] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:25.858811] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=58.86%) [2025-10-18T03:24:25.859055] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-10-18T03:24:25.859177] [INFO ] [sig ] DFH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:25.995691] [INFO ] [LOCAL ] Saved forecast: DFH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DFH.txt [2025-10-18T03:24:25.995874] [INFO ] [sig ] [502/2083] Completed DFH in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:25.995915] [INFO ] [sig ] [503/2083] Forecasting DFIN... [2025-10-18T03:24:25.995945] [INFO ] [sig ] Generating forecast for: DFIN [2025-10-18T03:24:25.995975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-10-18T03:24:26.004925] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DFIN'. [2025-10-18T03:24:26.005201] [INFO ] [FORECASTER] Starting predict_future for DFIN [2025-10-18T03:24:26.030540] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:26.031230] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-10-18T03:24:26.031285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:26.031318] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:26.031345] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:26.031402] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:26.048056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:26.048601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:26.048708] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:26.048762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:26.084418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:26.084494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:26.084529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:26.084557] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:26.087518] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=79.76%) [2025-10-18T03:24:26.087834] [INFO ] [FORECASTER] Completed predict_future for DFIN [2025-10-18T03:24:26.087963] [INFO ] [sig ] DFIN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:26.225521] [INFO ] [LOCAL ] Saved forecast: DFIN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DFIN.txt [2025-10-18T03:24:26.225726] [INFO ] [sig ] [503/2083] Completed DFIN in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.4m [2025-10-18T03:24:26.225785] [INFO ] [sig ] [504/2083] Forecasting DG... [2025-10-18T03:24:26.225818] [INFO ] [sig ] Generating forecast for: DG [2025-10-18T03:24:26.225849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-10-18T03:24:26.235324] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DG'. [2025-10-18T03:24:26.235584] [INFO ] [FORECASTER] Starting predict_future for DG [2025-10-18T03:24:26.260380] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:26.261074] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-10-18T03:24:26.261127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:26.261161] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:26.261192] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:26.261261] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:26.278505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:26.279050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:26.279128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:26.279169] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:26.314320] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:26.314394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:26.314428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:26.314456] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:26.317436] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=0.78%) [2025-10-18T03:24:26.317706] [INFO ] [FORECASTER] Completed predict_future for DG [2025-10-18T03:24:26.317860] [INFO ] [sig ] DG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:26.454986] [INFO ] [LOCAL ] Saved forecast: DG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DG.txt [2025-10-18T03:24:26.455196] [INFO ] [sig ] [504/2083] Completed DG in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.3m [2025-10-18T03:24:26.455245] [INFO ] [sig ] [505/2083] Forecasting DGX... [2025-10-18T03:24:26.455281] [INFO ] [sig ] Generating forecast for: DGX [2025-10-18T03:24:26.455316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-10-18T03:24:26.464798] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DGX'. [2025-10-18T03:24:26.465073] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-10-18T03:24:26.495104] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:26.495888] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-10-18T03:24:26.495993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:26.496049] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:26.496080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:26.496147] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:26.513425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:26.514031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:26.514127] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:26.514190] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:26.548671] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:26.548745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:26.548779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:26.548806] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:26.551743] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-10-18T03:24:26.551992] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-10-18T03:24:26.552118] [INFO ] [sig ] DGX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:26.690106] [INFO ] [LOCAL ] Saved forecast: DGX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DGX.txt [2025-10-18T03:24:26.690329] [INFO ] [sig ] [505/2083] Completed DGX in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.3m [2025-10-18T03:24:26.690388] [INFO ] [sig ] [506/2083] Forecasting DHF... [2025-10-18T03:24:26.690421] [INFO ] [sig ] Generating forecast for: DHF [2025-10-18T03:24:26.690451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-10-18T03:24:26.701273] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DHF'. [2025-10-18T03:24:26.701824] [INFO ] [FORECASTER] Starting predict_future for DHF [2025-10-18T03:24:26.728307] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:26.729178] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-10-18T03:24:26.729234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:26.729269] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:26.729298] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:26.729356] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:26.748052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:26.748948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:26.749045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:26.749080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:26.787419] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:26.787606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:26.787674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:26.787728] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:26.791511] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=8.67%) [2025-10-18T03:24:26.791891] [INFO ] [FORECASTER] Completed predict_future for DHF [2025-10-18T03:24:26.792080] [INFO ] [sig ] DHF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:26.944020] [INFO ] [LOCAL ] Saved forecast: DHF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DHF.txt [2025-10-18T03:24:26.944273] [INFO ] [sig ] [506/2083] Completed DHF in 0.3s | 4.14 sym/s | Total: 2.0m | ETA: 6.3m [2025-10-18T03:24:26.944316] [INFO ] [sig ] [507/2083] Forecasting DHT... [2025-10-18T03:24:26.944346] [INFO ] [sig ] Generating forecast for: DHT [2025-10-18T03:24:26.944378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHT' from 'https://tdm.silogroup.org/data/derivative_storage/DHT.csv'. [2025-10-18T03:24:26.953469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DHT'. [2025-10-18T03:24:26.953775] [INFO ] [FORECASTER] Starting predict_future for DHT [2025-10-18T03:24:26.979152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:26.979881] [DEBUG] [LOCAL ] No optimal features file found for DHT: ./output/feature-sets/DHT.txt [2025-10-18T03:24:26.979937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:26.979970] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:26.979997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:26.980055] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:26.997475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:26.998072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:26.998153] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:26.998187] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:27.034413] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:27.034542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:27.034580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:27.034609] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:27.037879] [DEBUG] [FORECASTER] DHT: Forecast T+1@11:T+2@11: DOWN (p=7.70%) [2025-10-18T03:24:27.038142] [INFO ] [FORECASTER] Completed predict_future for DHT [2025-10-18T03:24:27.038272] [INFO ] [sig ] DHT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:27.188279] [INFO ] [LOCAL ] Saved forecast: DHT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DHT.txt [2025-10-18T03:24:27.188514] [INFO ] [sig ] [507/2083] Completed DHT in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.3m [2025-10-18T03:24:27.188557] [INFO ] [sig ] [508/2083] Forecasting DIAX... [2025-10-18T03:24:27.188587] [INFO ] [sig ] Generating forecast for: DIAX [2025-10-18T03:24:27.188618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'. [2025-10-18T03:24:27.198798] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DIAX'. [2025-10-18T03:24:27.199071] [INFO ] [FORECASTER] Starting predict_future for DIAX [2025-10-18T03:24:27.223632] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:27.224322] [DEBUG] [LOCAL ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt [2025-10-18T03:24:27.224376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:27.224409] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:27.224438] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:27.224494] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:27.241313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:27.241956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:27.242084] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:27.242137] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:27.281018] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:27.281100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:27.281134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:27.281162] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:27.284124] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: DOWN (p=20.86%) [2025-10-18T03:24:27.284372] [INFO ] [FORECASTER] Completed predict_future for DIAX [2025-10-18T03:24:27.284499] [INFO ] [sig ] DIAX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:27.425465] [INFO ] [LOCAL ] Saved forecast: DIAX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DIAX.txt [2025-10-18T03:24:27.425740] [INFO ] [sig ] [508/2083] Completed DIAX in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.3m [2025-10-18T03:24:27.425802] [INFO ] [sig ] [509/2083] Forecasting DIN... [2025-10-18T03:24:27.425836] [INFO ] [sig ] Generating forecast for: DIN [2025-10-18T03:24:27.425883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-10-18T03:24:27.437041] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DIN'. [2025-10-18T03:24:27.437412] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-10-18T03:24:27.462531] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:27.463281] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-10-18T03:24:27.463335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:27.463368] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:27.463396] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:27.463453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:27.480188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:27.480777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:27.480870] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:27.480925] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:27.517719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:27.517853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:27.517894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:27.517943] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:27.521192] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=51.20%) [2025-10-18T03:24:27.521455] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-10-18T03:24:27.521591] [INFO ] [sig ] DIN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:27.658227] [INFO ] [LOCAL ] Saved forecast: DIN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DIN.txt [2025-10-18T03:24:27.658489] [INFO ] [sig ] [509/2083] Completed DIN in 0.2s | 4.14 sym/s | Total: 2.0m | ETA: 6.3m [2025-10-18T03:24:27.658531] [INFO ] [sig ] [510/2083] Forecasting DINO... [2025-10-18T03:24:27.658560] [INFO ] [sig ] Generating forecast for: DINO [2025-10-18T03:24:27.658591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-10-18T03:24:27.668427] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DINO'. [2025-10-18T03:24:27.668775] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-10-18T03:24:27.693521] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:27.694201] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-10-18T03:24:27.694255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:27.694288] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:27.694315] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:27.694372] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:27.711019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:27.711530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:27.711607] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:27.711662] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:27.747939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:27.748016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:27.748051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:27.748079] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:27.751016] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=80.31%) [2025-10-18T03:24:27.751264] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-10-18T03:24:27.751394] [INFO ] [sig ] DINO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:27.886693] [INFO ] [LOCAL ] Saved forecast: DINO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DINO.txt [2025-10-18T03:24:27.886899] [INFO ] [sig ] [510/2083] Completed DINO in 0.2s | 4.14 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:27.886940] [INFO ] [sig ] [511/2083] Forecasting DIS... [2025-10-18T03:24:27.886970] [INFO ] [sig ] Generating forecast for: DIS [2025-10-18T03:24:27.887000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-10-18T03:24:27.902466] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DIS'. [2025-10-18T03:24:27.902849] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-10-18T03:24:27.927875] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:27.928564] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-10-18T03:24:27.928619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:27.928682] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:27.928727] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:27.928801] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:27.945502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:27.946051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:27.946129] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:27.946162] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:27.981703] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:27.981781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:27.981816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:27.981845] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:27.987464] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=97.81%) [2025-10-18T03:24:27.987769] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-10-18T03:24:27.987913] [INFO ] [sig ] DIS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:28.126962] [INFO ] [LOCAL ] Saved forecast: DIS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DIS.txt [2025-10-18T03:24:28.127202] [INFO ] [sig ] [511/2083] Completed DIS in 0.2s | 4.14 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:28.127262] [INFO ] [sig ] [512/2083] Forecasting DKL... [2025-10-18T03:24:28.127295] [INFO ] [sig ] Generating forecast for: DKL [2025-10-18T03:24:28.127327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-10-18T03:24:28.136070] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DKL'. [2025-10-18T03:24:28.136337] [INFO ] [FORECASTER] Starting predict_future for DKL [2025-10-18T03:24:28.161207] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:28.161922] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-10-18T03:24:28.161976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:28.162008] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:28.162035] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:28.162091] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:28.178781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:28.179315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:28.179392] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:28.179425] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:28.214625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:28.214721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:28.214762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:28.214790] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:28.217706] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=91.36%) [2025-10-18T03:24:28.217978] [INFO ] [FORECASTER] Completed predict_future for DKL [2025-10-18T03:24:28.218113] [INFO ] [sig ] DKL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:28.355470] [INFO ] [LOCAL ] Saved forecast: DKL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DKL.txt [2025-10-18T03:24:28.355731] [INFO ] [sig ] [512/2083] Completed DKL in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:28.355792] [INFO ] [sig ] [513/2083] Forecasting DKS... [2025-10-18T03:24:28.355824] [INFO ] [sig ] Generating forecast for: DKS [2025-10-18T03:24:28.355855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'. [2025-10-18T03:24:28.364906] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DKS'. [2025-10-18T03:24:28.365166] [INFO ] [FORECASTER] Starting predict_future for DKS [2025-10-18T03:24:28.390335] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:28.391056] [DEBUG] [LOCAL ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt [2025-10-18T03:24:28.391110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:28.391144] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:28.391171] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:28.391227] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:28.407913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:28.408417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:28.408495] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:28.408528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:28.445118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:28.445203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:28.445239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:28.445268] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:28.448324] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=13.50%) [2025-10-18T03:24:28.448569] [INFO ] [FORECASTER] Completed predict_future for DKS [2025-10-18T03:24:28.448729] [INFO ] [sig ] DKS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:28.584945] [INFO ] [LOCAL ] Saved forecast: DKS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DKS.txt [2025-10-18T03:24:28.585166] [INFO ] [sig ] [513/2083] Completed DKS in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:28.585207] [INFO ] [sig ] [514/2083] Forecasting DLB... [2025-10-18T03:24:28.585237] [INFO ] [sig ] Generating forecast for: DLB [2025-10-18T03:24:28.585267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-10-18T03:24:28.595852] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLB'. [2025-10-18T03:24:28.596215] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-10-18T03:24:28.621107] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:28.621831] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-10-18T03:24:28.621886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:28.621919] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:28.621946] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:28.622002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:28.638568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:28.639124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:28.639205] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:28.639237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:28.682964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:28.683078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:28.683115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:28.683143] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:28.686393] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=97.99%) [2025-10-18T03:24:28.686676] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-10-18T03:24:28.686830] [INFO ] [sig ] DLB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:28.822995] [INFO ] [LOCAL ] Saved forecast: DLB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DLB.txt [2025-10-18T03:24:28.823245] [INFO ] [sig ] [514/2083] Completed DLB in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:28.823340] [INFO ] [sig ] [515/2083] Forecasting DLNG... [2025-10-18T03:24:28.823380] [INFO ] [sig ] Generating forecast for: DLNG [2025-10-18T03:24:28.823412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'. [2025-10-18T03:24:28.833192] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLNG'. [2025-10-18T03:24:28.833595] [INFO ] [FORECASTER] Starting predict_future for DLNG [2025-10-18T03:24:28.858488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:28.859176] [DEBUG] [LOCAL ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt [2025-10-18T03:24:28.859230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:28.859262] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:28.859289] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:28.859345] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:28.875906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:28.876420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:28.876504] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:28.876537] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:28.915740] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:28.915813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:28.915847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:28.915875] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:28.918844] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: UP (p=71.13%) [2025-10-18T03:24:28.919091] [INFO ] [FORECASTER] Completed predict_future for DLNG [2025-10-18T03:24:28.919220] [INFO ] [sig ] DLNG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:29.059603] [INFO ] [LOCAL ] Saved forecast: DLNG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DLNG.txt [2025-10-18T03:24:29.059883] [INFO ] [sig ] [515/2083] Completed DLNG in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:29.059932] [INFO ] [sig ] [516/2083] Forecasting DLR... [2025-10-18T03:24:29.059963] [INFO ] [sig ] Generating forecast for: DLR [2025-10-18T03:24:29.059994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'. [2025-10-18T03:24:29.070365] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLR'. [2025-10-18T03:24:29.070760] [INFO ] [FORECASTER] Starting predict_future for DLR [2025-10-18T03:24:29.095390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:29.096100] [DEBUG] [LOCAL ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt [2025-10-18T03:24:29.096155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:29.096189] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:29.096216] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:29.096273] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:29.112923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:29.113464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:29.113542] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:29.113577] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:29.149728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:29.149803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:29.149840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:29.149885] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:29.152858] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: UP (p=52.01%) [2025-10-18T03:24:29.153100] [INFO ] [FORECASTER] Completed predict_future for DLR [2025-10-18T03:24:29.153232] [INFO ] [sig ] DLR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:29.289341] [INFO ] [LOCAL ] Saved forecast: DLR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DLR.txt [2025-10-18T03:24:29.289551] [INFO ] [sig ] [516/2083] Completed DLR in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:29.289591] [INFO ] [sig ] [517/2083] Forecasting DLX... [2025-10-18T03:24:29.289621] [INFO ] [sig ] Generating forecast for: DLX [2025-10-18T03:24:29.289680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-10-18T03:24:29.299287] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLX'. [2025-10-18T03:24:29.299542] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-10-18T03:24:29.324224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:29.324931] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-10-18T03:24:29.324985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:29.325017] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:29.325044] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:29.325099] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:29.341662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:29.342183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:29.342260] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:29.342293] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:29.379896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:29.380002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:29.380037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:29.380065] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:29.383139] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=46.20%) [2025-10-18T03:24:29.383391] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-10-18T03:24:29.383518] [INFO ] [sig ] DLX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:29.519848] [INFO ] [LOCAL ] Saved forecast: DLX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DLX.txt [2025-10-18T03:24:29.520090] [INFO ] [sig ] [517/2083] Completed DLX in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:29.520132] [INFO ] [sig ] [518/2083] Forecasting DLY... [2025-10-18T03:24:29.520162] [INFO ] [sig ] Generating forecast for: DLY [2025-10-18T03:24:29.520194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-10-18T03:24:29.529567] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLY'. [2025-10-18T03:24:29.529854] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-10-18T03:24:29.554390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:29.555115] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-10-18T03:24:29.555168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:29.555200] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:29.555228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:29.555284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:29.572135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:29.572682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:29.572768] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:29.572801] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:29.609765] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:29.609843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:29.609879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:29.609906] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:29.612852] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=15.58%) [2025-10-18T03:24:29.613098] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-10-18T03:24:29.613232] [INFO ] [sig ] DLY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:29.753678] [INFO ] [LOCAL ] Saved forecast: DLY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DLY.txt [2025-10-18T03:24:29.753958] [INFO ] [sig ] [518/2083] Completed DLY in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:29.754017] [INFO ] [sig ] [519/2083] Forecasting DNA... [2025-10-18T03:24:29.754050] [INFO ] [sig ] Generating forecast for: DNA [2025-10-18T03:24:29.754081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-10-18T03:24:29.764694] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DNA'. [2025-10-18T03:24:29.765060] [INFO ] [FORECASTER] Starting predict_future for DNA [2025-10-18T03:24:29.790469] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:29.791259] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-10-18T03:24:29.791320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:29.791355] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:29.791384] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:29.791443] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:29.808399] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:29.809042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:29.809138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:29.809173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:29.846003] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:29.846188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:29.846232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:29.846263] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:29.849954] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=13.83%) [2025-10-18T03:24:29.850233] [INFO ] [FORECASTER] Completed predict_future for DNA [2025-10-18T03:24:29.850375] [INFO ] [sig ] DNA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:29.992906] [INFO ] [LOCAL ] Saved forecast: DNA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DNA.txt [2025-10-18T03:24:29.993162] [INFO ] [sig ] [519/2083] Completed DNA in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:29.993205] [INFO ] [sig ] [520/2083] Forecasting DNOW... [2025-10-18T03:24:29.993235] [INFO ] [sig ] Generating forecast for: DNOW [2025-10-18T03:24:29.993270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'. [2025-10-18T03:24:30.003086] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DNOW'. [2025-10-18T03:24:30.003396] [INFO ] [FORECASTER] Starting predict_future for DNOW [2025-10-18T03:24:30.028580] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:30.029316] [DEBUG] [LOCAL ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt [2025-10-18T03:24:30.029372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:30.029404] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:30.029431] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:30.029488] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:30.046259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:30.046833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:30.046914] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:30.046946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:30.082883] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:30.082980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:30.083015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:30.083043] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:30.086118] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: UP (p=59.08%) [2025-10-18T03:24:30.086370] [INFO ] [FORECASTER] Completed predict_future for DNOW [2025-10-18T03:24:30.086501] [INFO ] [sig ] DNOW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:30.227225] [INFO ] [LOCAL ] Saved forecast: DNOW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DNOW.txt [2025-10-18T03:24:30.227469] [INFO ] [sig ] [520/2083] Completed DNOW in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:30.227510] [INFO ] [sig ] [521/2083] Forecasting DOC... [2025-10-18T03:24:30.227540] [INFO ] [sig ] Generating forecast for: DOC [2025-10-18T03:24:30.227571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'. [2025-10-18T03:24:30.237189] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOC'. [2025-10-18T03:24:30.237484] [INFO ] [FORECASTER] Starting predict_future for DOC [2025-10-18T03:24:30.262251] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:30.262983] [DEBUG] [LOCAL ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt [2025-10-18T03:24:30.263038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:30.263072] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:30.263099] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:30.263208] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:30.280175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:30.280733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:30.280819] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:30.280853] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:30.317509] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:30.317635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:30.317711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:30.317777] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:30.320974] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: DOWN (p=4.10%) [2025-10-18T03:24:30.321233] [INFO ] [FORECASTER] Completed predict_future for DOC [2025-10-18T03:24:30.321363] [INFO ] [sig ] DOC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:30.464435] [INFO ] [LOCAL ] Saved forecast: DOC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DOC.txt [2025-10-18T03:24:30.464748] [INFO ] [sig ] [521/2083] Completed DOC in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:30.464844] [INFO ] [sig ] [522/2083] Forecasting DOCN... [2025-10-18T03:24:30.464880] [INFO ] [sig ] Generating forecast for: DOCN [2025-10-18T03:24:30.464914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-10-18T03:24:30.474899] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOCN'. [2025-10-18T03:24:30.475263] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-10-18T03:24:30.500521] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:30.501269] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-10-18T03:24:30.501325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:30.501360] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:30.501389] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:30.501447] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:30.518460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:30.519077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:30.519161] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:30.519196] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:30.555479] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:30.555592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:30.555630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:30.555701] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:30.558950] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=86.63%) [2025-10-18T03:24:30.559262] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-10-18T03:24:30.559404] [INFO ] [sig ] DOCN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:30.705873] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DOCN.txt [2025-10-18T03:24:30.706155] [INFO ] [sig ] [522/2083] Completed DOCN in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:30.706217] [INFO ] [sig ] [523/2083] Forecasting DOLE... [2025-10-18T03:24:30.706253] [INFO ] [sig ] Generating forecast for: DOLE [2025-10-18T03:24:30.706288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-10-18T03:24:30.716419] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOLE'. [2025-10-18T03:24:30.716766] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-10-18T03:24:30.742187] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:30.742958] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-10-18T03:24:30.743015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:30.743049] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:30.743077] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:30.743136] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:30.760062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:30.760625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:30.760742] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:30.760783] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:30.795267] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:30.795372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:30.795411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:30.795460] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:30.798835] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=97.83%) [2025-10-18T03:24:30.799104] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-10-18T03:24:30.799240] [INFO ] [sig ] DOLE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:30.941797] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DOLE.txt [2025-10-18T03:24:30.942022] [INFO ] [sig ] [523/2083] Completed DOLE in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:30.942065] [INFO ] [sig ] [524/2083] Forecasting DOUG... [2025-10-18T03:24:30.942095] [INFO ] [sig ] Generating forecast for: DOUG [2025-10-18T03:24:30.942126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-10-18T03:24:30.951451] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOUG'. [2025-10-18T03:24:30.951765] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-10-18T03:24:30.976866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:30.977589] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-10-18T03:24:30.977666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:30.977722] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:30.977812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:30.977883] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:30.994917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:30.995487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:30.995568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:30.995603] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:31.031554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:31.031726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:31.031845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:31.031883] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:31.037942] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-10-18T03:24:31.038218] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-10-18T03:24:31.038359] [INFO ] [sig ] DOUG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:31.181165] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DOUG.txt [2025-10-18T03:24:31.181432] [INFO ] [sig ] [524/2083] Completed DOUG in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:31.181498] [INFO ] [sig ] [525/2083] Forecasting DOV... [2025-10-18T03:24:31.181554] [INFO ] [sig ] Generating forecast for: DOV [2025-10-18T03:24:31.181589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'. [2025-10-18T03:24:31.191822] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOV'. [2025-10-18T03:24:31.192168] [INFO ] [FORECASTER] Starting predict_future for DOV [2025-10-18T03:24:31.217236] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:31.218089] [DEBUG] [LOCAL ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt [2025-10-18T03:24:31.218146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:31.218181] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:31.218210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:31.218270] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:31.237311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:31.237985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:31.238072] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:31.238107] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:31.277538] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:31.277756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:31.277832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:31.277908] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:31.281555] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: UP (p=79.17%) [2025-10-18T03:24:31.281859] [INFO ] [FORECASTER] Completed predict_future for DOV [2025-10-18T03:24:31.282005] [INFO ] [sig ] DOV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:31.445594] [INFO ] [LOCAL ] Saved forecast: DOV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DOV.txt [2025-10-18T03:24:31.445940] [INFO ] [sig ] [525/2083] Completed DOV in 0.3s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:31.446002] [INFO ] [sig ] [526/2083] Forecasting DOW... [2025-10-18T03:24:31.446037] [INFO ] [sig ] Generating forecast for: DOW [2025-10-18T03:24:31.446070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'. [2025-10-18T03:24:31.456619] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOW'. [2025-10-18T03:24:31.457021] [INFO ] [FORECASTER] Starting predict_future for DOW [2025-10-18T03:24:31.485864] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:31.486787] [DEBUG] [LOCAL ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt [2025-10-18T03:24:31.486851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:31.486887] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:31.486916] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:31.486974] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:31.505710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:31.506352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:31.506438] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:31.506473] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:31.544048] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:31.544185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:31.544248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:31.544282] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:31.548052] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: DOWN (p=36.42%) [2025-10-18T03:24:31.548351] [INFO ] [FORECASTER] Completed predict_future for DOW [2025-10-18T03:24:31.548493] [INFO ] [sig ] DOW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:31.710994] [INFO ] [LOCAL ] Saved forecast: DOW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DOW.txt [2025-10-18T03:24:31.711292] [INFO ] [sig ] [526/2083] Completed DOW in 0.3s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:31.711357] [INFO ] [sig ] [527/2083] Forecasting DQ... [2025-10-18T03:24:31.711393] [INFO ] [sig ] Generating forecast for: DQ [2025-10-18T03:24:31.711427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-10-18T03:24:31.722054] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DQ'. [2025-10-18T03:24:31.722516] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-10-18T03:24:31.747617] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:31.748359] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-10-18T03:24:31.748416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:31.748449] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:31.748478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:31.748536] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:31.765206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:31.765862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:31.765952] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:31.765986] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:31.805365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:31.805756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:31.805811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:31.805843] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:31.809449] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=35.91%) [2025-10-18T03:24:31.809762] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-10-18T03:24:31.809903] [INFO ] [sig ] DQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:31.947197] [INFO ] [LOCAL ] Saved forecast: DQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DQ.txt [2025-10-18T03:24:31.947480] [INFO ] [sig ] [527/2083] Completed DQ in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:31.947527] [INFO ] [sig ] [528/2083] Forecasting DRD... [2025-10-18T03:24:31.947558] [INFO ] [sig ] Generating forecast for: DRD [2025-10-18T03:24:31.947589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'. [2025-10-18T03:24:31.956757] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DRD'. [2025-10-18T03:24:31.957056] [INFO ] [FORECASTER] Starting predict_future for DRD [2025-10-18T03:24:31.982101] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:31.982836] [DEBUG] [LOCAL ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt [2025-10-18T03:24:31.982891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:31.982924] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:31.982951] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:31.983008] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:31.999958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:32.000605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:32.000716] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:32.000762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:32.038521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:32.038638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:32.038718] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:32.038753] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:32.041949] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-10-18T03:24:32.042208] [INFO ] [FORECASTER] Completed predict_future for DRD [2025-10-18T03:24:32.042342] [INFO ] [sig ] DRD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:32.184853] [INFO ] [LOCAL ] Saved forecast: DRD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DRD.txt [2025-10-18T03:24:32.185158] [INFO ] [sig ] [528/2083] Completed DRD in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.3m [2025-10-18T03:24:32.185225] [INFO ] [sig ] [529/2083] Forecasting DRH... [2025-10-18T03:24:32.185269] [INFO ] [sig ] Generating forecast for: DRH [2025-10-18T03:24:32.185304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-10-18T03:24:32.195166] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DRH'. [2025-10-18T03:24:32.195571] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-10-18T03:24:32.221277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:32.222047] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-10-18T03:24:32.222103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:32.222137] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:32.222165] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:32.222221] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:32.239265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:32.240037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:32.240128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:32.240163] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:32.276665] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:32.276848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:32.276892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:32.276921] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:32.280735] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=26.60%) [2025-10-18T03:24:32.281013] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-10-18T03:24:32.281153] [INFO ] [sig ] DRH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:32.420867] [INFO ] [LOCAL ] Saved forecast: DRH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DRH.txt [2025-10-18T03:24:32.421128] [INFO ] [sig ] [529/2083] Completed DRH in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.2m [2025-10-18T03:24:32.421171] [INFO ] [sig ] [530/2083] Forecasting DRI... [2025-10-18T03:24:32.421202] [INFO ] [sig ] Generating forecast for: DRI [2025-10-18T03:24:32.421234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-10-18T03:24:32.430114] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DRI'. [2025-10-18T03:24:32.430484] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-10-18T03:24:32.455955] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:32.456820] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-10-18T03:24:32.456880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:32.456914] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:32.456941] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:32.456999] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:32.473784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:32.474423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:32.474505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:32.474539] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:32.512513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:32.512749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:32.512807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:32.512840] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:32.516283] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: UP (p=89.73%) [2025-10-18T03:24:32.516550] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-10-18T03:24:32.516710] [INFO ] [sig ] DRI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:32.654846] [INFO ] [LOCAL ] Saved forecast: DRI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DRI.txt [2025-10-18T03:24:32.655084] [INFO ] [sig ] [530/2083] Completed DRI in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.2m [2025-10-18T03:24:32.655126] [INFO ] [sig ] [531/2083] Forecasting DRLL... [2025-10-18T03:24:32.655157] [INFO ] [sig ] Generating forecast for: DRLL [2025-10-18T03:24:32.655188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-10-18T03:24:32.663758] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'DRLL'. [2025-10-18T03:24:32.664076] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-10-18T03:24:32.689355] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:32.690079] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-10-18T03:24:32.690134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:32.690166] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:32.690193] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:32.690248] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:32.707256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:32.707941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:32.708022] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:32.708055] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:32.742639] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:32.742809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:32.742849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:32.742877] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:32.746221] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=73.25%) [2025-10-18T03:24:32.746527] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-10-18T03:24:32.746703] [INFO ] [sig ] DRLL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:32.889329] [INFO ] [LOCAL ] Saved forecast: DRLL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DRLL.txt [2025-10-18T03:24:32.889599] [INFO ] [sig ] [531/2083] Completed DRLL in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.2m [2025-10-18T03:24:32.889668] [INFO ] [sig ] [532/2083] Forecasting DSL... [2025-10-18T03:24:32.889724] [INFO ] [sig ] Generating forecast for: DSL [2025-10-18T03:24:32.889759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-10-18T03:24:32.898891] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DSL'. [2025-10-18T03:24:32.899224] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-10-18T03:24:32.928468] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:32.929396] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-10-18T03:24:32.929455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:32.929489] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:32.929516] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:32.929573] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:32.946661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:32.947434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:32.947520] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:32.947554] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:32.982983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:32.983134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:32.983173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:32.983204] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:32.986550] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=56.43%) [2025-10-18T03:24:32.986847] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-10-18T03:24:32.986989] [INFO ] [sig ] DSL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:33.131336] [INFO ] [LOCAL ] Saved forecast: DSL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DSL.txt [2025-10-18T03:24:33.131616] [INFO ] [sig ] [532/2083] Completed DSL in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.2m [2025-10-18T03:24:33.131692] [INFO ] [sig ] [533/2083] Forecasting DSMC... [2025-10-18T03:24:33.131739] [INFO ] [sig ] Generating forecast for: DSMC [2025-10-18T03:24:33.131773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'. [2025-10-18T03:24:33.140559] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'DSMC'. [2025-10-18T03:24:33.140841] [INFO ] [FORECASTER] Starting predict_future for DSMC [2025-10-18T03:24:33.165758] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:33.166452] [DEBUG] [LOCAL ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt [2025-10-18T03:24:33.166506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:33.166539] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:33.166567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:33.166624] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:33.183277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:33.183897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:33.183977] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:33.184011] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:33.217629] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:33.217723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:33.217797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:33.217834] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:33.220827] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: DOWN (p=1.27%) [2025-10-18T03:24:33.221080] [INFO ] [FORECASTER] Completed predict_future for DSMC [2025-10-18T03:24:33.221205] [INFO ] [sig ] DSMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:33.427701] [INFO ] [LOCAL ] Saved forecast: DSMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DSMC.txt [2025-10-18T03:24:33.427969] [INFO ] [sig ] [533/2083] Completed DSMC in 0.3s | 4.15 sym/s | Total: 2.1m | ETA: 6.2m [2025-10-18T03:24:33.428016] [INFO ] [sig ] [534/2083] Forecasting DSU... [2025-10-18T03:24:33.428047] [INFO ] [sig ] Generating forecast for: DSU [2025-10-18T03:24:33.428077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'. [2025-10-18T03:24:33.437047] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DSU'. [2025-10-18T03:24:33.437409] [INFO ] [FORECASTER] Starting predict_future for DSU [2025-10-18T03:24:33.462548] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:33.463332] [DEBUG] [LOCAL ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt [2025-10-18T03:24:33.463393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:33.463427] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:33.463503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:33.463571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:33.480257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:33.480908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:33.481042] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:33.481082] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:33.517131] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:33.517307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:33.517348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:33.517379] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:33.520915] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=59.40%) [2025-10-18T03:24:33.521181] [INFO ] [FORECASTER] Completed predict_future for DSU [2025-10-18T03:24:33.521318] [INFO ] [sig ] DSU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:33.664078] [INFO ] [LOCAL ] Saved forecast: DSU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DSU.txt [2025-10-18T03:24:33.664330] [INFO ] [sig ] [534/2083] Completed DSU in 0.2s | 4.15 sym/s | Total: 2.1m | ETA: 6.2m [2025-10-18T03:24:33.664386] [INFO ] [sig ] [535/2083] Forecasting DSX... [2025-10-18T03:24:33.664420] [INFO ] [sig ] Generating forecast for: DSX [2025-10-18T03:24:33.664453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-10-18T03:24:33.674778] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DSX'. [2025-10-18T03:24:33.675211] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-10-18T03:24:33.702979] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:33.703935] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-10-18T03:24:33.704003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:33.704041] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:33.704069] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:33.704126] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:33.721481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:33.722096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:33.722183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:33.722217] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:33.757965] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:33.758110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:33.758150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:33.758180] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:33.761493] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=0.29%) [2025-10-18T03:24:33.761804] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-10-18T03:24:33.761942] [INFO ] [sig ] DSX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:33.902308] [INFO ] [LOCAL ] Saved forecast: DSX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DSX.txt [2025-10-18T03:24:33.902540] [INFO ] [sig ] [535/2083] Completed DSX in 0.2s | 4.15 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:33.902584] [INFO ] [sig ] [536/2083] Forecasting DTB... [2025-10-18T03:24:33.902622] [INFO ] [sig ] Generating forecast for: DTB [2025-10-18T03:24:33.902687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-10-18T03:24:33.911497] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'DTB'. [2025-10-18T03:24:33.911840] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-10-18T03:24:33.939167] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:33.939983] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-10-18T03:24:33.940042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:33.940079] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:33.940109] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:33.940168] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:33.957468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:33.958266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:33.958356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:33.958396] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:33.993490] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:33.993690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:33.993749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:33.993781] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:33.997230] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=37.77%) [2025-10-18T03:24:33.997528] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-10-18T03:24:33.997697] [INFO ] [sig ] DTB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:34.140778] [INFO ] [LOCAL ] Saved forecast: DTB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DTB.txt [2025-10-18T03:24:34.141024] [INFO ] [sig ] [536/2083] Completed DTB in 0.2s | 4.15 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:34.141069] [INFO ] [sig ] [537/2083] Forecasting DTE... [2025-10-18T03:24:34.141101] [INFO ] [sig ] Generating forecast for: DTE [2025-10-18T03:24:34.141134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'. [2025-10-18T03:24:34.151005] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DTE'. [2025-10-18T03:24:34.151330] [INFO ] [FORECASTER] Starting predict_future for DTE [2025-10-18T03:24:34.176922] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:34.177700] [DEBUG] [LOCAL ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt [2025-10-18T03:24:34.177787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:34.177834] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:34.177866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:34.177925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:34.197295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:34.198357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:34.198448] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:34.198485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:34.242107] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:34.242704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:34.242762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:34.242794] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:34.246791] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=11.31%) [2025-10-18T03:24:34.247075] [INFO ] [FORECASTER] Completed predict_future for DTE [2025-10-18T03:24:34.247214] [INFO ] [sig ] DTE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:34.393935] [INFO ] [LOCAL ] Saved forecast: DTE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DTE.txt [2025-10-18T03:24:34.394134] [INFO ] [sig ] [537/2083] Completed DTE in 0.3s | 4.15 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:34.394177] [INFO ] [sig ] [538/2083] Forecasting DTG... [2025-10-18T03:24:34.394208] [INFO ] [sig ] Generating forecast for: DTG [2025-10-18T03:24:34.394240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-10-18T03:24:34.402824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DTG'. [2025-10-18T03:24:34.403088] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-10-18T03:24:34.429174] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:34.430203] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-10-18T03:24:34.430268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:34.430308] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:34.430340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:34.430417] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:34.448164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:34.448971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:34.449055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:34.449089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:34.490151] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:34.490335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:34.490379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:34.490410] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:34.494060] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=9.07%) [2025-10-18T03:24:34.494349] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-10-18T03:24:34.494512] [INFO ] [sig ] DTG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:34.635947] [INFO ] [LOCAL ] Saved forecast: DTG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DTG.txt [2025-10-18T03:24:34.636212] [INFO ] [sig ] [538/2083] Completed DTG in 0.2s | 4.15 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:34.636257] [INFO ] [sig ] [539/2083] Forecasting DTM... [2025-10-18T03:24:34.636287] [INFO ] [sig ] Generating forecast for: DTM [2025-10-18T03:24:34.636318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-10-18T03:24:34.646469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DTM'. [2025-10-18T03:24:34.646782] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-10-18T03:24:34.672709] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:34.673470] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-10-18T03:24:34.673535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:34.673568] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:34.673597] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:34.673675] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:34.690729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:34.691257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:34.691355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:34.691393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:34.734456] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:34.734564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:34.734600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:34.734629] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:34.737827] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-10-18T03:24:34.738087] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-10-18T03:24:34.738220] [INFO ] [sig ] DTM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:34.888266] [INFO ] [LOCAL ] Saved forecast: DTM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DTM.txt [2025-10-18T03:24:34.888465] [INFO ] [sig ] [539/2083] Completed DTM in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:34.888506] [INFO ] [sig ] [540/2083] Forecasting DTW... [2025-10-18T03:24:34.888536] [INFO ] [sig ] Generating forecast for: DTW [2025-10-18T03:24:34.888567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'. [2025-10-18T03:24:34.900178] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'DTW'. [2025-10-18T03:24:34.900753] [INFO ] [FORECASTER] Starting predict_future for DTW [2025-10-18T03:24:34.928811] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:34.929724] [DEBUG] [LOCAL ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt [2025-10-18T03:24:34.929784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:34.929822] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:34.929852] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:34.929913] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:34.948516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:34.949484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:34.949589] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:34.949623] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:34.993626] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:34.993878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:34.993927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:34.994003] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:34.998092] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=68.92%) [2025-10-18T03:24:34.998403] [INFO ] [FORECASTER] Completed predict_future for DTW [2025-10-18T03:24:34.998561] [INFO ] [sig ] DTW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:35.148736] [INFO ] [LOCAL ] Saved forecast: DTW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DTW.txt [2025-10-18T03:24:35.149162] [INFO ] [sig ] [540/2083] Completed DTW in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:35.149212] [INFO ] [sig ] [541/2083] Forecasting DUK... [2025-10-18T03:24:35.149245] [INFO ] [sig ] Generating forecast for: DUK [2025-10-18T03:24:35.149279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-10-18T03:24:35.160733] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DUK'. [2025-10-18T03:24:35.161278] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-10-18T03:24:35.189273] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:35.190218] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-10-18T03:24:35.190304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:35.190341] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:35.190370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:35.190431] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:35.208561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:35.209340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:35.209436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:35.209470] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:35.255581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:35.255824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:35.255877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:35.255909] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:35.259769] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=91.09%) [2025-10-18T03:24:35.260078] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-10-18T03:24:35.260238] [INFO ] [sig ] DUK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:35.404705] [INFO ] [LOCAL ] Saved forecast: DUK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DUK.txt [2025-10-18T03:24:35.405040] [INFO ] [sig ] [541/2083] Completed DUK in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:35.405087] [INFO ] [sig ] [542/2083] Forecasting DUKB... [2025-10-18T03:24:35.405120] [INFO ] [sig ] Generating forecast for: DUKB [2025-10-18T03:24:35.405156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-10-18T03:24:35.416975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DUKB'. [2025-10-18T03:24:35.417353] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-10-18T03:24:35.443911] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:35.444630] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-10-18T03:24:35.444711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:35.444751] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:35.444781] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:35.444841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:35.463008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:35.463592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:35.463700] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:35.463751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:35.509037] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:35.509171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:35.509213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:35.509246] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:35.512606] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=99.26%) [2025-10-18T03:24:35.512907] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-10-18T03:24:35.513061] [INFO ] [sig ] DUKB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:35.664205] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DUKB.txt [2025-10-18T03:24:35.664584] [INFO ] [sig ] [542/2083] Completed DUKB in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:35.664631] [INFO ] [sig ] [543/2083] Forecasting DV... [2025-10-18T03:24:35.664722] [INFO ] [sig ] Generating forecast for: DV [2025-10-18T03:24:35.664872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'. [2025-10-18T03:24:35.676484] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DV'. [2025-10-18T03:24:35.677093] [INFO ] [FORECASTER] Starting predict_future for DV [2025-10-18T03:24:35.704675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:35.706059] [DEBUG] [LOCAL ] No optimal features file found for DV: ./output/feature-sets/DV.txt [2025-10-18T03:24:35.706160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:35.706222] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:35.706258] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:35.706319] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:35.724839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:35.725580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:35.725705] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:35.725758] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:35.770279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:35.770468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:35.770512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:35.770541] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:35.774206] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: DOWN (p=46.88%) [2025-10-18T03:24:35.774508] [INFO ] [FORECASTER] Completed predict_future for DV [2025-10-18T03:24:35.774688] [INFO ] [sig ] DV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:35.928380] [INFO ] [LOCAL ] Saved forecast: DV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DV.txt [2025-10-18T03:24:35.928801] [INFO ] [sig ] [543/2083] Completed DV in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:35.928867] [INFO ] [sig ] [544/2083] Forecasting DVA... [2025-10-18T03:24:35.928902] [INFO ] [sig ] Generating forecast for: DVA [2025-10-18T03:24:35.928937] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-10-18T03:24:35.940354] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DVA'. [2025-10-18T03:24:35.940904] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-10-18T03:24:35.968115] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:35.968957] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-10-18T03:24:35.969013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:35.969047] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:35.969074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:35.969133] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:35.986816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:35.987491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:35.987584] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:35.987620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:36.034225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:36.034407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:36.034448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:36.034477] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:36.038552] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=86.16%) [2025-10-18T03:24:36.038932] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-10-18T03:24:36.039147] [INFO ] [sig ] DVA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:36.191263] [INFO ] [LOCAL ] Saved forecast: DVA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DVA.txt [2025-10-18T03:24:36.191674] [INFO ] [sig ] [544/2083] Completed DVA in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:36.191747] [INFO ] [sig ] [545/2083] Forecasting DX... [2025-10-18T03:24:36.191790] [INFO ] [sig ] Generating forecast for: DX [2025-10-18T03:24:36.191829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'. [2025-10-18T03:24:36.202422] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DX'. [2025-10-18T03:24:36.202896] [INFO ] [FORECASTER] Starting predict_future for DX [2025-10-18T03:24:36.229982] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:36.230821] [DEBUG] [LOCAL ] No optimal features file found for DX: ./output/feature-sets/DX.txt [2025-10-18T03:24:36.230877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:36.230912] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:36.230940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:36.231000] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:36.248799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:36.249463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:36.249562] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:36.249596] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:36.295610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:36.295834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:36.295882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:36.295912] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:36.299545] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=14.17%) [2025-10-18T03:24:36.299871] [INFO ] [FORECASTER] Completed predict_future for DX [2025-10-18T03:24:36.300038] [INFO ] [sig ] DX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:36.444904] [INFO ] [LOCAL ] Saved forecast: DX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DX.txt [2025-10-18T03:24:36.445339] [INFO ] [sig ] [545/2083] Completed DX in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:36.445394] [INFO ] [sig ] [546/2083] Forecasting DXC... [2025-10-18T03:24:36.445428] [INFO ] [sig ] Generating forecast for: DXC [2025-10-18T03:24:36.445464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-10-18T03:24:36.456630] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DXC'. [2025-10-18T03:24:36.457075] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-10-18T03:24:36.484033] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:36.484835] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-10-18T03:24:36.484892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:36.484929] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:36.484958] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:36.485019] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:36.502209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:36.502932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:36.503025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:36.503086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:36.546950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:36.547145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:36.547188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:36.547219] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:36.550890] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=98.72%) [2025-10-18T03:24:36.551176] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-10-18T03:24:36.551333] [INFO ] [sig ] DXC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:36.691919] [INFO ] [LOCAL ] Saved forecast: DXC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DXC.txt [2025-10-18T03:24:36.692362] [INFO ] [sig ] [546/2083] Completed DXC in 0.2s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:36.692426] [INFO ] [sig ] [547/2083] Forecasting DXYZ... [2025-10-18T03:24:36.692461] [INFO ] [sig ] Generating forecast for: DXYZ [2025-10-18T03:24:36.692494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'. [2025-10-18T03:24:36.703503] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'DXYZ'. [2025-10-18T03:24:36.703946] [INFO ] [FORECASTER] Starting predict_future for DXYZ [2025-10-18T03:24:36.729782] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:36.730720] [DEBUG] [LOCAL ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt [2025-10-18T03:24:36.730779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:36.730878] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:36.730916] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:36.730975] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:36.747837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:36.748442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:36.748529] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:36.748563] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:36.793676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:36.793894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:36.793938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:36.793967] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:36.797663] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: UP (p=62.20%) [2025-10-18T03:24:36.797981] [INFO ] [FORECASTER] Completed predict_future for DXYZ [2025-10-18T03:24:36.798138] [INFO ] [sig ] DXYZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:36.938078] [INFO ] [LOCAL ] Saved forecast: DXYZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/DXYZ.txt [2025-10-18T03:24:36.938437] [INFO ] [sig ] [547/2083] Completed DXYZ in 0.2s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:36.938484] [INFO ] [sig ] [548/2083] Forecasting DY... [2025-10-18T03:24:36.938516] [INFO ] [sig ] Generating forecast for: DY [2025-10-18T03:24:36.938551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-10-18T03:24:36.949090] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DY'. [2025-10-18T03:24:36.949453] [INFO ] [FORECASTER] Starting predict_future for DY [2025-10-18T03:24:36.975950] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:36.976824] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-10-18T03:24:36.976881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:36.976943] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:36.976973] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:36.977033] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:36.994572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:36.995236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:36.995340] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:36.995375] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:37.038785] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:37.039003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:37.039047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:37.039076] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:37.042857] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=9.79%) [2025-10-18T03:24:37.043170] [INFO ] [FORECASTER] Completed predict_future for DY [2025-10-18T03:24:37.043340] [INFO ] [sig ] DY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:37.183436] [INFO ] [LOCAL ] Saved forecast: DY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/DY.txt [2025-10-18T03:24:37.183817] [INFO ] [sig ] [548/2083] Completed DY in 0.2s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:37.183882] [INFO ] [sig ] [549/2083] Forecasting E... [2025-10-18T03:24:37.183915] [INFO ] [sig ] Generating forecast for: E [2025-10-18T03:24:37.183948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-10-18T03:24:37.195285] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'E'. [2025-10-18T03:24:37.195709] [INFO ] [FORECASTER] Starting predict_future for E [2025-10-18T03:24:37.222208] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:37.223003] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-10-18T03:24:37.223063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:37.223100] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:37.223129] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:37.223190] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:37.240917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:37.241636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:37.241755] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:37.241791] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:37.287001] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:37.287248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:37.287299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:37.287332] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:37.291475] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=13.70%) [2025-10-18T03:24:37.291875] [INFO ] [FORECASTER] Completed predict_future for E [2025-10-18T03:24:37.292053] [INFO ] [sig ] E: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:37.431623] [INFO ] [LOCAL ] Saved forecast: E 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/E.txt [2025-10-18T03:24:37.431997] [INFO ] [sig ] [549/2083] Completed E in 0.2s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:37.432047] [INFO ] [sig ] [550/2083] Forecasting EAI... [2025-10-18T03:24:37.432078] [INFO ] [sig ] Generating forecast for: EAI [2025-10-18T03:24:37.432110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'. [2025-10-18T03:24:37.442278] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EAI'. [2025-10-18T03:24:37.442586] [INFO ] [FORECASTER] Starting predict_future for EAI [2025-10-18T03:24:37.468499] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:37.469316] [DEBUG] [LOCAL ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt [2025-10-18T03:24:37.469371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:37.469404] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:37.469432] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:37.469494] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:37.486598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:37.487222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:37.487312] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:37.487345] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:37.533925] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:37.534152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:37.534196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:37.534225] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:37.541017] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=53.72%) [2025-10-18T03:24:37.541334] [INFO ] [FORECASTER] Completed predict_future for EAI [2025-10-18T03:24:37.541509] [INFO ] [sig ] EAI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:37.684426] [INFO ] [LOCAL ] Saved forecast: EAI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EAI.txt [2025-10-18T03:24:37.684805] [INFO ] [sig ] [550/2083] Completed EAI in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:37.684867] [INFO ] [sig ] [551/2083] Forecasting EARN... [2025-10-18T03:24:37.684900] [INFO ] [sig ] Generating forecast for: EARN [2025-10-18T03:24:37.684934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-10-18T03:24:37.696422] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EARN'. [2025-10-18T03:24:37.696937] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-10-18T03:24:37.723153] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:37.723938] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-10-18T03:24:37.723994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:37.724028] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:37.724055] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:37.724113] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:37.740990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:37.741552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:37.741636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:37.741709] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:37.781231] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:37.781364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:37.781405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:37.781437] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:37.785274] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=4.71%) [2025-10-18T03:24:37.785585] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-10-18T03:24:37.785775] [INFO ] [sig ] EARN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:37.926606] [INFO ] [LOCAL ] Saved forecast: EARN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EARN.txt [2025-10-18T03:24:37.926921] [INFO ] [sig ] [551/2083] Completed EARN in 0.2s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:37.926970] [INFO ] [sig ] [552/2083] Forecasting EAT... [2025-10-18T03:24:37.927001] [INFO ] [sig ] Generating forecast for: EAT [2025-10-18T03:24:37.927034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'. [2025-10-18T03:24:37.936787] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EAT'. [2025-10-18T03:24:37.937135] [INFO ] [FORECASTER] Starting predict_future for EAT [2025-10-18T03:24:37.962209] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:37.963033] [DEBUG] [LOCAL ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt [2025-10-18T03:24:37.963088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:37.963121] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:37.963149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:37.963207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:37.980202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:37.980789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:37.980870] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:37.980903] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:38.025633] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:38.025787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:38.025829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:38.025858] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:38.029205] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=77.20%) [2025-10-18T03:24:38.029468] [INFO ] [FORECASTER] Completed predict_future for EAT [2025-10-18T03:24:38.029608] [INFO ] [sig ] EAT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:38.167260] [INFO ] [LOCAL ] Saved forecast: EAT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EAT.txt [2025-10-18T03:24:38.167497] [INFO ] [sig ] [552/2083] Completed EAT in 0.2s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:38.167538] [INFO ] [sig ] [553/2083] Forecasting EB... [2025-10-18T03:24:38.167568] [INFO ] [sig ] Generating forecast for: EB [2025-10-18T03:24:38.167598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-10-18T03:24:38.176837] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EB'. [2025-10-18T03:24:38.177136] [INFO ] [FORECASTER] Starting predict_future for EB [2025-10-18T03:24:38.201850] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:38.202522] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-10-18T03:24:38.202576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:38.202610] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:38.202637] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:38.202739] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:38.219431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:38.220113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:38.220197] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:38.220231] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:38.259828] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:38.260010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:38.260051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:38.260082] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:38.263600] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-10-18T03:24:38.263913] [INFO ] [FORECASTER] Completed predict_future for EB [2025-10-18T03:24:38.264055] [INFO ] [sig ] EB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:38.404520] [INFO ] [LOCAL ] Saved forecast: EB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EB.txt [2025-10-18T03:24:38.404828] [INFO ] [sig ] [553/2083] Completed EB in 0.2s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:38.404891] [INFO ] [sig ] [554/2083] Forecasting EBF... [2025-10-18T03:24:38.404924] [INFO ] [sig ] Generating forecast for: EBF [2025-10-18T03:24:38.404957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-10-18T03:24:38.415388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EBF'. [2025-10-18T03:24:38.415896] [INFO ] [FORECASTER] Starting predict_future for EBF [2025-10-18T03:24:38.442266] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:38.443087] [DEBUG] [LOCAL ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt [2025-10-18T03:24:38.443145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:38.443182] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:38.443210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:38.443271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:38.461344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:38.462094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:38.462188] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:38.462224] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:38.506766] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:38.506988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:38.507033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:38.507064] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:38.511124] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=96.14%) [2025-10-18T03:24:38.511424] [INFO ] [FORECASTER] Completed predict_future for EBF [2025-10-18T03:24:38.511587] [INFO ] [sig ] EBF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:38.661987] [INFO ] [LOCAL ] Saved forecast: EBF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EBF.txt [2025-10-18T03:24:38.662303] [INFO ] [sig ] [554/2083] Completed EBF in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:38.662350] [INFO ] [sig ] [555/2083] Forecasting EBR... [2025-10-18T03:24:38.662381] [INFO ] [sig ] Generating forecast for: EBR [2025-10-18T03:24:38.662414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'. [2025-10-18T03:24:38.673470] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EBR'. [2025-10-18T03:24:38.674017] [INFO ] [FORECASTER] Starting predict_future for EBR [2025-10-18T03:24:38.701669] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:38.702616] [DEBUG] [LOCAL ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt [2025-10-18T03:24:38.702700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:38.702775] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:38.702809] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:38.702870] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:38.721301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:38.722020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:38.722113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:38.722149] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:38.768045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:38.768249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:38.768293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:38.768326] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:38.772146] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=89.66%) [2025-10-18T03:24:38.772459] [INFO ] [FORECASTER] Completed predict_future for EBR [2025-10-18T03:24:38.772609] [INFO ] [sig ] EBR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:38.942891] [INFO ] [LOCAL ] Saved forecast: EBR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EBR.txt [2025-10-18T03:24:38.943244] [INFO ] [sig ] [555/2083] Completed EBR in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:38.943311] [INFO ] [sig ] [556/2083] Forecasting EBS... [2025-10-18T03:24:38.943346] [INFO ] [sig ] Generating forecast for: EBS [2025-10-18T03:24:38.943383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-10-18T03:24:38.955795] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EBS'. [2025-10-18T03:24:38.956460] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-10-18T03:24:38.990529] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:38.991562] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-10-18T03:24:38.991622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:38.991695] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:38.991740] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:38.991803] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:39.010748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:39.012037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:39.012141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:39.012180] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:39.058005] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:39.058242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:39.058288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:39.058320] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:39.062565] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=28.19%) [2025-10-18T03:24:39.062955] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-10-18T03:24:39.063129] [INFO ] [sig ] EBS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:39.211936] [INFO ] [LOCAL ] Saved forecast: EBS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EBS.txt [2025-10-18T03:24:39.212369] [INFO ] [sig ] [556/2083] Completed EBS in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.2m [2025-10-18T03:24:39.212451] [INFO ] [sig ] [557/2083] Forecasting EC... [2025-10-18T03:24:39.212498] [INFO ] [sig ] Generating forecast for: EC [2025-10-18T03:24:39.212534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-10-18T03:24:39.223412] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EC'. [2025-10-18T03:24:39.223874] [INFO ] [FORECASTER] Starting predict_future for EC [2025-10-18T03:24:39.252243] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:39.253169] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-10-18T03:24:39.253228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:39.253264] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:39.253294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:39.253392] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:39.271472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:39.272215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:39.272310] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:39.272348] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:39.319350] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:39.319562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:39.319610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:39.319673] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:39.323508] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=5.51%) [2025-10-18T03:24:39.323850] [INFO ] [FORECASTER] Completed predict_future for EC [2025-10-18T03:24:39.324007] [INFO ] [sig ] EC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:39.478605] [INFO ] [LOCAL ] Saved forecast: EC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EC.txt [2025-10-18T03:24:39.478961] [INFO ] [sig ] [557/2083] Completed EC in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.1m [2025-10-18T03:24:39.479027] [INFO ] [sig ] [558/2083] Forecasting ECAT... [2025-10-18T03:24:39.479063] [INFO ] [sig ] Generating forecast for: ECAT [2025-10-18T03:24:39.479098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECAT' from 'https://tdm.silogroup.org/data/derivative_storage/ECAT.csv'. [2025-10-18T03:24:39.489568] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECAT'. [2025-10-18T03:24:39.490023] [INFO ] [FORECASTER] Starting predict_future for ECAT [2025-10-18T03:24:39.518389] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:39.519380] [DEBUG] [LOCAL ] No optimal features file found for ECAT: ./output/feature-sets/ECAT.txt [2025-10-18T03:24:39.519439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:39.519477] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:39.519507] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:39.519569] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:39.537337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:39.538127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:39.538224] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:39.538260] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:39.582304] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:39.582555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:39.582618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:39.582689] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:39.586769] [DEBUG] [FORECASTER] ECAT: Forecast T+1@11:T+2@11: DOWN (p=9.34%) [2025-10-18T03:24:39.587079] [INFO ] [FORECASTER] Completed predict_future for ECAT [2025-10-18T03:24:39.587241] [INFO ] [sig ] ECAT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:39.735455] [INFO ] [LOCAL ] Saved forecast: ECAT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ECAT.txt [2025-10-18T03:24:39.735891] [INFO ] [sig ] [558/2083] Completed ECAT in 0.3s | 4.14 sym/s | Total: 2.2m | ETA: 6.1m [2025-10-18T03:24:39.735957] [INFO ] [sig ] [559/2083] Forecasting ECC... [2025-10-18T03:24:39.735993] [INFO ] [sig ] Generating forecast for: ECC [2025-10-18T03:24:39.736031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-10-18T03:24:39.747434] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECC'. [2025-10-18T03:24:39.748007] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-10-18T03:24:39.776521] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:39.777444] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-10-18T03:24:39.777504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:39.777542] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:39.777573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:39.777632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:39.796477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:39.797314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:39.797410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:39.797445] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:39.845768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:39.846073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:39.846136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:39.846170] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:39.850815] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=27.41%) [2025-10-18T03:24:39.851271] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-10-18T03:24:39.851443] [INFO ] [sig ] ECC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:40.006103] [INFO ] [LOCAL ] Saved forecast: ECC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ECC.txt [2025-10-18T03:24:40.006423] [INFO ] [sig ] [559/2083] Completed ECC in 0.3s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:40.006471] [INFO ] [sig ] [560/2083] Forecasting ECCU... [2025-10-18T03:24:40.006505] [INFO ] [sig ] Generating forecast for: ECCU [2025-10-18T03:24:40.006540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECCU' from 'https://tdm.silogroup.org/data/derivative_storage/ECCU.csv'. [2025-10-18T03:24:40.016235] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECCU'. [2025-10-18T03:24:40.016551] [INFO ] [FORECASTER] Starting predict_future for ECCU [2025-10-18T03:24:40.043491] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:40.044545] [DEBUG] [LOCAL ] No optimal features file found for ECCU: ./output/feature-sets/ECCU.txt [2025-10-18T03:24:40.044606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:40.044745] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:40.044786] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:40.044848] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:40.062781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:40.063853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:40.063965] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:40.064000] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:40.108161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:40.108448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:40.108524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:40.108556] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:40.113153] [DEBUG] [FORECASTER] ECCU: Forecast T+1@11:T+2@11: DOWN (p=38.78%) [2025-10-18T03:24:40.113503] [INFO ] [FORECASTER] Completed predict_future for ECCU [2025-10-18T03:24:40.113695] [INFO ] [sig ] ECCU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:40.258144] [INFO ] [LOCAL ] Saved forecast: ECCU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ECCU.txt [2025-10-18T03:24:40.258434] [INFO ] [sig ] [560/2083] Completed ECCU in 0.3s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:40.258480] [INFO ] [sig ] [561/2083] Forecasting ECG... [2025-10-18T03:24:40.258511] [INFO ] [sig ] Generating forecast for: ECG [2025-10-18T03:24:40.258545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECG' from 'https://tdm.silogroup.org/data/derivative_storage/ECG.csv'. [2025-10-18T03:24:40.269068] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECG'. [2025-10-18T03:24:40.269468] [INFO ] [FORECASTER] Starting predict_future for ECG [2025-10-18T03:24:40.295846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:40.296737] [DEBUG] [LOCAL ] No optimal features file found for ECG: ./output/feature-sets/ECG.txt [2025-10-18T03:24:40.296794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:40.296830] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:40.296858] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:40.296917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:40.314687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:40.315388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:40.315480] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:40.315515] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:40.361819] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:40.361985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:40.362026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:40.362055] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:40.365593] [DEBUG] [FORECASTER] ECG: Forecast T+1@11:T+2@11: UP (p=86.26%) [2025-10-18T03:24:40.365906] [INFO ] [FORECASTER] Completed predict_future for ECG [2025-10-18T03:24:40.366050] [INFO ] [sig ] ECG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:40.510957] [INFO ] [LOCAL ] Saved forecast: ECG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ECG.txt [2025-10-18T03:24:40.511319] [INFO ] [sig ] [561/2083] Completed ECG in 0.3s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:40.511369] [INFO ] [sig ] [562/2083] Forecasting ECL... [2025-10-18T03:24:40.511399] [INFO ] [sig ] Generating forecast for: ECL [2025-10-18T03:24:40.511432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'. [2025-10-18T03:24:40.523617] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECL'. [2025-10-18T03:24:40.524195] [INFO ] [FORECASTER] Starting predict_future for ECL [2025-10-18T03:24:40.549393] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:40.550186] [DEBUG] [LOCAL ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt [2025-10-18T03:24:40.550244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:40.550279] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:40.550326] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:40.550387] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:40.567209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:40.567865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:40.567952] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:40.567985] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:40.603045] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:40.603228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:40.603270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:40.603298] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:40.606900] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=98.47%) [2025-10-18T03:24:40.607179] [INFO ] [FORECASTER] Completed predict_future for ECL [2025-10-18T03:24:40.607329] [INFO ] [sig ] ECL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:40.746163] [INFO ] [LOCAL ] Saved forecast: ECL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ECL.txt [2025-10-18T03:24:40.746421] [INFO ] [sig ] [562/2083] Completed ECL in 0.2s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:40.746465] [INFO ] [sig ] [563/2083] Forecasting ECO... [2025-10-18T03:24:40.746496] [INFO ] [sig ] Generating forecast for: ECO [2025-10-18T03:24:40.746527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'. [2025-10-18T03:24:40.756697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECO'. [2025-10-18T03:24:40.757055] [INFO ] [FORECASTER] Starting predict_future for ECO [2025-10-18T03:24:40.781774] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:40.782498] [DEBUG] [LOCAL ] No optimal features file found for ECO: ./output/feature-sets/ECO.txt [2025-10-18T03:24:40.782552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:40.782584] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:40.782611] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:40.782688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:40.799538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:40.800198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:40.800283] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:40.800316] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:40.840881] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:40.841023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:40.841061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:40.841090] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:40.844381] [DEBUG] [FORECASTER] ECO: Forecast T+1@11:T+2@11: UP (p=55.88%) [2025-10-18T03:24:40.844667] [INFO ] [FORECASTER] Completed predict_future for ECO [2025-10-18T03:24:40.844814] [INFO ] [sig ] ECO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:40.983467] [INFO ] [LOCAL ] Saved forecast: ECO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ECO.txt [2025-10-18T03:24:40.983752] [INFO ] [sig ] [563/2083] Completed ECO in 0.2s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:40.983813] [INFO ] [sig ] [564/2083] Forecasting ECVT... [2025-10-18T03:24:40.983847] [INFO ] [sig ] Generating forecast for: ECVT [2025-10-18T03:24:40.983879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'. [2025-10-18T03:24:40.995361] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECVT'. [2025-10-18T03:24:40.995917] [INFO ] [FORECASTER] Starting predict_future for ECVT [2025-10-18T03:24:41.023921] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:41.024820] [DEBUG] [LOCAL ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt [2025-10-18T03:24:41.024879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:41.024953] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:41.025029] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:41.025137] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:41.043780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:41.044393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:41.044481] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:41.044515] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:41.090400] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:41.090560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:41.090601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:41.090630] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:41.094093] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: UP (p=74.18%) [2025-10-18T03:24:41.094381] [INFO ] [FORECASTER] Completed predict_future for ECVT [2025-10-18T03:24:41.094532] [INFO ] [sig ] ECVT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:41.245706] [INFO ] [LOCAL ] Saved forecast: ECVT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ECVT.txt [2025-10-18T03:24:41.246066] [INFO ] [sig ] [564/2083] Completed ECVT in 0.3s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:41.246113] [INFO ] [sig ] [565/2083] Forecasting ED... [2025-10-18T03:24:41.246145] [INFO ] [sig ] Generating forecast for: ED [2025-10-18T03:24:41.246178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-10-18T03:24:41.258329] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ED'. [2025-10-18T03:24:41.258886] [INFO ] [FORECASTER] Starting predict_future for ED [2025-10-18T03:24:41.284737] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:41.285542] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-10-18T03:24:41.285609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:41.285681] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:41.285734] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:41.285794] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:41.303199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:41.303941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:41.304034] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:41.304068] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:41.344692] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:41.344902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:41.344946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:41.344976] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:41.348698] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=15.26%) [2025-10-18T03:24:41.348976] [INFO ] [FORECASTER] Completed predict_future for ED [2025-10-18T03:24:41.349123] [INFO ] [sig ] ED: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:41.490611] [INFO ] [LOCAL ] Saved forecast: ED 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ED.txt [2025-10-18T03:24:41.490868] [INFO ] [sig ] [565/2083] Completed ED in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:41.490917] [INFO ] [sig ] [566/2083] Forecasting EDF... [2025-10-18T03:24:41.490948] [INFO ] [sig ] Generating forecast for: EDF [2025-10-18T03:24:41.490978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-10-18T03:24:41.499445] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EDF'. [2025-10-18T03:24:41.499759] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-10-18T03:24:41.525386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:41.526186] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-10-18T03:24:41.526243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:41.526278] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:41.526307] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:41.526365] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:41.552107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:41.553281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:41.553398] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:41.553443] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:41.600069] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:41.600257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:41.600300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:41.600330] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:41.604178] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=96.03%) [2025-10-18T03:24:41.604494] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-10-18T03:24:41.605038] [INFO ] [sig ] EDF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:41.747914] [INFO ] [LOCAL ] Saved forecast: EDF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EDF.txt [2025-10-18T03:24:41.748164] [INFO ] [sig ] [566/2083] Completed EDF in 0.3s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:41.748208] [INFO ] [sig ] [567/2083] Forecasting EDN... [2025-10-18T03:24:41.748237] [INFO ] [sig ] Generating forecast for: EDN [2025-10-18T03:24:41.748269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'. [2025-10-18T03:24:41.757269] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EDN'. [2025-10-18T03:24:41.757688] [INFO ] [FORECASTER] Starting predict_future for EDN [2025-10-18T03:24:41.783097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:41.783927] [DEBUG] [LOCAL ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt [2025-10-18T03:24:41.783984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:41.784017] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:41.784046] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:41.784104] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:41.801974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:41.802728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:41.802817] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:41.802852] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:41.842492] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:41.842698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:41.842755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:41.842810] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:41.846325] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=88.15%) [2025-10-18T03:24:41.846606] [INFO ] [FORECASTER] Completed predict_future for EDN [2025-10-18T03:24:41.846779] [INFO ] [sig ] EDN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:41.984257] [INFO ] [LOCAL ] Saved forecast: EDN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EDN.txt [2025-10-18T03:24:41.984469] [INFO ] [sig ] [567/2083] Completed EDN in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:41.984512] [INFO ] [sig ] [568/2083] Forecasting EDU... [2025-10-18T03:24:41.984548] [INFO ] [sig ] Generating forecast for: EDU [2025-10-18T03:24:41.984586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'. [2025-10-18T03:24:41.997011] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EDU'. [2025-10-18T03:24:41.997342] [INFO ] [FORECASTER] Starting predict_future for EDU [2025-10-18T03:24:42.022156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:42.022898] [DEBUG] [LOCAL ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt [2025-10-18T03:24:42.022954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:42.022987] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:42.023014] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:42.023071] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:42.040034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:42.040572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:42.040691] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:42.040745] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:42.084710] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:42.084806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:42.084842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:42.084870] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:42.087964] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-10-18T03:24:42.088221] [INFO ] [FORECASTER] Completed predict_future for EDU [2025-10-18T03:24:42.088351] [INFO ] [sig ] EDU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:42.225945] [INFO ] [LOCAL ] Saved forecast: EDU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EDU.txt [2025-10-18T03:24:42.226149] [INFO ] [sig ] [568/2083] Completed EDU in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:42.226191] [INFO ] [sig ] [569/2083] Forecasting EE... [2025-10-18T03:24:42.226221] [INFO ] [sig ] Generating forecast for: EE [2025-10-18T03:24:42.226252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'. [2025-10-18T03:24:42.234748] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EE'. [2025-10-18T03:24:42.235050] [INFO ] [FORECASTER] Starting predict_future for EE [2025-10-18T03:24:42.260056] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:42.260768] [DEBUG] [LOCAL ] No optimal features file found for EE: ./output/feature-sets/EE.txt [2025-10-18T03:24:42.260823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:42.260855] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:42.260882] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:42.260968] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:42.277752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:42.278276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:42.278357] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:42.278390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:42.321798] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:42.321918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:42.321953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:42.321981] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:42.325068] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=75.34%) [2025-10-18T03:24:42.325321] [INFO ] [FORECASTER] Completed predict_future for EE [2025-10-18T03:24:42.325448] [INFO ] [sig ] EE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:42.462394] [INFO ] [LOCAL ] Saved forecast: EE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EE.txt [2025-10-18T03:24:42.462625] [INFO ] [sig ] [569/2083] Completed EE in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:42.462703] [INFO ] [sig ] [570/2083] Forecasting EEX... [2025-10-18T03:24:42.462746] [INFO ] [sig ] Generating forecast for: EEX [2025-10-18T03:24:42.462779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'. [2025-10-18T03:24:42.471771] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EEX'. [2025-10-18T03:24:42.472037] [INFO ] [FORECASTER] Starting predict_future for EEX [2025-10-18T03:24:42.496892] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:42.497558] [DEBUG] [LOCAL ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt [2025-10-18T03:24:42.497613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:42.497675] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:42.497725] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:42.497821] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:42.514485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:42.515044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:42.515127] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:42.515160] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:42.557032] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:42.557136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:42.557173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:42.557202] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:42.560408] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=91.66%) [2025-10-18T03:24:42.560714] [INFO ] [FORECASTER] Completed predict_future for EEX [2025-10-18T03:24:42.560857] [INFO ] [sig ] EEX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:42.697791] [INFO ] [LOCAL ] Saved forecast: EEX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EEX.txt [2025-10-18T03:24:42.698008] [INFO ] [sig ] [570/2083] Completed EEX in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:42.698049] [INFO ] [sig ] [571/2083] Forecasting EFC... [2025-10-18T03:24:42.698078] [INFO ] [sig ] Generating forecast for: EFC [2025-10-18T03:24:42.698108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'. [2025-10-18T03:24:42.707612] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EFC'. [2025-10-18T03:24:42.707969] [INFO ] [FORECASTER] Starting predict_future for EFC [2025-10-18T03:24:42.735990] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:42.736691] [DEBUG] [LOCAL ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt [2025-10-18T03:24:42.736771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:42.736805] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:42.736832] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:42.736889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:42.753570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:42.754127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:42.754209] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:42.754241] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:42.796303] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:42.796462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:42.796502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:42.796531] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:42.800056] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=6.67%) [2025-10-18T03:24:42.800336] [INFO ] [FORECASTER] Completed predict_future for EFC [2025-10-18T03:24:42.800480] [INFO ] [sig ] EFC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:42.941612] [INFO ] [LOCAL ] Saved forecast: EFC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EFC.txt [2025-10-18T03:24:42.941868] [INFO ] [sig ] [571/2083] Completed EFC in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:42.941917] [INFO ] [sig ] [572/2083] Forecasting EFR... [2025-10-18T03:24:42.941949] [INFO ] [sig ] Generating forecast for: EFR [2025-10-18T03:24:42.941980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFR' from 'https://tdm.silogroup.org/data/derivative_storage/EFR.csv'. [2025-10-18T03:24:42.952459] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EFR'. [2025-10-18T03:24:42.952938] [INFO ] [FORECASTER] Starting predict_future for EFR [2025-10-18T03:24:42.978125] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:42.978847] [DEBUG] [LOCAL ] No optimal features file found for EFR: ./output/feature-sets/EFR.txt [2025-10-18T03:24:42.978905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:42.978939] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:42.978967] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:42.979026] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:42.995931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:42.996477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:42.996572] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:42.996613] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:43.038099] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:43.038222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:43.038260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:43.038288] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:43.041585] [DEBUG] [FORECASTER] EFR: Forecast T+1@11:T+2@11: UP (p=73.59%) [2025-10-18T03:24:43.041882] [INFO ] [FORECASTER] Completed predict_future for EFR [2025-10-18T03:24:43.042027] [INFO ] [sig ] EFR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:43.180498] [INFO ] [LOCAL ] Saved forecast: EFR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EFR.txt [2025-10-18T03:24:43.180770] [INFO ] [sig ] [572/2083] Completed EFR in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:43.180838] [INFO ] [sig ] [573/2083] Forecasting EFT... [2025-10-18T03:24:43.180871] [INFO ] [sig ] Generating forecast for: EFT [2025-10-18T03:24:43.180902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'. [2025-10-18T03:24:43.190376] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EFT'. [2025-10-18T03:24:43.190717] [INFO ] [FORECASTER] Starting predict_future for EFT [2025-10-18T03:24:43.215510] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:43.216219] [DEBUG] [LOCAL ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt [2025-10-18T03:24:43.216273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:43.216358] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:43.216395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:43.216453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:43.233284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:43.233860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:43.233940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:43.233973] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:43.276047] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:43.276166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:43.276204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:43.276232] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:43.279522] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-10-18T03:24:43.279850] [INFO ] [FORECASTER] Completed predict_future for EFT [2025-10-18T03:24:43.279993] [INFO ] [sig ] EFT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:43.418279] [INFO ] [LOCAL ] Saved forecast: EFT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EFT.txt [2025-10-18T03:24:43.418539] [INFO ] [sig ] [573/2083] Completed EFT in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:43.418587] [INFO ] [sig ] [574/2083] Forecasting EFX... [2025-10-18T03:24:43.418623] [INFO ] [sig ] Generating forecast for: EFX [2025-10-18T03:24:43.418712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-10-18T03:24:43.428369] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EFX'. [2025-10-18T03:24:43.428713] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-10-18T03:24:43.456963] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:43.457777] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-10-18T03:24:43.457836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:43.457869] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:43.457896] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:43.457963] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:43.474794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:43.475355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:43.475435] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:43.475467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:43.518744] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:43.518930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:43.518971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:43.519020] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:43.522683] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=59.53%) [2025-10-18T03:24:43.523005] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-10-18T03:24:43.523155] [INFO ] [sig ] EFX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:43.662440] [INFO ] [LOCAL ] Saved forecast: EFX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EFX.txt [2025-10-18T03:24:43.662759] [INFO ] [sig ] [574/2083] Completed EFX in 0.2s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:43.662821] [INFO ] [sig ] [575/2083] Forecasting EFXT... [2025-10-18T03:24:43.662857] [INFO ] [sig ] Generating forecast for: EFXT [2025-10-18T03:24:43.662889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'. [2025-10-18T03:24:43.672845] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EFXT'. [2025-10-18T03:24:43.673130] [INFO ] [FORECASTER] Starting predict_future for EFXT [2025-10-18T03:24:43.697702] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:43.698411] [DEBUG] [LOCAL ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt [2025-10-18T03:24:43.698465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:43.698498] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:43.698525] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:43.698580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:43.715315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:43.715880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:43.715960] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:43.715993] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:43.755496] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:43.755615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:43.755681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:43.755728] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:43.758897] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: UP (p=60.51%) [2025-10-18T03:24:43.759155] [INFO ] [FORECASTER] Completed predict_future for EFXT [2025-10-18T03:24:43.759293] [INFO ] [sig ] EFXT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:43.895857] [INFO ] [LOCAL ] Saved forecast: EFXT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EFXT.txt [2025-10-18T03:24:43.896075] [INFO ] [sig ] [575/2083] Completed EFXT in 0.2s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:43.896118] [INFO ] [sig ] [576/2083] Forecasting EG... [2025-10-18T03:24:43.896148] [INFO ] [sig ] Generating forecast for: EG [2025-10-18T03:24:43.896179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-10-18T03:24:43.905516] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EG'. [2025-10-18T03:24:43.905833] [INFO ] [FORECASTER] Starting predict_future for EG [2025-10-18T03:24:43.932118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:43.932975] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-10-18T03:24:43.933033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:43.933068] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:43.933096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:43.933155] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:43.950934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:43.951524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:43.951609] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:43.951672] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:43.994817] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:43.994959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:43.995013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:43.995066] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:43.998678] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=6.44%) [2025-10-18T03:24:43.998973] [INFO ] [FORECASTER] Completed predict_future for EG [2025-10-18T03:24:43.999115] [INFO ] [sig ] EG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:44.139319] [INFO ] [LOCAL ] Saved forecast: EG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EG.txt [2025-10-18T03:24:44.139557] [INFO ] [sig ] [576/2083] Completed EG in 0.2s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:44.139600] [INFO ] [sig ] [577/2083] Forecasting EGO... [2025-10-18T03:24:44.139630] [INFO ] [sig ] Generating forecast for: EGO [2025-10-18T03:24:44.139700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'. [2025-10-18T03:24:44.149184] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EGO'. [2025-10-18T03:24:44.149469] [INFO ] [FORECASTER] Starting predict_future for EGO [2025-10-18T03:24:44.177365] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:44.178139] [DEBUG] [LOCAL ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt [2025-10-18T03:24:44.178194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:44.178227] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:44.178255] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:44.178312] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:44.194807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:44.195365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:44.195447] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:44.195480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:44.239222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:44.239342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:44.239380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:44.239408] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:44.242636] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: UP (p=85.56%) [2025-10-18T03:24:44.242928] [INFO ] [FORECASTER] Completed predict_future for EGO [2025-10-18T03:24:44.243066] [INFO ] [sig ] EGO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:44.380868] [INFO ] [LOCAL ] Saved forecast: EGO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EGO.txt [2025-10-18T03:24:44.381106] [INFO ] [sig ] [577/2083] Completed EGO in 0.2s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:44.381150] [INFO ] [sig ] [578/2083] Forecasting EGP... [2025-10-18T03:24:44.381181] [INFO ] [sig ] Generating forecast for: EGP [2025-10-18T03:24:44.381212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'. [2025-10-18T03:24:44.390780] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EGP'. [2025-10-18T03:24:44.391090] [INFO ] [FORECASTER] Starting predict_future for EGP [2025-10-18T03:24:44.416045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:44.416926] [DEBUG] [LOCAL ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt [2025-10-18T03:24:44.416982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:44.417016] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:44.417043] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:44.417101] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:44.433933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:44.434472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:44.434556] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:44.434595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:44.475871] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:44.475982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:44.476019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:44.476046] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:44.479237] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=59.41%) [2025-10-18T03:24:44.479496] [INFO ] [FORECASTER] Completed predict_future for EGP [2025-10-18T03:24:44.479634] [INFO ] [sig ] EGP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:44.617146] [INFO ] [LOCAL ] Saved forecast: EGP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EGP.txt [2025-10-18T03:24:44.617359] [INFO ] [sig ] [578/2083] Completed EGP in 0.2s | 4.14 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:44.617400] [INFO ] [sig ] [579/2083] Forecasting EGY... [2025-10-18T03:24:44.617429] [INFO ] [sig ] Generating forecast for: EGY [2025-10-18T03:24:44.617459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'. [2025-10-18T03:24:44.630922] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EGY'. [2025-10-18T03:24:44.631604] [INFO ] [FORECASTER] Starting predict_future for EGY [2025-10-18T03:24:44.659408] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:44.660351] [DEBUG] [LOCAL ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt [2025-10-18T03:24:44.660411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:44.660447] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:44.660478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:44.660538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:44.679057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:44.679860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:44.679954] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:44.679989] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:44.723999] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:44.724251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:44.724302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:44.724335] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:44.728692] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=35.68%) [2025-10-18T03:24:44.729111] [INFO ] [FORECASTER] Completed predict_future for EGY [2025-10-18T03:24:44.729347] [INFO ] [sig ] EGY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:44.885980] [INFO ] [LOCAL ] Saved forecast: EGY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EGY.txt [2025-10-18T03:24:44.886409] [INFO ] [sig ] [579/2083] Completed EGY in 0.3s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:44.886464] [INFO ] [sig ] [580/2083] Forecasting EHAB... [2025-10-18T03:24:44.886508] [INFO ] [sig ] Generating forecast for: EHAB [2025-10-18T03:24:44.886547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-10-18T03:24:44.898048] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EHAB'. [2025-10-18T03:24:44.898693] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-10-18T03:24:44.925805] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:44.926756] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-10-18T03:24:44.926818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:44.926855] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:44.926885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:44.926948] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:44.944374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:44.945266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:44.945366] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:44.945401] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:44.990151] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:44.990402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:44.990451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:44.990481] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:44.994465] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=74.40%) [2025-10-18T03:24:44.994806] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-10-18T03:24:44.994964] [INFO ] [sig ] EHAB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:45.148475] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EHAB.txt [2025-10-18T03:24:45.148831] [INFO ] [sig ] [580/2083] Completed EHAB in 0.3s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:45.148898] [INFO ] [sig ] [581/2083] Forecasting EHC... [2025-10-18T03:24:45.148935] [INFO ] [sig ] Generating forecast for: EHC [2025-10-18T03:24:45.148971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-10-18T03:24:45.159595] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EHC'. [2025-10-18T03:24:45.159957] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-10-18T03:24:45.185434] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:45.186180] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-10-18T03:24:45.186236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:45.186270] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:45.186298] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:45.186356] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:45.203071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:45.203661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:45.203756] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:45.203791] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:45.249505] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:45.249705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:45.249762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:45.249794] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:45.253502] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=92.41%) [2025-10-18T03:24:45.253842] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-10-18T03:24:45.253998] [INFO ] [sig ] EHC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:45.399720] [INFO ] [LOCAL ] Saved forecast: EHC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EHC.txt [2025-10-18T03:24:45.400114] [INFO ] [sig ] [581/2083] Completed EHC in 0.3s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:45.400177] [INFO ] [sig ] [582/2083] Forecasting EHI... [2025-10-18T03:24:45.400215] [INFO ] [sig ] Generating forecast for: EHI [2025-10-18T03:24:45.400255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-10-18T03:24:45.413744] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EHI'. [2025-10-18T03:24:45.414174] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-10-18T03:24:45.441754] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:45.442597] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-10-18T03:24:45.442678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:45.442731] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:45.442764] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:45.442823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:45.460149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:45.460880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:45.460973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:45.461007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:45.502975] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:45.503152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:45.503203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:45.503281] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:45.507041] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=98.78%) [2025-10-18T03:24:45.507337] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-10-18T03:24:45.507495] [INFO ] [sig ] EHI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:45.651322] [INFO ] [LOCAL ] Saved forecast: EHI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EHI.txt [2025-10-18T03:24:45.651716] [INFO ] [sig ] [582/2083] Completed EHI in 0.3s | 4.13 sym/s | Total: 2.3m | ETA: 6.1m [2025-10-18T03:24:45.651781] [INFO ] [sig ] [583/2083] Forecasting EIC... [2025-10-18T03:24:45.651815] [INFO ] [sig ] Generating forecast for: EIC [2025-10-18T03:24:45.651955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-10-18T03:24:45.663358] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EIC'. [2025-10-18T03:24:45.663764] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-10-18T03:24:45.690872] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:45.691903] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-10-18T03:24:45.691973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:45.692009] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:45.692038] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:45.692099] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:45.710083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:45.711086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:45.711184] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:45.711221] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:45.753306] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:45.753507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:45.753549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:45.753578] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:45.757308] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=81.13%) [2025-10-18T03:24:45.757604] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-10-18T03:24:45.757809] [INFO ] [sig ] EIC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:45.897409] [INFO ] [LOCAL ] Saved forecast: EIC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EIC.txt [2025-10-18T03:24:45.897771] [INFO ] [sig ] [583/2083] Completed EIC in 0.2s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:45.897833] [INFO ] [sig ] [584/2083] Forecasting EIG... [2025-10-18T03:24:45.897866] [INFO ] [sig ] Generating forecast for: EIG [2025-10-18T03:24:45.897898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-10-18T03:24:45.908485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EIG'. [2025-10-18T03:24:45.908887] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-10-18T03:24:45.934365] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:45.935173] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-10-18T03:24:45.935230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:45.935265] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:45.935293] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:45.935351] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:45.952589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:45.953249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:45.953343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:45.953376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:46.009574] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:46.009912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:46.009994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:46.010052] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:46.015792] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=71.51%) [2025-10-18T03:24:46.016319] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-10-18T03:24:46.016539] [INFO ] [sig ] EIG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:46.173304] [INFO ] [LOCAL ] Saved forecast: EIG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EIG.txt [2025-10-18T03:24:46.173659] [INFO ] [sig ] [584/2083] Completed EIG in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:46.173723] [INFO ] [sig ] [585/2083] Forecasting EL... [2025-10-18T03:24:46.173758] [INFO ] [sig ] Generating forecast for: EL [2025-10-18T03:24:46.173790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-10-18T03:24:46.185482] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EL'. [2025-10-18T03:24:46.185843] [INFO ] [FORECASTER] Starting predict_future for EL [2025-10-18T03:24:46.213492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:46.214361] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-10-18T03:24:46.214443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:46.214482] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:46.214512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:46.214573] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:46.231667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:46.232313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:46.232400] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:46.232434] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:46.277877] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:46.278076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:46.278117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:46.278148] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:46.281821] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=86.35%) [2025-10-18T03:24:46.282106] [INFO ] [FORECASTER] Completed predict_future for EL [2025-10-18T03:24:46.282257] [INFO ] [sig ] EL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:46.421824] [INFO ] [LOCAL ] Saved forecast: EL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EL.txt [2025-10-18T03:24:46.422160] [INFO ] [sig ] [585/2083] Completed EL in 0.2s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:46.422206] [INFO ] [sig ] [586/2083] Forecasting ELAN... [2025-10-18T03:24:46.422237] [INFO ] [sig ] Generating forecast for: ELAN [2025-10-18T03:24:46.422268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-10-18T03:24:46.433247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELAN'. [2025-10-18T03:24:46.433633] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-10-18T03:24:46.459560] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:46.460311] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-10-18T03:24:46.460410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:46.460452] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:46.460480] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:46.460572] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:46.478359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:46.479093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:46.479188] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:46.479222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:46.524267] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:46.524469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:46.524513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:46.524542] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:46.528396] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-10-18T03:24:46.528843] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-10-18T03:24:46.528999] [INFO ] [sig ] ELAN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:46.695715] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ELAN.txt [2025-10-18T03:24:46.696110] [INFO ] [sig ] [586/2083] Completed ELAN in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:46.696159] [INFO ] [sig ] [587/2083] Forecasting ELC... [2025-10-18T03:24:46.696200] [INFO ] [sig ] Generating forecast for: ELC [2025-10-18T03:24:46.696236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-10-18T03:24:46.706778] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELC'. [2025-10-18T03:24:46.707139] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-10-18T03:24:46.737148] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:46.738001] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-10-18T03:24:46.738058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:46.738094] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:46.738122] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:46.738183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:46.755934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:46.756604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:46.756721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:46.756768] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:46.800731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:46.800937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:46.800982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:46.801013] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:46.804944] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=6.96%) [2025-10-18T03:24:46.805235] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-10-18T03:24:46.805389] [INFO ] [sig ] ELC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:46.955843] [INFO ] [LOCAL ] Saved forecast: ELC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ELC.txt [2025-10-18T03:24:46.956273] [INFO ] [sig ] [587/2083] Completed ELC in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:46.956341] [INFO ] [sig ] [588/2083] Forecasting ELF... [2025-10-18T03:24:46.956377] [INFO ] [sig ] Generating forecast for: ELF [2025-10-18T03:24:46.956411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-10-18T03:24:46.967690] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELF'. [2025-10-18T03:24:46.968147] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-10-18T03:24:46.995598] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:46.996608] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-10-18T03:24:46.996703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:46.996751] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:46.996782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:46.996877] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:47.014471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:47.015343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:47.015446] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:47.015482] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:47.060261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:47.060491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:47.060538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:47.060593] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:47.064734] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=6.77%) [2025-10-18T03:24:47.065101] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-10-18T03:24:47.065257] [INFO ] [sig ] ELF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:47.213478] [INFO ] [LOCAL ] Saved forecast: ELF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ELF.txt [2025-10-18T03:24:47.213890] [INFO ] [sig ] [588/2083] Completed ELF in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:47.213953] [INFO ] [sig ] [589/2083] Forecasting ELME... [2025-10-18T03:24:47.213988] [INFO ] [sig ] Generating forecast for: ELME [2025-10-18T03:24:47.214021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-10-18T03:24:47.224031] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELME'. [2025-10-18T03:24:47.224363] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-10-18T03:24:47.250276] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:47.251077] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-10-18T03:24:47.251133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:47.251167] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:47.251197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:47.251255] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:47.268359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:47.269010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:47.269146] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:47.269186] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:47.313528] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:47.313686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:47.313771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:47.313803] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:47.317098] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=77.34%) [2025-10-18T03:24:47.317374] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-10-18T03:24:47.317518] [INFO ] [sig ] ELME: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:47.472022] [INFO ] [LOCAL ] Saved forecast: ELME 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ELME.txt [2025-10-18T03:24:47.472416] [INFO ] [sig ] [589/2083] Completed ELME in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:47.472464] [INFO ] [sig ] [590/2083] Forecasting ELP... [2025-10-18T03:24:47.472495] [INFO ] [sig ] Generating forecast for: ELP [2025-10-18T03:24:47.472539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-10-18T03:24:47.486074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELP'. [2025-10-18T03:24:47.486516] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-10-18T03:24:47.515000] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:47.515961] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-10-18T03:24:47.516019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:47.516056] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:47.516085] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:47.516145] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:47.534675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:47.535408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:47.535523] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:47.535558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:47.581069] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:47.581360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:47.581414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:47.581448] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:47.585930] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=87.22%) [2025-10-18T03:24:47.586257] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-10-18T03:24:47.586432] [INFO ] [sig ] ELP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:47.738506] [INFO ] [LOCAL ] Saved forecast: ELP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ELP.txt [2025-10-18T03:24:47.738874] [INFO ] [sig ] [590/2083] Completed ELP in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:47.738939] [INFO ] [sig ] [591/2083] Forecasting ELS... [2025-10-18T03:24:47.738973] [INFO ] [sig ] Generating forecast for: ELS [2025-10-18T03:24:47.739008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-10-18T03:24:47.749755] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELS'. [2025-10-18T03:24:47.750287] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-10-18T03:24:47.777808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:47.778793] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-10-18T03:24:47.778853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:47.778891] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:47.778920] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:47.778980] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:47.797229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:47.798163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:47.798264] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:47.798299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:47.843629] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:47.843914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:47.843975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:47.844034] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:47.848164] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=21.43%) [2025-10-18T03:24:47.848468] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-10-18T03:24:47.848717] [INFO ] [sig ] ELS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:48.006565] [INFO ] [LOCAL ] Saved forecast: ELS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ELS.txt [2025-10-18T03:24:48.006911] [INFO ] [sig ] [591/2083] Completed ELS in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:48.006969] [INFO ] [sig ] [592/2083] Forecasting ELV... [2025-10-18T03:24:48.007005] [INFO ] [sig ] Generating forecast for: ELV [2025-10-18T03:24:48.007040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'. [2025-10-18T03:24:48.018387] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELV'. [2025-10-18T03:24:48.018938] [INFO ] [FORECASTER] Starting predict_future for ELV [2025-10-18T03:24:48.045761] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:48.046624] [DEBUG] [LOCAL ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt [2025-10-18T03:24:48.046740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:48.046784] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:48.046815] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:48.046875] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:48.064963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:48.065725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:48.065826] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:48.065861] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:48.113284] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:48.113512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:48.113558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:48.113590] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:48.120027] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-10-18T03:24:48.120351] [INFO ] [FORECASTER] Completed predict_future for ELV [2025-10-18T03:24:48.120507] [INFO ] [sig ] ELV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:48.275994] [INFO ] [LOCAL ] Saved forecast: ELV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ELV.txt [2025-10-18T03:24:48.276386] [INFO ] [sig ] [592/2083] Completed ELV in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:48.276450] [INFO ] [sig ] [593/2083] Forecasting EMD... [2025-10-18T03:24:48.276486] [INFO ] [sig ] Generating forecast for: EMD [2025-10-18T03:24:48.276529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-10-18T03:24:48.288912] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMD'. [2025-10-18T03:24:48.289396] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-10-18T03:24:48.317521] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:48.318422] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-10-18T03:24:48.318483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:48.318529] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:48.318585] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:48.318671] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:48.337045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:48.337793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:48.337914] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:48.337969] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:48.382830] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:48.383067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:48.383117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:48.383150] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:48.387279] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=46.65%) [2025-10-18T03:24:48.387609] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-10-18T03:24:48.387835] [INFO ] [sig ] EMD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:48.545181] [INFO ] [LOCAL ] Saved forecast: EMD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EMD.txt [2025-10-18T03:24:48.545497] [INFO ] [sig ] [593/2083] Completed EMD in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:48.545545] [INFO ] [sig ] [594/2083] Forecasting EMF... [2025-10-18T03:24:48.545579] [INFO ] [sig ] Generating forecast for: EMF [2025-10-18T03:24:48.545623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-10-18T03:24:48.556564] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMF'. [2025-10-18T03:24:48.557065] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-10-18T03:24:48.587521] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:48.588465] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-10-18T03:24:48.588527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:48.588563] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:48.588593] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:48.588689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:48.607088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:48.607778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:48.607873] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:48.607908] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:48.654379] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:48.654578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:48.654624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:48.654690] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:48.658934] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-10-18T03:24:48.659251] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-10-18T03:24:48.659409] [INFO ] [sig ] EMF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:48.810511] [INFO ] [LOCAL ] Saved forecast: EMF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EMF.txt [2025-10-18T03:24:48.810860] [INFO ] [sig ] [594/2083] Completed EMF in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:48.810925] [INFO ] [sig ] [595/2083] Forecasting EMN... [2025-10-18T03:24:48.810961] [INFO ] [sig ] Generating forecast for: EMN [2025-10-18T03:24:48.810994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-10-18T03:24:48.822124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMN'. [2025-10-18T03:24:48.822563] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-10-18T03:24:48.851302] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:48.852563] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-10-18T03:24:48.852623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:48.852694] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:48.852760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:48.852844] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:48.871153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:48.872151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:48.872252] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:48.872314] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:48.919867] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:48.920115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:48.920163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:48.920194] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:48.924283] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=84.02%) [2025-10-18T03:24:48.924595] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-10-18T03:24:48.924814] [INFO ] [sig ] EMN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:49.074495] [INFO ] [LOCAL ] Saved forecast: EMN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EMN.txt [2025-10-18T03:24:49.074802] [INFO ] [sig ] [595/2083] Completed EMN in 0.3s | 4.13 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:49.074895] [INFO ] [sig ] [596/2083] Forecasting EMO... [2025-10-18T03:24:49.074934] [INFO ] [sig ] Generating forecast for: EMO [2025-10-18T03:24:49.074967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-10-18T03:24:49.086637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMO'. [2025-10-18T03:24:49.087146] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-10-18T03:24:49.114838] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:49.115676] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-10-18T03:24:49.115738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:49.115775] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:49.115805] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:49.115865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:49.133456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:49.134181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:49.134275] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:49.134311] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:49.180853] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:49.181104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:49.181153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:49.181183] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:49.185344] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=13.50%) [2025-10-18T03:24:49.185683] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-10-18T03:24:49.185891] [INFO ] [sig ] EMO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:49.339811] [INFO ] [LOCAL ] Saved forecast: EMO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EMO.txt [2025-10-18T03:24:49.340227] [INFO ] [sig ] [596/2083] Completed EMO in 0.3s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:49.340293] [INFO ] [sig ] [597/2083] Forecasting EMP... [2025-10-18T03:24:49.340329] [INFO ] [sig ] Generating forecast for: EMP [2025-10-18T03:24:49.340363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'. [2025-10-18T03:24:49.351560] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMP'. [2025-10-18T03:24:49.352203] [INFO ] [FORECASTER] Starting predict_future for EMP [2025-10-18T03:24:49.380469] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:49.381383] [DEBUG] [LOCAL ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt [2025-10-18T03:24:49.381442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:49.381479] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:49.381506] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:49.381568] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:49.398670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:49.399567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:49.399690] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:49.399775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:49.443776] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:49.444045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:49.444095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:49.444125] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:49.448593] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=96.75%) [2025-10-18T03:24:49.449000] [INFO ] [FORECASTER] Completed predict_future for EMP [2025-10-18T03:24:49.449167] [INFO ] [sig ] EMP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:49.604103] [INFO ] [LOCAL ] Saved forecast: EMP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EMP.txt [2025-10-18T03:24:49.604443] [INFO ] [sig ] [597/2083] Completed EMP in 0.3s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:49.604491] [INFO ] [sig ] [598/2083] Forecasting EMR... [2025-10-18T03:24:49.604523] [INFO ] [sig ] Generating forecast for: EMR [2025-10-18T03:24:49.604558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'. [2025-10-18T03:24:49.615846] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMR'. [2025-10-18T03:24:49.616483] [INFO ] [FORECASTER] Starting predict_future for EMR [2025-10-18T03:24:49.646048] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:49.647149] [DEBUG] [LOCAL ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt [2025-10-18T03:24:49.647358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:49.647407] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:49.647441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:49.647524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:49.666767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:49.667985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:49.668117] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:49.668157] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:49.714787] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:49.715039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:49.715087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:49.715119] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:49.719173] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: DOWN (p=30.20%) [2025-10-18T03:24:49.719473] [INFO ] [FORECASTER] Completed predict_future for EMR [2025-10-18T03:24:49.719620] [INFO ] [sig ] EMR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:49.866635] [INFO ] [LOCAL ] Saved forecast: EMR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EMR.txt [2025-10-18T03:24:49.867031] [INFO ] [sig ] [598/2083] Completed EMR in 0.3s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:49.867079] [INFO ] [sig ] [599/2083] Forecasting ENB... [2025-10-18T03:24:49.867111] [INFO ] [sig ] Generating forecast for: ENB [2025-10-18T03:24:49.867145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-10-18T03:24:49.878057] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENB'. [2025-10-18T03:24:49.878405] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-10-18T03:24:49.905211] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:49.906005] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-10-18T03:24:49.906066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:49.906124] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:49.906155] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:49.906217] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:49.923525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:49.924171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:49.924263] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:49.924297] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:49.971551] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:49.971763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:49.971817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:49.971847] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:49.975487] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=37.68%) [2025-10-18T03:24:49.975814] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-10-18T03:24:49.975970] [INFO ] [sig ] ENB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:50.122475] [INFO ] [LOCAL ] Saved forecast: ENB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ENB.txt [2025-10-18T03:24:50.122916] [INFO ] [sig ] [599/2083] Completed ENB in 0.3s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:50.122981] [INFO ] [sig ] [600/2083] Forecasting ENIC... [2025-10-18T03:24:50.123014] [INFO ] [sig ] Generating forecast for: ENIC [2025-10-18T03:24:50.123087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-10-18T03:24:50.134847] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENIC'. [2025-10-18T03:24:50.135266] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-10-18T03:24:50.160434] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:50.161158] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-10-18T03:24:50.161213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:50.161247] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:50.161275] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:50.161332] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:50.178038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:50.178566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:50.178668] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:50.178723] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:50.223380] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:50.223508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:50.223547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:50.223576] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:50.226867] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=18.58%) [2025-10-18T03:24:50.227129] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-10-18T03:24:50.227267] [INFO ] [sig ] ENIC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:50.364696] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ENIC.txt [2025-10-18T03:24:50.364994] [INFO ] [sig ] [600/2083] Completed ENIC in 0.2s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:50.365038] [INFO ] [sig ] [601/2083] Forecasting ENO... [2025-10-18T03:24:50.365068] [INFO ] [sig ] Generating forecast for: ENO [2025-10-18T03:24:50.365098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'. [2025-10-18T03:24:50.376797] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENO'. [2025-10-18T03:24:50.377273] [INFO ] [FORECASTER] Starting predict_future for ENO [2025-10-18T03:24:50.405776] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:50.406567] [DEBUG] [LOCAL ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt [2025-10-18T03:24:50.406625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:50.406696] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:50.406740] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:50.406814] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:50.424539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:50.425168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:50.425262] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:50.425297] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:50.471521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:50.471718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:50.471773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:50.471807] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:50.475690] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-10-18T03:24:50.475986] [INFO ] [FORECASTER] Completed predict_future for ENO [2025-10-18T03:24:50.476137] [INFO ] [sig ] ENO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:50.623789] [INFO ] [LOCAL ] Saved forecast: ENO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ENO.txt [2025-10-18T03:24:50.624163] [INFO ] [sig ] [601/2083] Completed ENO in 0.3s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:50.624210] [INFO ] [sig ] [602/2083] Forecasting ENOV... [2025-10-18T03:24:50.624242] [INFO ] [sig ] Generating forecast for: ENOV [2025-10-18T03:24:50.624276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'. [2025-10-18T03:24:50.635464] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENOV'. [2025-10-18T03:24:50.636125] [INFO ] [FORECASTER] Starting predict_future for ENOV [2025-10-18T03:24:50.662799] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:50.663590] [DEBUG] [LOCAL ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt [2025-10-18T03:24:50.663670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:50.663726] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:50.663760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:50.663889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:50.680937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:50.681508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:50.681597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:50.681632] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:50.729562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:50.729835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:50.729890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:50.729920] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:50.733862] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=70.67%) [2025-10-18T03:24:50.734158] [INFO ] [FORECASTER] Completed predict_future for ENOV [2025-10-18T03:24:50.734336] [INFO ] [sig ] ENOV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:50.892587] [INFO ] [LOCAL ] Saved forecast: ENOV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ENOV.txt [2025-10-18T03:24:50.892916] [INFO ] [sig ] [602/2083] Completed ENOV in 0.3s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:50.892971] [INFO ] [sig ] [603/2083] Forecasting ENR... [2025-10-18T03:24:50.893003] [INFO ] [sig ] Generating forecast for: ENR [2025-10-18T03:24:50.893036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENR' from 'https://tdm.silogroup.org/data/derivative_storage/ENR.csv'. [2025-10-18T03:24:50.903995] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENR'. [2025-10-18T03:24:50.904363] [INFO ] [FORECASTER] Starting predict_future for ENR [2025-10-18T03:24:50.929272] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:50.930004] [DEBUG] [LOCAL ] No optimal features file found for ENR: ./output/feature-sets/ENR.txt [2025-10-18T03:24:50.930059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:50.930091] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:50.930119] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:50.930175] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:50.946889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:50.947437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:50.947518] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:50.947551] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:50.989055] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:50.989170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:50.989208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:50.989236] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:50.992433] [DEBUG] [FORECASTER] ENR: Forecast T+1@11:T+2@11: UP (p=96.53%) [2025-10-18T03:24:50.992724] [INFO ] [FORECASTER] Completed predict_future for ENR [2025-10-18T03:24:50.992870] [INFO ] [sig ] ENR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:51.129897] [INFO ] [LOCAL ] Saved forecast: ENR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ENR.txt [2025-10-18T03:24:51.130170] [INFO ] [sig ] [603/2083] Completed ENR in 0.2s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:51.130214] [INFO ] [sig ] [604/2083] Forecasting ENVA... [2025-10-18T03:24:51.130245] [INFO ] [sig ] Generating forecast for: ENVA [2025-10-18T03:24:51.130275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-10-18T03:24:51.140193] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENVA'. [2025-10-18T03:24:51.140474] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-10-18T03:24:51.165213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:51.166010] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-10-18T03:24:51.166065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:51.166099] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:51.166127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:51.166183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:51.182907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:51.183445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:51.183524] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:51.183557] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:51.224289] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:51.224407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:51.224444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:51.224472] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:51.227701] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=59.57%) [2025-10-18T03:24:51.227986] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-10-18T03:24:51.228126] [INFO ] [sig ] ENVA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:51.364693] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ENVA.txt [2025-10-18T03:24:51.364921] [INFO ] [sig ] [604/2083] Completed ENVA in 0.2s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:51.364964] [INFO ] [sig ] [605/2083] Forecasting EOD... [2025-10-18T03:24:51.364995] [INFO ] [sig ] Generating forecast for: EOD [2025-10-18T03:24:51.365027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-10-18T03:24:51.373775] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOD'. [2025-10-18T03:24:51.374074] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-10-18T03:24:51.399183] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:51.399906] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-10-18T03:24:51.399961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:51.399993] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:51.400020] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:51.400075] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:51.416838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:51.417408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:51.417490] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:51.417524] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:51.461741] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:51.461870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:51.462277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:51.462311] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:51.466489] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=23.15%) [2025-10-18T03:24:51.466820] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-10-18T03:24:51.466971] [INFO ] [sig ] EOD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:51.606598] [INFO ] [LOCAL ] Saved forecast: EOD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EOD.txt [2025-10-18T03:24:51.606909] [INFO ] [sig ] [605/2083] Completed EOD in 0.2s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:51.606970] [INFO ] [sig ] [606/2083] Forecasting EOG... [2025-10-18T03:24:51.607005] [INFO ] [sig ] Generating forecast for: EOG [2025-10-18T03:24:51.607036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-10-18T03:24:51.617021] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOG'. [2025-10-18T03:24:51.617326] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-10-18T03:24:51.642412] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:51.643120] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-10-18T03:24:51.643174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:51.643223] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:51.643253] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:51.643323] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:51.660383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:51.661054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:51.661142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:51.661175] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:51.703311] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:51.703436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:51.703474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:51.703502] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:51.706809] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=75.14%) [2025-10-18T03:24:51.707074] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-10-18T03:24:51.707220] [INFO ] [sig ] EOG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:51.843934] [INFO ] [LOCAL ] Saved forecast: EOG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EOG.txt [2025-10-18T03:24:51.844186] [INFO ] [sig ] [606/2083] Completed EOG in 0.2s | 4.12 sym/s | Total: 2.4m | ETA: 6.0m [2025-10-18T03:24:51.844228] [INFO ] [sig ] [607/2083] Forecasting EOI... [2025-10-18T03:24:51.844259] [INFO ] [sig ] Generating forecast for: EOI [2025-10-18T03:24:51.844290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-10-18T03:24:51.853678] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOI'. [2025-10-18T03:24:51.854004] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-10-18T03:24:51.878846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:51.879537] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-10-18T03:24:51.879591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:51.879624] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:51.879683] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:51.879758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:51.896368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:51.897000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:51.897084] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:51.897117] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:51.939211] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:51.939332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:51.939370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:51.939398] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:51.942618] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=26.58%) [2025-10-18T03:24:51.942920] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-10-18T03:24:51.943056] [INFO ] [sig ] EOI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:52.080708] [INFO ] [LOCAL ] Saved forecast: EOI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EOI.txt [2025-10-18T03:24:52.080971] [INFO ] [sig ] [607/2083] Completed EOI in 0.2s | 4.12 sym/s | Total: 2.5m | ETA: 6.0m [2025-10-18T03:24:52.081014] [INFO ] [sig ] [608/2083] Forecasting EOS... [2025-10-18T03:24:52.081045] [INFO ] [sig ] Generating forecast for: EOS [2025-10-18T03:24:52.081076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-10-18T03:24:52.090401] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOS'. [2025-10-18T03:24:52.090726] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-10-18T03:24:52.115469] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:52.116210] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-10-18T03:24:52.116264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:52.116296] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:52.116324] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:52.116380] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:52.133009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:52.133570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:52.133681] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:52.133736] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:52.176241] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:52.176363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:52.176400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:52.176428] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:52.179696] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=93.32%) [2025-10-18T03:24:52.179959] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-10-18T03:24:52.180094] [INFO ] [sig ] EOS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:52.321892] [INFO ] [LOCAL ] Saved forecast: EOS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EOS.txt [2025-10-18T03:24:52.322261] [INFO ] [sig ] [608/2083] Completed EOS in 0.2s | 4.12 sym/s | Total: 2.5m | ETA: 6.0m [2025-10-18T03:24:52.322323] [INFO ] [sig ] [609/2083] Forecasting EOT... [2025-10-18T03:24:52.322357] [INFO ] [sig ] Generating forecast for: EOT [2025-10-18T03:24:52.322389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'. [2025-10-18T03:24:52.335390] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOT'. [2025-10-18T03:24:52.336153] [INFO ] [FORECASTER] Starting predict_future for EOT [2025-10-18T03:24:52.367456] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:52.368362] [DEBUG] [LOCAL ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt [2025-10-18T03:24:52.368424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:52.368464] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:52.368494] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:52.368576] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:52.386821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:52.387484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:52.387591] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:52.387669] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:52.432377] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:52.432660] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:52.432731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:52.432768] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:52.436939] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: UP (p=59.51%) [2025-10-18T03:24:52.437248] [INFO ] [FORECASTER] Completed predict_future for EOT [2025-10-18T03:24:52.437405] [INFO ] [sig ] EOT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:52.583053] [INFO ] [LOCAL ] Saved forecast: EOT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EOT.txt [2025-10-18T03:24:52.583473] [INFO ] [sig ] [609/2083] Completed EOT in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 6.0m [2025-10-18T03:24:52.583525] [INFO ] [sig ] [610/2083] Forecasting EPAC... [2025-10-18T03:24:52.583559] [INFO ] [sig ] Generating forecast for: EPAC [2025-10-18T03:24:52.583595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-10-18T03:24:52.594850] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPAC'. [2025-10-18T03:24:52.595420] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-10-18T03:24:52.624570] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:52.625469] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-10-18T03:24:52.625527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:52.625562] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:52.625590] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:52.625670] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:52.644217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:52.644930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:52.645023] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:52.645058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:52.689511] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:52.689741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:52.689798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:52.689832] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:52.693677] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=20.70%) [2025-10-18T03:24:52.693975] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-10-18T03:24:52.694124] [INFO ] [sig ] EPAC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:52.842041] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EPAC.txt [2025-10-18T03:24:52.842376] [INFO ] [sig ] [610/2083] Completed EPAC in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 6.0m [2025-10-18T03:24:52.842420] [INFO ] [sig ] [611/2083] Forecasting EPAM... [2025-10-18T03:24:52.842450] [INFO ] [sig ] Generating forecast for: EPAM [2025-10-18T03:24:52.842483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-10-18T03:24:52.853536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPAM'. [2025-10-18T03:24:52.854074] [INFO ] [FORECASTER] Starting predict_future for EPAM [2025-10-18T03:24:52.880480] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:52.881351] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-10-18T03:24:52.881409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:52.881446] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:52.881475] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:52.881534] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:52.899483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:52.900142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:52.900233] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:52.900265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:52.944585] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:52.944824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:52.944876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:52.944907] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:52.948815] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=62.57%) [2025-10-18T03:24:52.949116] [INFO ] [FORECASTER] Completed predict_future for EPAM [2025-10-18T03:24:52.949279] [INFO ] [sig ] EPAM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:53.097039] [INFO ] [LOCAL ] Saved forecast: EPAM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EPAM.txt [2025-10-18T03:24:53.097424] [INFO ] [sig ] [611/2083] Completed EPAM in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 6.0m [2025-10-18T03:24:53.097488] [INFO ] [sig ] [612/2083] Forecasting EPC... [2025-10-18T03:24:53.097524] [INFO ] [sig ] Generating forecast for: EPC [2025-10-18T03:24:53.097558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'. [2025-10-18T03:24:53.109266] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPC'. [2025-10-18T03:24:53.109763] [INFO ] [FORECASTER] Starting predict_future for EPC [2025-10-18T03:24:53.135487] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:53.136226] [DEBUG] [LOCAL ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt [2025-10-18T03:24:53.136280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:53.136314] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:53.136342] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:53.136399] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:53.153013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:53.153629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:53.153743] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:53.153782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:53.196795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:53.196945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:53.197008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:53.197042] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:53.200351] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-10-18T03:24:53.200621] [INFO ] [FORECASTER] Completed predict_future for EPC [2025-10-18T03:24:53.200801] [INFO ] [sig ] EPC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:53.337582] [INFO ] [LOCAL ] Saved forecast: EPC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EPC.txt [2025-10-18T03:24:53.337908] [INFO ] [sig ] [612/2083] Completed EPC in 0.2s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:53.337970] [INFO ] [sig ] [613/2083] Forecasting EPD... [2025-10-18T03:24:53.338004] [INFO ] [sig ] Generating forecast for: EPD [2025-10-18T03:24:53.338038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-10-18T03:24:53.348012] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPD'. [2025-10-18T03:24:53.348341] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-10-18T03:24:53.373186] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:53.373947] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-10-18T03:24:53.374002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:53.374053] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:53.374083] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:53.374141] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:53.390633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:53.391206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:53.391290] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:53.391322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:53.432820] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:53.432933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:53.432970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:53.432999] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:53.436154] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=94.86%) [2025-10-18T03:24:53.436412] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-10-18T03:24:53.436549] [INFO ] [sig ] EPD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:53.575020] [INFO ] [LOCAL ] Saved forecast: EPD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EPD.txt [2025-10-18T03:24:53.575275] [INFO ] [sig ] [613/2083] Completed EPD in 0.2s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:53.575317] [INFO ] [sig ] [614/2083] Forecasting EPR... [2025-10-18T03:24:53.575346] [INFO ] [sig ] Generating forecast for: EPR [2025-10-18T03:24:53.575379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'. [2025-10-18T03:24:53.584692] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPR'. [2025-10-18T03:24:53.584991] [INFO ] [FORECASTER] Starting predict_future for EPR [2025-10-18T03:24:53.609713] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:53.610431] [DEBUG] [LOCAL ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt [2025-10-18T03:24:53.610486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:53.610518] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:53.610545] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:53.610602] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:53.627173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:53.627815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:53.627905] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:53.627938] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:53.669308] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:53.669447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:53.669487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:53.669516] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:53.672872] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: DOWN (p=41.42%) [2025-10-18T03:24:53.673137] [INFO ] [FORECASTER] Completed predict_future for EPR [2025-10-18T03:24:53.673281] [INFO ] [sig ] EPR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:53.810180] [INFO ] [LOCAL ] Saved forecast: EPR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EPR.txt [2025-10-18T03:24:53.810442] [INFO ] [sig ] [614/2083] Completed EPR in 0.2s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:53.810484] [INFO ] [sig ] [615/2083] Forecasting EPRT... [2025-10-18T03:24:53.810514] [INFO ] [sig ] Generating forecast for: EPRT [2025-10-18T03:24:53.810546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'. [2025-10-18T03:24:53.819817] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPRT'. [2025-10-18T03:24:53.820096] [INFO ] [FORECASTER] Starting predict_future for EPRT [2025-10-18T03:24:53.844995] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:53.845731] [DEBUG] [LOCAL ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt [2025-10-18T03:24:53.845786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:53.845820] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:53.845899] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:53.845966] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:53.862578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:53.863156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:53.863240] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:53.863272] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:53.905810] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:53.905957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:53.905995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:53.906023] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:53.909409] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: UP (p=94.14%) [2025-10-18T03:24:53.909725] [INFO ] [FORECASTER] Completed predict_future for EPRT [2025-10-18T03:24:53.909884] [INFO ] [sig ] EPRT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:54.046417] [INFO ] [LOCAL ] Saved forecast: EPRT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EPRT.txt [2025-10-18T03:24:54.046677] [INFO ] [sig ] [615/2083] Completed EPRT in 0.2s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:54.046738] [INFO ] [sig ] [616/2083] Forecasting EQBK... [2025-10-18T03:24:54.046771] [INFO ] [sig ] Generating forecast for: EQBK [2025-10-18T03:24:54.046803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-10-18T03:24:54.058593] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQBK'. [2025-10-18T03:24:54.059138] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-10-18T03:24:54.086986] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:54.087834] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-10-18T03:24:54.087895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:54.087932] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:54.087961] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:54.088023] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:54.105888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:54.106584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:54.106706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:54.106760] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:54.149904] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:54.150087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:54.150127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:54.150157] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:54.153627] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=70.48%) [2025-10-18T03:24:54.153947] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-10-18T03:24:54.154108] [INFO ] [sig ] EQBK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:54.302766] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EQBK.txt [2025-10-18T03:24:54.303080] [INFO ] [sig ] [616/2083] Completed EQBK in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:54.303150] [INFO ] [sig ] [617/2083] Forecasting EQH... [2025-10-18T03:24:54.303222] [INFO ] [sig ] Generating forecast for: EQH [2025-10-18T03:24:54.303280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'. [2025-10-18T03:24:54.314081] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQH'. [2025-10-18T03:24:54.314513] [INFO ] [FORECASTER] Starting predict_future for EQH [2025-10-18T03:24:54.342126] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:54.343041] [DEBUG] [LOCAL ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt [2025-10-18T03:24:54.343101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:54.343137] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:54.343167] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:54.343229] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:54.360370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:54.361198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:54.361293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:54.361326] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:54.413128] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:54.413413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:54.413492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:54.413538] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:54.418235] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=8.72%) [2025-10-18T03:24:54.418634] [INFO ] [FORECASTER] Completed predict_future for EQH [2025-10-18T03:24:54.418865] [INFO ] [sig ] EQH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:54.566637] [INFO ] [LOCAL ] Saved forecast: EQH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EQH.txt [2025-10-18T03:24:54.567181] [INFO ] [sig ] [617/2083] Completed EQH in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:54.567249] [INFO ] [sig ] [618/2083] Forecasting EQNR... [2025-10-18T03:24:54.567286] [INFO ] [sig ] Generating forecast for: EQNR [2025-10-18T03:24:54.567321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQNR' from 'https://tdm.silogroup.org/data/derivative_storage/EQNR.csv'. [2025-10-18T03:24:54.579229] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQNR'. [2025-10-18T03:24:54.579675] [INFO ] [FORECASTER] Starting predict_future for EQNR [2025-10-18T03:24:54.607056] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:54.608058] [DEBUG] [LOCAL ] No optimal features file found for EQNR: ./output/feature-sets/EQNR.txt [2025-10-18T03:24:54.608118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:54.608153] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:54.608182] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:54.608244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:54.625917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:54.626843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:54.626940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:54.626976] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:54.672277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:54.673136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:54.673188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:54.673221] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:54.677344] [DEBUG] [FORECASTER] EQNR: Forecast T+1@11:T+2@11: UP (p=62.09%) [2025-10-18T03:24:54.677635] [INFO ] [FORECASTER] Completed predict_future for EQNR [2025-10-18T03:24:54.677849] [INFO ] [sig ] EQNR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:54.819778] [INFO ] [LOCAL ] Saved forecast: EQNR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EQNR.txt [2025-10-18T03:24:54.820095] [INFO ] [sig ] [618/2083] Completed EQNR in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:54.820141] [INFO ] [sig ] [619/2083] Forecasting EQR... [2025-10-18T03:24:54.820172] [INFO ] [sig ] Generating forecast for: EQR [2025-10-18T03:24:54.820204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'. [2025-10-18T03:24:54.831438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQR'. [2025-10-18T03:24:54.831892] [INFO ] [FORECASTER] Starting predict_future for EQR [2025-10-18T03:24:54.857202] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:54.857999] [DEBUG] [LOCAL ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt [2025-10-18T03:24:54.858055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:54.858090] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:54.858117] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:54.858176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:54.874917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:54.875547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:54.875634] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:54.875708] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:54.920331] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:54.920484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:54.920527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:54.920556] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:54.924024] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=97.55%) [2025-10-18T03:24:54.924300] [INFO ] [FORECASTER] Completed predict_future for EQR [2025-10-18T03:24:54.924445] [INFO ] [sig ] EQR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:55.081248] [INFO ] [LOCAL ] Saved forecast: EQR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EQR.txt [2025-10-18T03:24:55.081500] [INFO ] [sig ] [619/2083] Completed EQR in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:55.081547] [INFO ] [sig ] [620/2083] Forecasting EQT... [2025-10-18T03:24:55.081580] [INFO ] [sig ] Generating forecast for: EQT [2025-10-18T03:24:55.081612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'. [2025-10-18T03:24:55.091497] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQT'. [2025-10-18T03:24:55.091865] [INFO ] [FORECASTER] Starting predict_future for EQT [2025-10-18T03:24:55.119744] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:55.120676] [DEBUG] [LOCAL ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt [2025-10-18T03:24:55.120736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:55.120788] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:55.120818] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:55.120876] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:55.139797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:55.140589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:55.140703] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:55.140755] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:55.194838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:55.195044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:55.195161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:55.195232] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:55.199496] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: DOWN (p=32.55%) [2025-10-18T03:24:55.199834] [INFO ] [FORECASTER] Completed predict_future for EQT [2025-10-18T03:24:55.200006] [INFO ] [sig ] EQT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:55.358837] [INFO ] [LOCAL ] Saved forecast: EQT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EQT.txt [2025-10-18T03:24:55.359117] [INFO ] [sig ] [620/2083] Completed EQT in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:55.359198] [INFO ] [sig ] [621/2083] Forecasting ERJ... [2025-10-18T03:24:55.359270] [INFO ] [sig ] Generating forecast for: ERJ [2025-10-18T03:24:55.359343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'. [2025-10-18T03:24:55.370264] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ERJ'. [2025-10-18T03:24:55.370622] [INFO ] [FORECASTER] Starting predict_future for ERJ [2025-10-18T03:24:55.398846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:55.399587] [DEBUG] [LOCAL ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt [2025-10-18T03:24:55.399673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:55.399727] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:55.399759] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:55.399818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:55.420132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:55.420805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:55.420893] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:55.420928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:55.468785] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:55.468954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:55.469001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:55.469057] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:55.473787] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: DOWN (p=0.43%) [2025-10-18T03:24:55.474136] [INFO ] [FORECASTER] Completed predict_future for ERJ [2025-10-18T03:24:55.474285] [INFO ] [sig ] ERJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:55.634965] [INFO ] [LOCAL ] Saved forecast: ERJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ERJ.txt [2025-10-18T03:24:55.635241] [INFO ] [sig ] [621/2083] Completed ERJ in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:55.635285] [INFO ] [sig ] [622/2083] Forecasting ERO... [2025-10-18T03:24:55.635316] [INFO ] [sig ] Generating forecast for: ERO [2025-10-18T03:24:55.635349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-10-18T03:24:55.646265] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ERO'. [2025-10-18T03:24:55.646601] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-10-18T03:24:55.674795] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:55.675619] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-10-18T03:24:55.675723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:55.675778] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:55.675813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:55.675896] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:55.694875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:55.695445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:55.695532] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:55.695567] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:55.735492] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:55.735627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:55.735703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:55.735746] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:55.739717] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=98.92%) [2025-10-18T03:24:55.740013] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-10-18T03:24:55.740177] [INFO ] [sig ] ERO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:55.897273] [INFO ] [LOCAL ] Saved forecast: ERO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ERO.txt [2025-10-18T03:24:55.897526] [INFO ] [sig ] [622/2083] Completed ERO in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:55.897570] [INFO ] [sig ] [623/2083] Forecasting ES... [2025-10-18T03:24:55.897601] [INFO ] [sig ] Generating forecast for: ES [2025-10-18T03:24:55.897633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-10-18T03:24:55.907173] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ES'. [2025-10-18T03:24:55.907483] [INFO ] [FORECASTER] Starting predict_future for ES [2025-10-18T03:24:55.935076] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:55.935980] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-10-18T03:24:55.936059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:55.936125] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:55.936191] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:55.936276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:55.956293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:55.956969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:55.957057] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:55.957092] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:55.998855] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:55.999021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:55.999064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:55.999094] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:56.003103] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=2.68%) [2025-10-18T03:24:56.003499] [INFO ] [FORECASTER] Completed predict_future for ES [2025-10-18T03:24:56.003706] [INFO ] [sig ] ES: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:56.169358] [INFO ] [LOCAL ] Saved forecast: ES 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ES.txt [2025-10-18T03:24:56.169612] [INFO ] [sig ] [623/2083] Completed ES in 0.3s | 4.12 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:56.169690] [INFO ] [sig ] [624/2083] Forecasting ESAB... [2025-10-18T03:24:56.169737] [INFO ] [sig ] Generating forecast for: ESAB [2025-10-18T03:24:56.169771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-10-18T03:24:56.181807] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESAB'. [2025-10-18T03:24:56.182317] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-10-18T03:24:56.213070] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:56.213915] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-10-18T03:24:56.213973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:56.214009] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:56.214037] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:56.214094] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:56.231809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:56.232810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:56.232905] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:56.232940] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:56.277675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:56.277956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:56.278032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:56.278084] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:56.283685] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=90.52%) [2025-10-18T03:24:56.284154] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-10-18T03:24:56.284349] [INFO ] [sig ] ESAB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:56.501459] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ESAB.txt [2025-10-18T03:24:56.501733] [INFO ] [sig ] [624/2083] Completed ESAB in 0.3s | 4.11 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:56.501796] [INFO ] [sig ] [625/2083] Forecasting ESE... [2025-10-18T03:24:56.501831] [INFO ] [sig ] Generating forecast for: ESE [2025-10-18T03:24:56.501864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-10-18T03:24:56.513159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESE'. [2025-10-18T03:24:56.513746] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-10-18T03:24:56.548896] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:56.550122] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-10-18T03:24:56.550199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:56.550253] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:56.550300] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:56.550395] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:56.577198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:56.578482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:56.578606] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:56.578692] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:56.627916] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:56.628142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:56.628233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:56.628286] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:56.633846] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=2.18%) [2025-10-18T03:24:56.634375] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-10-18T03:24:56.634586] [INFO ] [sig ] ESE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:56.847907] [INFO ] [LOCAL ] Saved forecast: ESE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ESE.txt [2025-10-18T03:24:56.848276] [INFO ] [sig ] [625/2083] Completed ESE in 0.3s | 4.11 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:56.848350] [INFO ] [sig ] [626/2083] Forecasting ESI... [2025-10-18T03:24:56.848405] [INFO ] [sig ] Generating forecast for: ESI [2025-10-18T03:24:56.848453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-10-18T03:24:56.861020] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESI'. [2025-10-18T03:24:56.861576] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-10-18T03:24:56.897909] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:56.899106] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-10-18T03:24:56.899189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:56.899245] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:56.899295] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:56.899389] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:56.926738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:56.927946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:56.928067] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:56.928128] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:56.971102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:56.971285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:56.971329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:56.971360] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:56.974936] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=87.52%) [2025-10-18T03:24:56.975248] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-10-18T03:24:56.975392] [INFO ] [sig ] ESI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:57.136871] [INFO ] [LOCAL ] Saved forecast: ESI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ESI.txt [2025-10-18T03:24:57.137104] [INFO ] [sig ] [626/2083] Completed ESI in 0.3s | 4.11 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:57.137147] [INFO ] [sig ] [627/2083] Forecasting ESNT... [2025-10-18T03:24:57.137178] [INFO ] [sig ] Generating forecast for: ESNT [2025-10-18T03:24:57.137209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'. [2025-10-18T03:24:57.147368] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESNT'. [2025-10-18T03:24:57.147810] [INFO ] [FORECASTER] Starting predict_future for ESNT [2025-10-18T03:24:57.174304] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:57.175131] [DEBUG] [LOCAL ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt [2025-10-18T03:24:57.175189] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:57.175225] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:57.175274] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:57.175333] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:57.192447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:57.193257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:57.193378] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:57.193414] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:57.232843] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:57.233031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:57.233074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:57.233103] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:57.236998] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: UP (p=68.51%) [2025-10-18T03:24:57.237281] [INFO ] [FORECASTER] Completed predict_future for ESNT [2025-10-18T03:24:57.237426] [INFO ] [sig ] ESNT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:57.385629] [INFO ] [LOCAL ] Saved forecast: ESNT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ESNT.txt [2025-10-18T03:24:57.385905] [INFO ] [sig ] [627/2083] Completed ESNT in 0.2s | 4.11 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:57.385967] [INFO ] [sig ] [628/2083] Forecasting ESRT... [2025-10-18T03:24:57.386003] [INFO ] [sig ] Generating forecast for: ESRT [2025-10-18T03:24:57.386035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'. [2025-10-18T03:24:57.395796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESRT'. [2025-10-18T03:24:57.396156] [INFO ] [FORECASTER] Starting predict_future for ESRT [2025-10-18T03:24:57.422173] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:57.422979] [DEBUG] [LOCAL ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt [2025-10-18T03:24:57.423036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:57.423123] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:57.423161] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:57.423221] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:57.442037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:57.442763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:57.442847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:57.442882] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:57.479050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:57.479183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:57.479223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:57.479254] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:57.482728] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: UP (p=92.97%) [2025-10-18T03:24:57.483008] [INFO ] [FORECASTER] Completed predict_future for ESRT [2025-10-18T03:24:57.483142] [INFO ] [sig ] ESRT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:57.622566] [INFO ] [LOCAL ] Saved forecast: ESRT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ESRT.txt [2025-10-18T03:24:57.622877] [INFO ] [sig ] [628/2083] Completed ESRT in 0.2s | 4.11 sym/s | Total: 2.5m | ETA: 5.9m [2025-10-18T03:24:57.622936] [INFO ] [sig ] [629/2083] Forecasting ESS... [2025-10-18T03:24:57.622969] [INFO ] [sig ] Generating forecast for: ESS [2025-10-18T03:24:57.623000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'. [2025-10-18T03:24:57.633292] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESS'. [2025-10-18T03:24:57.633789] [INFO ] [FORECASTER] Starting predict_future for ESS [2025-10-18T03:24:57.659574] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:57.660344] [DEBUG] [LOCAL ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt [2025-10-18T03:24:57.660399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:57.660434] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:57.660462] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:57.660520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:57.678951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:57.679509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:57.679592] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:57.679627] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:57.719135] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:57.719293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:57.719336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:57.719367] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:57.722804] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=49.03%) [2025-10-18T03:24:57.723079] [INFO ] [FORECASTER] Completed predict_future for ESS [2025-10-18T03:24:57.723221] [INFO ] [sig ] ESS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:57.866903] [INFO ] [LOCAL ] Saved forecast: ESS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ESS.txt [2025-10-18T03:24:57.867136] [INFO ] [sig ] [629/2083] Completed ESS in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:57.867179] [INFO ] [sig ] [630/2083] Forecasting ESTC... [2025-10-18T03:24:57.867209] [INFO ] [sig ] Generating forecast for: ESTC [2025-10-18T03:24:57.867241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-10-18T03:24:57.876547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESTC'. [2025-10-18T03:24:57.876879] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-10-18T03:24:57.902726] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:57.903492] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-10-18T03:24:57.903548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:57.903582] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:57.903610] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:57.903689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:57.920896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:57.921527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:57.921609] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:57.921678] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:57.959454] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:57.959623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:57.959699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:57.959742] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:57.963152] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=28.04%) [2025-10-18T03:24:57.963421] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-10-18T03:24:57.963555] [INFO ] [sig ] ESTC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:58.103095] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ESTC.txt [2025-10-18T03:24:58.103321] [INFO ] [sig ] [630/2083] Completed ESTC in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:58.103364] [INFO ] [sig ] [631/2083] Forecasting ET... [2025-10-18T03:24:58.103395] [INFO ] [sig ] Generating forecast for: ET [2025-10-18T03:24:58.103428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'. [2025-10-18T03:24:58.113886] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ET'. [2025-10-18T03:24:58.114376] [INFO ] [FORECASTER] Starting predict_future for ET [2025-10-18T03:24:58.140236] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:58.141039] [DEBUG] [LOCAL ] No optimal features file found for ET: ./output/feature-sets/ET.txt [2025-10-18T03:24:58.141095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:58.141129] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:58.141157] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:58.141215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:58.158840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:58.159422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:58.159503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:58.159536] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:58.194691] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:58.194792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:58.194828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:58.194856] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:58.197932] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: DOWN (p=25.97%) [2025-10-18T03:24:58.198210] [INFO ] [FORECASTER] Completed predict_future for ET [2025-10-18T03:24:58.198339] [INFO ] [sig ] ET: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:58.344034] [INFO ] [LOCAL ] Saved forecast: ET 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ET.txt [2025-10-18T03:24:58.344286] [INFO ] [sig ] [631/2083] Completed ET in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:58.344329] [INFO ] [sig ] [632/2083] Forecasting ETB... [2025-10-18T03:24:58.344358] [INFO ] [sig ] Generating forecast for: ETB [2025-10-18T03:24:58.344389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'. [2025-10-18T03:24:58.353548] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETB'. [2025-10-18T03:24:58.353820] [INFO ] [FORECASTER] Starting predict_future for ETB [2025-10-18T03:24:58.379331] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:58.380071] [DEBUG] [LOCAL ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt [2025-10-18T03:24:58.380126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:58.380158] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:58.380186] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:58.380241] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:58.399942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:58.400999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:58.401094] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:58.401130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:58.436237] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:58.436342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:58.436399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:58.436430] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:58.439849] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=44.91%) [2025-10-18T03:24:58.440145] [INFO ] [FORECASTER] Completed predict_future for ETB [2025-10-18T03:24:58.440283] [INFO ] [sig ] ETB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:58.587490] [INFO ] [LOCAL ] Saved forecast: ETB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ETB.txt [2025-10-18T03:24:58.587720] [INFO ] [sig ] [632/2083] Completed ETB in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:58.587801] [INFO ] [sig ] [633/2083] Forecasting ETD... [2025-10-18T03:24:58.587839] [INFO ] [sig ] Generating forecast for: ETD [2025-10-18T03:24:58.587872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-10-18T03:24:58.597066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETD'. [2025-10-18T03:24:58.597337] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-10-18T03:24:58.623265] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:58.624135] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-10-18T03:24:58.624193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:58.624228] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:58.624255] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:58.624313] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:58.642156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:58.642794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:58.642878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:58.642913] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:58.682478] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:58.682636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:58.682721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:58.682757] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:58.686156] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=82.39%) [2025-10-18T03:24:58.686425] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-10-18T03:24:58.686695] [INFO ] [sig ] ETD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:58.827480] [INFO ] [LOCAL ] Saved forecast: ETD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ETD.txt [2025-10-18T03:24:58.827765] [INFO ] [sig ] [633/2083] Completed ETD in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:58.827831] [INFO ] [sig ] [634/2083] Forecasting ETG... [2025-10-18T03:24:58.827864] [INFO ] [sig ] Generating forecast for: ETG [2025-10-18T03:24:58.827897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-10-18T03:24:58.837836] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETG'. [2025-10-18T03:24:58.838176] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-10-18T03:24:58.863005] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:58.863785] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-10-18T03:24:58.863842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:58.863875] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:58.863903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:58.863975] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:58.880582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:58.881209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:58.881291] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:58.881326] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:58.927533] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:58.927691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:58.927765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:58.927814] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:58.931111] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=57.21%) [2025-10-18T03:24:58.931376] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-10-18T03:24:58.931548] [INFO ] [sig ] ETG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:24:59.069212] [INFO ] [LOCAL ] Saved forecast: ETG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ETG.txt [2025-10-18T03:24:59.069438] [INFO ] [sig ] [634/2083] Completed ETG in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:59.069479] [INFO ] [sig ] [635/2083] Forecasting ETJ... [2025-10-18T03:24:59.069510] [INFO ] [sig ] Generating forecast for: ETJ [2025-10-18T03:24:59.069541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-10-18T03:24:59.079796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETJ'. [2025-10-18T03:24:59.080142] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-10-18T03:24:59.105040] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:59.105716] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-10-18T03:24:59.105772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:59.105805] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:59.105831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:59.105888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:59.122573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:59.123127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:59.123208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:59.123241] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:59.160946] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:59.161092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:59.161131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:59.161160] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:59.164597] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=48.60%) [2025-10-18T03:24:59.164910] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-10-18T03:24:59.165063] [INFO ] [sig ] ETJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:59.309243] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ETJ.txt [2025-10-18T03:24:59.309433] [INFO ] [sig ] [635/2083] Completed ETJ in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:59.309473] [INFO ] [sig ] [636/2083] Forecasting ETN... [2025-10-18T03:24:59.309503] [INFO ] [sig ] Generating forecast for: ETN [2025-10-18T03:24:59.309533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-10-18T03:24:59.319599] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETN'. [2025-10-18T03:24:59.319969] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-10-18T03:24:59.346109] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:59.346893] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-10-18T03:24:59.346950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:59.346985] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:59.347013] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:59.347070] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:59.364834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:59.365372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:59.365455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:59.365489] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:59.408920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:59.409119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:59.409177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:59.409210] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:59.412920] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=40.02%) [2025-10-18T03:24:59.413201] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-10-18T03:24:59.413353] [INFO ] [sig ] ETN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:59.551042] [INFO ] [LOCAL ] Saved forecast: ETN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ETN.txt [2025-10-18T03:24:59.551272] [INFO ] [sig ] [636/2083] Completed ETN in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:59.551312] [INFO ] [sig ] [637/2083] Forecasting ETO... [2025-10-18T03:24:59.551340] [INFO ] [sig ] Generating forecast for: ETO [2025-10-18T03:24:59.551370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-10-18T03:24:59.560532] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETO'. [2025-10-18T03:24:59.560975] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-10-18T03:24:59.585597] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:59.586306] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-10-18T03:24:59.586361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:59.586393] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:59.586419] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:59.586476] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:59.603092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:59.603605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:59.603705] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:59.603751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:59.645407] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:59.645501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:59.645536] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:59.645564] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:59.648713] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=30.69%) [2025-10-18T03:24:59.648968] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-10-18T03:24:59.649097] [INFO ] [sig ] ETO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:24:59.785393] [INFO ] [LOCAL ] Saved forecast: ETO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ETO.txt [2025-10-18T03:24:59.785592] [INFO ] [sig ] [637/2083] Completed ETO in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:24:59.785637] [INFO ] [sig ] [638/2083] Forecasting ETR... [2025-10-18T03:24:59.785712] [INFO ] [sig ] Generating forecast for: ETR [2025-10-18T03:24:59.785796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETR' from 'https://tdm.silogroup.org/data/derivative_storage/ETR.csv'. [2025-10-18T03:24:59.795567] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETR'. [2025-10-18T03:24:59.795986] [INFO ] [FORECASTER] Starting predict_future for ETR [2025-10-18T03:24:59.821259] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:24:59.821971] [DEBUG] [LOCAL ] No optimal features file found for ETR: ./output/feature-sets/ETR.txt [2025-10-18T03:24:59.822026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:24:59.822058] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:24:59.822085] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:24:59.822143] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:24:59.838802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:24:59.839325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:24:59.839408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:24:59.839440] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:24:59.881491] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:24:59.881608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:24:59.881668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:24:59.881721] [INFO ] [FORECASTER] Training complete [2025-10-18T03:24:59.884885] [DEBUG] [FORECASTER] ETR: Forecast T+1@11:T+2@11: UP (p=79.08%) [2025-10-18T03:24:59.885143] [INFO ] [FORECASTER] Completed predict_future for ETR [2025-10-18T03:24:59.885278] [INFO ] [sig ] ETR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:00.025261] [INFO ] [LOCAL ] Saved forecast: ETR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ETR.txt [2025-10-18T03:25:00.025558] [INFO ] [sig ] [638/2083] Completed ETR in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:25:00.025601] [INFO ] [sig ] [639/2083] Forecasting ETSY... [2025-10-18T03:25:00.025631] [INFO ] [sig ] Generating forecast for: ETSY [2025-10-18T03:25:00.025703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'. [2025-10-18T03:25:00.035573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETSY'. [2025-10-18T03:25:00.035956] [INFO ] [FORECASTER] Starting predict_future for ETSY [2025-10-18T03:25:00.061177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:00.061957] [DEBUG] [LOCAL ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt [2025-10-18T03:25:00.062012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:00.062046] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:00.062074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:00.062136] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:00.078989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:00.079540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:00.079620] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:00.079687] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:00.122777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:00.122901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:00.122939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:00.122986] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:00.126167] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=3.68%) [2025-10-18T03:25:00.126426] [INFO ] [FORECASTER] Completed predict_future for ETSY [2025-10-18T03:25:00.126567] [INFO ] [sig ] ETSY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:00.265064] [INFO ] [LOCAL ] Saved forecast: ETSY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ETSY.txt [2025-10-18T03:25:00.265296] [INFO ] [sig ] [639/2083] Completed ETSY in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.9m [2025-10-18T03:25:00.265340] [INFO ] [sig ] [640/2083] Forecasting ETV... [2025-10-18T03:25:00.265369] [INFO ] [sig ] Generating forecast for: ETV [2025-10-18T03:25:00.265400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETV' from 'https://tdm.silogroup.org/data/derivative_storage/ETV.csv'. [2025-10-18T03:25:00.275682] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETV'. [2025-10-18T03:25:00.276023] [INFO ] [FORECASTER] Starting predict_future for ETV [2025-10-18T03:25:00.300872] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:00.301518] [DEBUG] [LOCAL ] No optimal features file found for ETV: ./output/feature-sets/ETV.txt [2025-10-18T03:25:00.301572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:00.301606] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:00.301633] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:00.301730] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:00.318383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:00.318962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:00.319049] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:00.319082] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:00.361074] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:00.361173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:00.361208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:00.361236] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:00.364255] [DEBUG] [FORECASTER] ETV: Forecast T+1@11:T+2@11: UP (p=69.90%) [2025-10-18T03:25:00.364504] [INFO ] [FORECASTER] Completed predict_future for ETV [2025-10-18T03:25:00.364636] [INFO ] [sig ] ETV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:00.501239] [INFO ] [LOCAL ] Saved forecast: ETV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ETV.txt [2025-10-18T03:25:00.501483] [INFO ] [sig ] [640/2083] Completed ETV in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:00.501523] [INFO ] [sig ] [641/2083] Forecasting ETW... [2025-10-18T03:25:00.501552] [INFO ] [sig ] Generating forecast for: ETW [2025-10-18T03:25:00.501583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'. [2025-10-18T03:25:00.511756] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETW'. [2025-10-18T03:25:00.512110] [INFO ] [FORECASTER] Starting predict_future for ETW [2025-10-18T03:25:00.537050] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:00.537843] [DEBUG] [LOCAL ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt [2025-10-18T03:25:00.537937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:00.537978] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:00.538007] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:00.538064] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:00.554879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:00.555576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:00.555686] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:00.555740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:00.598891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:00.598998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:00.599034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:00.599063] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:00.602189] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: DOWN (p=4.67%) [2025-10-18T03:25:00.602504] [INFO ] [FORECASTER] Completed predict_future for ETW [2025-10-18T03:25:00.602668] [INFO ] [sig ] ETW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:00.740877] [INFO ] [LOCAL ] Saved forecast: ETW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ETW.txt [2025-10-18T03:25:00.741115] [INFO ] [sig ] [641/2083] Completed ETW in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:00.741157] [INFO ] [sig ] [642/2083] Forecasting ETX... [2025-10-18T03:25:00.741187] [INFO ] [sig ] Generating forecast for: ETX [2025-10-18T03:25:00.741218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'. [2025-10-18T03:25:00.750832] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETX'. [2025-10-18T03:25:00.751091] [INFO ] [FORECASTER] Starting predict_future for ETX [2025-10-18T03:25:00.775885] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:00.776568] [DEBUG] [LOCAL ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt [2025-10-18T03:25:00.776624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:00.776703] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:00.776745] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:00.776805] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:00.794007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:00.794529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:00.794607] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:00.794660] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:00.837494] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:00.837579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:00.837614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:00.837665] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:00.840831] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=53.63%) [2025-10-18T03:25:00.841089] [INFO ] [FORECASTER] Completed predict_future for ETX [2025-10-18T03:25:00.841227] [INFO ] [sig ] ETX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:00.979214] [INFO ] [LOCAL ] Saved forecast: ETX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ETX.txt [2025-10-18T03:25:00.979441] [INFO ] [sig ] [642/2083] Completed ETX in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:00.979482] [INFO ] [sig ] [643/2083] Forecasting ETY... [2025-10-18T03:25:00.979512] [INFO ] [sig ] Generating forecast for: ETY [2025-10-18T03:25:00.979543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-10-18T03:25:00.989498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETY'. [2025-10-18T03:25:00.989854] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-10-18T03:25:01.014425] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:01.015198] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-10-18T03:25:01.015256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:01.015289] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:01.015317] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:01.015374] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:01.032623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:01.033361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:01.033449] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:01.033482] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:01.075725] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:01.075905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:01.075947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:01.075977] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:01.079702] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=76.95%) [2025-10-18T03:25:01.079973] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-10-18T03:25:01.080113] [INFO ] [sig ] ETY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:01.225172] [INFO ] [LOCAL ] Saved forecast: ETY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ETY.txt [2025-10-18T03:25:01.225427] [INFO ] [sig ] [643/2083] Completed ETY in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:01.225470] [INFO ] [sig ] [644/2083] Forecasting EVC... [2025-10-18T03:25:01.225500] [INFO ] [sig ] Generating forecast for: EVC [2025-10-18T03:25:01.225532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-10-18T03:25:01.238855] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVC'. [2025-10-18T03:25:01.239396] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-10-18T03:25:01.265827] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:01.266508] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-10-18T03:25:01.266562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:01.266594] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:01.266622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:01.266711] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:01.283986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:01.284509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:01.284624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:01.284705] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:01.335369] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:01.335485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:01.335522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:01.335550] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:01.338842] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=59.51%) [2025-10-18T03:25:01.339106] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-10-18T03:25:01.339244] [INFO ] [sig ] EVC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:01.477771] [INFO ] [LOCAL ] Saved forecast: EVC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EVC.txt [2025-10-18T03:25:01.478011] [INFO ] [sig ] [644/2083] Completed EVC in 0.3s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:01.478061] [INFO ] [sig ] [645/2083] Forecasting EVEX... [2025-10-18T03:25:01.478093] [INFO ] [sig ] Generating forecast for: EVEX [2025-10-18T03:25:01.478123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-10-18T03:25:01.488187] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVEX'. [2025-10-18T03:25:01.488575] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-10-18T03:25:01.513307] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:01.514047] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-10-18T03:25:01.514103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:01.514136] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:01.514164] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:01.514220] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:01.530959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:01.531534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:01.531613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:01.531673] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:01.579839] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:01.580028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:01.580073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:01.580106] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:01.584181] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=4.28%) [2025-10-18T03:25:01.584485] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-10-18T03:25:01.584672] [INFO ] [sig ] EVEX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:01.724248] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EVEX.txt [2025-10-18T03:25:01.724512] [INFO ] [sig ] [645/2083] Completed EVEX in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:01.724556] [INFO ] [sig ] [646/2083] Forecasting EVF... [2025-10-18T03:25:01.724586] [INFO ] [sig ] Generating forecast for: EVF [2025-10-18T03:25:01.724616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-10-18T03:25:01.734377] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVF'. [2025-10-18T03:25:01.734728] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-10-18T03:25:01.767223] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:01.768210] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-10-18T03:25:01.768273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:01.768309] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:01.768337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:01.768398] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:01.786530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:01.787499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:01.787585] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:01.787620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:01.838685] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:01.838874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:01.838917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:01.838968] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:01.842507] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=90.07%) [2025-10-18T03:25:01.842828] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-10-18T03:25:01.842982] [INFO ] [sig ] EVF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:01.983327] [INFO ] [LOCAL ] Saved forecast: EVF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EVF.txt [2025-10-18T03:25:01.983553] [INFO ] [sig ] [646/2083] Completed EVF in 0.3s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:01.983596] [INFO ] [sig ] [647/2083] Forecasting EVG... [2025-10-18T03:25:01.983628] [INFO ] [sig ] Generating forecast for: EVG [2025-10-18T03:25:01.983699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-10-18T03:25:01.993488] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVG'. [2025-10-18T03:25:01.993801] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-10-18T03:25:02.018594] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:02.019341] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-10-18T03:25:02.019396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:02.019429] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:02.019457] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:02.019513] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:02.036392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:02.036956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:02.037038] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:02.037071] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:02.083696] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:02.083840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:02.083880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:02.083909] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:02.090359] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=76.90%) [2025-10-18T03:25:02.090620] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-10-18T03:25:02.090796] [INFO ] [sig ] EVG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:02.229429] [INFO ] [LOCAL ] Saved forecast: EVG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EVG.txt [2025-10-18T03:25:02.229701] [INFO ] [sig ] [647/2083] Completed EVG in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:02.229762] [INFO ] [sig ] [648/2083] Forecasting EVH... [2025-10-18T03:25:02.229795] [INFO ] [sig ] Generating forecast for: EVH [2025-10-18T03:25:02.229826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-10-18T03:25:02.239514] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVH'. [2025-10-18T03:25:02.239891] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-10-18T03:25:02.264612] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:02.265515] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-10-18T03:25:02.265570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:02.265603] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:02.265631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:02.265728] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:02.282366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:02.283032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:02.283115] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:02.283148] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:02.331285] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:02.331430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:02.331469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:02.331497] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:02.334892] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-10-18T03:25:02.335184] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-10-18T03:25:02.335338] [INFO ] [sig ] EVH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:02.472358] [INFO ] [LOCAL ] Saved forecast: EVH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EVH.txt [2025-10-18T03:25:02.472633] [INFO ] [sig ] [648/2083] Completed EVH in 0.2s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:02.472861] [INFO ] [sig ] [649/2083] Forecasting EVN... [2025-10-18T03:25:02.472901] [INFO ] [sig ] Generating forecast for: EVN [2025-10-18T03:25:02.472934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'. [2025-10-18T03:25:02.483333] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVN'. [2025-10-18T03:25:02.483628] [INFO ] [FORECASTER] Starting predict_future for EVN [2025-10-18T03:25:02.508421] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:02.509212] [DEBUG] [LOCAL ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt [2025-10-18T03:25:02.509267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:02.509301] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:02.509330] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:02.509388] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:02.526703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:02.527318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:02.527403] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:02.527437] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:02.578171] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:02.578350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:02.578392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:02.578421] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:02.581916] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=15.45%) [2025-10-18T03:25:02.582186] [INFO ] [FORECASTER] Completed predict_future for EVN [2025-10-18T03:25:02.582334] [INFO ] [sig ] EVN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:02.724378] [INFO ] [LOCAL ] Saved forecast: EVN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EVN.txt [2025-10-18T03:25:02.724594] [INFO ] [sig ] [649/2083] Completed EVN in 0.3s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:02.724636] [INFO ] [sig ] [650/2083] Forecasting EVR... [2025-10-18T03:25:02.724713] [INFO ] [sig ] Generating forecast for: EVR [2025-10-18T03:25:02.724751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'. [2025-10-18T03:25:02.738094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVR'. [2025-10-18T03:25:02.738903] [INFO ] [FORECASTER] Starting predict_future for EVR [2025-10-18T03:25:02.773745] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:02.774933] [DEBUG] [LOCAL ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt [2025-10-18T03:25:02.775012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:02.775049] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:02.775079] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:02.775139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:02.794340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:02.795518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:02.795694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:02.795748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:02.845332] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:02.845589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:02.845637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:02.845721] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:02.850308] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: UP (p=63.33%) [2025-10-18T03:25:02.850788] [INFO ] [FORECASTER] Completed predict_future for EVR [2025-10-18T03:25:02.850965] [INFO ] [sig ] EVR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:03.009369] [INFO ] [LOCAL ] Saved forecast: EVR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EVR.txt [2025-10-18T03:25:03.009721] [INFO ] [sig ] [650/2083] Completed EVR in 0.3s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:03.009829] [INFO ] [sig ] [651/2083] Forecasting EVT... [2025-10-18T03:25:03.009869] [INFO ] [sig ] Generating forecast for: EVT [2025-10-18T03:25:03.009904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVT' from 'https://tdm.silogroup.org/data/derivative_storage/EVT.csv'. [2025-10-18T03:25:03.021470] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVT'. [2025-10-18T03:25:03.022036] [INFO ] [FORECASTER] Starting predict_future for EVT [2025-10-18T03:25:03.050171] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:03.051120] [DEBUG] [LOCAL ] No optimal features file found for EVT: ./output/feature-sets/EVT.txt [2025-10-18T03:25:03.051182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:03.051218] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:03.051246] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:03.051305] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:03.069428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:03.070270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:03.070372] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:03.070407] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:03.118275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:03.118478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:03.118524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:03.118555] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:03.122440] [DEBUG] [FORECASTER] EVT: Forecast T+1@11:T+2@11: DOWN (p=36.91%) [2025-10-18T03:25:03.122784] [INFO ] [FORECASTER] Completed predict_future for EVT [2025-10-18T03:25:03.122954] [INFO ] [sig ] EVT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:03.263117] [INFO ] [LOCAL ] Saved forecast: EVT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EVT.txt [2025-10-18T03:25:03.263379] [INFO ] [sig ] [651/2083] Completed EVT in 0.3s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:03.263422] [INFO ] [sig ] [652/2083] Forecasting EVTC... [2025-10-18T03:25:03.263460] [INFO ] [sig ] Generating forecast for: EVTC [2025-10-18T03:25:03.263494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-10-18T03:25:03.275094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVTC'. [2025-10-18T03:25:03.275586] [INFO ] [FORECASTER] Starting predict_future for EVTC [2025-10-18T03:25:03.303153] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:03.304043] [DEBUG] [LOCAL ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt [2025-10-18T03:25:03.304103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:03.304147] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:03.304179] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:03.304240] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:03.322406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:03.323130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:03.323222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:03.323259] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:03.372122] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:03.372372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:03.372419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:03.372450] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:03.376797] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=15.16%) [2025-10-18T03:25:03.377124] [INFO ] [FORECASTER] Completed predict_future for EVTC [2025-10-18T03:25:03.377289] [INFO ] [sig ] EVTC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:03.528409] [INFO ] [LOCAL ] Saved forecast: EVTC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EVTC.txt [2025-10-18T03:25:03.528845] [INFO ] [sig ] [652/2083] Completed EVTC in 0.3s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:03.528912] [INFO ] [sig ] [653/2083] Forecasting EVTL... [2025-10-18T03:25:03.528950] [INFO ] [sig ] Generating forecast for: EVTL [2025-10-18T03:25:03.528995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-10-18T03:25:03.539888] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVTL'. [2025-10-18T03:25:03.540331] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-10-18T03:25:03.568176] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:03.569151] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-10-18T03:25:03.569210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:03.569247] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:03.569276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:03.569337] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:03.587362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:03.588535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:03.588698] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:03.588753] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:03.640438] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:03.640711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:03.640774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:03.640808] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:03.644831] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=67.33%) [2025-10-18T03:25:03.645128] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-10-18T03:25:03.645271] [INFO ] [sig ] EVTL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:03.793153] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EVTL.txt [2025-10-18T03:25:03.793488] [INFO ] [sig ] [653/2083] Completed EVTL in 0.3s | 4.11 sym/s | Total: 2.6m | ETA: 5.8m [2025-10-18T03:25:03.793535] [INFO ] [sig ] [654/2083] Forecasting EVTR... [2025-10-18T03:25:03.793567] [INFO ] [sig ] Generating forecast for: EVTR [2025-10-18T03:25:03.793602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'. [2025-10-18T03:25:03.804864] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVTR'. [2025-10-18T03:25:03.805341] [INFO ] [FORECASTER] Starting predict_future for EVTR [2025-10-18T03:25:03.831049] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:03.831821] [DEBUG] [LOCAL ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt [2025-10-18T03:25:03.831878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:03.831912] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:03.831940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:03.832011] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:03.848784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:03.849414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:03.849503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:03.849537] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:03.894764] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:03.894913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:03.894952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:03.894981] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:03.898460] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: UP (p=94.82%) [2025-10-18T03:25:03.898792] [INFO ] [FORECASTER] Completed predict_future for EVTR [2025-10-18T03:25:03.898955] [INFO ] [sig ] EVTR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:04.045226] [INFO ] [LOCAL ] Saved forecast: EVTR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EVTR.txt [2025-10-18T03:25:04.045506] [INFO ] [sig ] [654/2083] Completed EVTR in 0.3s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:04.045549] [INFO ] [sig ] [655/2083] Forecasting EW... [2025-10-18T03:25:04.045581] [INFO ] [sig ] Generating forecast for: EW [2025-10-18T03:25:04.045612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EW' from 'https://tdm.silogroup.org/data/derivative_storage/EW.csv'. [2025-10-18T03:25:04.055876] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EW'. [2025-10-18T03:25:04.056225] [INFO ] [FORECASTER] Starting predict_future for EW [2025-10-18T03:25:04.086910] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:04.087787] [DEBUG] [LOCAL ] No optimal features file found for EW: ./output/feature-sets/EW.txt [2025-10-18T03:25:04.087847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:04.087882] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:04.087911] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:04.087983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:04.105545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:04.106369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:04.106460] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:04.106495] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:04.149803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:04.149987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:04.150028] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:04.150058] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:04.153664] [DEBUG] [FORECASTER] EW: Forecast T+1@11:T+2@11: UP (p=94.83%) [2025-10-18T03:25:04.153957] [INFO ] [FORECASTER] Completed predict_future for EW [2025-10-18T03:25:04.154102] [INFO ] [sig ] EW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:04.306432] [INFO ] [LOCAL ] Saved forecast: EW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EW.txt [2025-10-18T03:25:04.306844] [INFO ] [sig ] [655/2083] Completed EW in 0.3s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:04.306925] [INFO ] [sig ] [656/2083] Forecasting EXG... [2025-10-18T03:25:04.306979] [INFO ] [sig ] Generating forecast for: EXG [2025-10-18T03:25:04.307046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-10-18T03:25:04.317420] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXG'. [2025-10-18T03:25:04.317817] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-10-18T03:25:04.343516] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:04.344270] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-10-18T03:25:04.344326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:04.344360] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:04.344390] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:04.344448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:04.362078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:04.362729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:04.362815] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:04.362851] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:04.406675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:04.406832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:04.406872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:04.406904] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:04.410538] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=30.31%) [2025-10-18T03:25:04.410852] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-10-18T03:25:04.410998] [INFO ] [sig ] EXG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:04.557151] [INFO ] [LOCAL ] Saved forecast: EXG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EXG.txt [2025-10-18T03:25:04.557411] [INFO ] [sig ] [656/2083] Completed EXG in 0.3s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:04.557470] [INFO ] [sig ] [657/2083] Forecasting EXK... [2025-10-18T03:25:04.557503] [INFO ] [sig ] Generating forecast for: EXK [2025-10-18T03:25:04.557534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-10-18T03:25:04.567443] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXK'. [2025-10-18T03:25:04.567774] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-10-18T03:25:04.593037] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:04.593790] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-10-18T03:25:04.593847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:04.593881] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:04.593909] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:04.594014] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:04.611145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:04.611775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:04.611865] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:04.611899] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:04.653074] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:04.653181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:04.653219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:04.653249] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:04.656491] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=8.03%) [2025-10-18T03:25:04.656803] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-10-18T03:25:04.656945] [INFO ] [sig ] EXK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:04.795492] [INFO ] [LOCAL ] Saved forecast: EXK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EXK.txt [2025-10-18T03:25:04.795703] [INFO ] [sig ] [657/2083] Completed EXK in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:04.795761] [INFO ] [sig ] [658/2083] Forecasting EXP... [2025-10-18T03:25:04.795794] [INFO ] [sig ] Generating forecast for: EXP [2025-10-18T03:25:04.795825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'. [2025-10-18T03:25:04.805136] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXP'. [2025-10-18T03:25:04.805399] [INFO ] [FORECASTER] Starting predict_future for EXP [2025-10-18T03:25:04.830763] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:04.831524] [DEBUG] [LOCAL ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt [2025-10-18T03:25:04.831580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:04.831614] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:04.831667] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:04.831751] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:04.848923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:04.849454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:04.849533] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:04.849568] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:04.891886] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:04.891977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:04.892015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:04.892044] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:04.895154] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=21.71%) [2025-10-18T03:25:04.895412] [INFO ] [FORECASTER] Completed predict_future for EXP [2025-10-18T03:25:04.895551] [INFO ] [sig ] EXP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:05.036226] [INFO ] [LOCAL ] Saved forecast: EXP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/EXP.txt [2025-10-18T03:25:05.036432] [INFO ] [sig ] [658/2083] Completed EXP in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:05.036474] [INFO ] [sig ] [659/2083] Forecasting EXPD... [2025-10-18T03:25:05.036511] [INFO ] [sig ] Generating forecast for: EXPD [2025-10-18T03:25:05.036543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'. [2025-10-18T03:25:05.046493] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXPD'. [2025-10-18T03:25:05.046775] [INFO ] [FORECASTER] Starting predict_future for EXPD [2025-10-18T03:25:05.071485] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:05.072177] [DEBUG] [LOCAL ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt [2025-10-18T03:25:05.072231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:05.072265] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:05.072292] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:05.072349] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:05.089128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:05.089661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:05.089749] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:05.089782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:05.129984] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:05.130066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:05.130107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:05.130141] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:05.133148] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=77.18%) [2025-10-18T03:25:05.133400] [INFO ] [FORECASTER] Completed predict_future for EXPD [2025-10-18T03:25:05.133531] [INFO ] [sig ] EXPD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:05.274356] [INFO ] [LOCAL ] Saved forecast: EXPD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EXPD.txt [2025-10-18T03:25:05.274613] [INFO ] [sig ] [659/2083] Completed EXPD in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:05.274715] [INFO ] [sig ] [660/2083] Forecasting EXR... [2025-10-18T03:25:05.274771] [INFO ] [sig ] Generating forecast for: EXR [2025-10-18T03:25:05.274808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'. [2025-10-18T03:25:05.284714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXR'. [2025-10-18T03:25:05.285063] [INFO ] [FORECASTER] Starting predict_future for EXR [2025-10-18T03:25:05.311698] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:05.312568] [DEBUG] [LOCAL ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt [2025-10-18T03:25:05.312626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:05.312697] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:05.312739] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:05.312798] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:05.330126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:05.330787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:05.330873] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:05.330909] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:05.373222] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:05.373312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:05.373408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:05.373447] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:05.377805] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: UP (p=55.22%) [2025-10-18T03:25:05.378082] [INFO ] [FORECASTER] Completed predict_future for EXR [2025-10-18T03:25:05.378226] [INFO ] [sig ] EXR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:05.518801] [INFO ] [LOCAL ] Saved forecast: EXR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/EXR.txt [2025-10-18T03:25:05.519074] [INFO ] [sig ] [660/2083] Completed EXR in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:05.519118] [INFO ] [sig ] [661/2083] Forecasting F... [2025-10-18T03:25:05.519149] [INFO ] [sig ] Generating forecast for: F [2025-10-18T03:25:05.519180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-10-18T03:25:05.529445] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'F'. [2025-10-18T03:25:05.529800] [INFO ] [FORECASTER] Starting predict_future for F [2025-10-18T03:25:05.554866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:05.555617] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-10-18T03:25:05.555696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:05.555740] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:05.555770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:05.555827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:05.572996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:05.573796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:05.573884] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:05.573920] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:05.616155] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:05.616329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:05.616373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:05.616405] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:05.620154] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=87.95%) [2025-10-18T03:25:05.620461] [INFO ] [FORECASTER] Completed predict_future for F [2025-10-18T03:25:05.620606] [INFO ] [sig ] F: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:05.762057] [INFO ] [LOCAL ] Saved forecast: F 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/F.txt [2025-10-18T03:25:05.762259] [INFO ] [sig ] [661/2083] Completed F in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:05.762301] [INFO ] [sig ] [662/2083] Forecasting FAF... [2025-10-18T03:25:05.762331] [INFO ] [sig ] Generating forecast for: FAF [2025-10-18T03:25:05.762362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-10-18T03:25:05.771272] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FAF'. [2025-10-18T03:25:05.771538] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-10-18T03:25:05.797317] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:05.798155] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-10-18T03:25:05.798212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:05.798248] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:05.798278] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:05.798336] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:05.816327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:05.816996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:05.817099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:05.817134] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:05.850764] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:05.850852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:05.850923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:05.850974] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:05.853930] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=15.76%) [2025-10-18T03:25:05.854186] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-10-18T03:25:05.854309] [INFO ] [sig ] FAF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:05.998550] [INFO ] [LOCAL ] Saved forecast: FAF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FAF.txt [2025-10-18T03:25:05.998852] [INFO ] [sig ] [662/2083] Completed FAF in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:05.998923] [INFO ] [sig ] [663/2083] Forecasting FBIN... [2025-10-18T03:25:05.998976] [INFO ] [sig ] Generating forecast for: FBIN [2025-10-18T03:25:05.999012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-10-18T03:25:06.010233] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBIN'. [2025-10-18T03:25:06.010561] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-10-18T03:25:06.038094] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:06.038910] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-10-18T03:25:06.038966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:06.039001] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:06.039031] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:06.039103] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:06.056247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:06.057010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:06.057112] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:06.057168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:06.100869] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:06.101020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:06.101060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:06.101090] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:06.104597] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=27.71%) [2025-10-18T03:25:06.104908] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-10-18T03:25:06.105053] [INFO ] [sig ] FBIN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:06.246613] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FBIN.txt [2025-10-18T03:25:06.246956] [INFO ] [sig ] [663/2083] Completed FBIN in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:06.247006] [INFO ] [sig ] [664/2083] Forecasting FBK... [2025-10-18T03:25:06.247039] [INFO ] [sig ] Generating forecast for: FBK [2025-10-18T03:25:06.247071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-10-18T03:25:06.257528] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBK'. [2025-10-18T03:25:06.257996] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-10-18T03:25:06.284351] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:06.285126] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-10-18T03:25:06.285199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:06.285236] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:06.285266] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:06.285330] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:06.302380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:06.302947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:06.303029] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:06.303064] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:06.348536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:06.348685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:06.348740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:06.348771] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:06.351949] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=22.16%) [2025-10-18T03:25:06.352211] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-10-18T03:25:06.352347] [INFO ] [sig ] FBK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:06.490634] [INFO ] [LOCAL ] Saved forecast: FBK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FBK.txt [2025-10-18T03:25:06.490917] [INFO ] [sig ] [664/2083] Completed FBK in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:06.490961] [INFO ] [sig ] [665/2083] Forecasting FBP... [2025-10-18T03:25:06.490991] [INFO ] [sig ] Generating forecast for: FBP [2025-10-18T03:25:06.491021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-10-18T03:25:06.500524] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBP'. [2025-10-18T03:25:06.500823] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-10-18T03:25:06.525483] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:06.526173] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-10-18T03:25:06.526227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:06.526260] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:06.526287] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:06.526343] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:06.543020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:06.543535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:06.543618] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:06.543679] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:06.586701] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:06.586778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:06.586813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:06.586841] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:06.589884] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=8.03%) [2025-10-18T03:25:06.590139] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-10-18T03:25:06.590275] [INFO ] [sig ] FBP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:06.731379] [INFO ] [LOCAL ] Saved forecast: FBP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FBP.txt [2025-10-18T03:25:06.731676] [INFO ] [sig ] [665/2083] Completed FBP in 0.2s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:06.731737] [INFO ] [sig ] [666/2083] Forecasting FBRT... [2025-10-18T03:25:06.731770] [INFO ] [sig ] Generating forecast for: FBRT [2025-10-18T03:25:06.731824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'. [2025-10-18T03:25:06.742339] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBRT'. [2025-10-18T03:25:06.742613] [INFO ] [FORECASTER] Starting predict_future for FBRT [2025-10-18T03:25:06.767500] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:06.768227] [DEBUG] [LOCAL ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt [2025-10-18T03:25:06.768281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:06.768313] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:06.768340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:06.768396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:06.785053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:06.785600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:06.785712] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:06.785765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:06.827525] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:06.827605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:06.827640] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:06.827714] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:06.830800] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=18.33%) [2025-10-18T03:25:06.831045] [INFO ] [FORECASTER] Completed predict_future for FBRT [2025-10-18T03:25:06.831178] [INFO ] [sig ] FBRT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:07.031797] [INFO ] [LOCAL ] Saved forecast: FBRT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FBRT.txt [2025-10-18T03:25:07.031989] [INFO ] [sig ] [666/2083] Completed FBRT in 0.3s | 4.11 sym/s | Total: 2.7m | ETA: 5.8m [2025-10-18T03:25:07.032031] [INFO ] [sig ] [667/2083] Forecasting FC... [2025-10-18T03:25:07.032063] [INFO ] [sig ] Generating forecast for: FC [2025-10-18T03:25:07.032094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-10-18T03:25:07.043710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FC'. [2025-10-18T03:25:07.044274] [INFO ] [FORECASTER] Starting predict_future for FC [2025-10-18T03:25:07.072547] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:07.073497] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-10-18T03:25:07.073556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:07.073595] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:07.073624] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:07.073720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:07.091458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:07.092321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:07.092422] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:07.092459] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:07.138612] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:07.138894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:07.138946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:07.138980] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:07.143273] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=64.16%) [2025-10-18T03:25:07.143682] [INFO ] [FORECASTER] Completed predict_future for FC [2025-10-18T03:25:07.143863] [INFO ] [sig ] FC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:07.302322] [INFO ] [LOCAL ] Saved forecast: FC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FC.txt [2025-10-18T03:25:07.302666] [INFO ] [sig ] [667/2083] Completed FC in 0.3s | 4.11 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:07.302731] [INFO ] [sig ] [668/2083] Forecasting FCF... [2025-10-18T03:25:07.302766] [INFO ] [sig ] Generating forecast for: FCF [2025-10-18T03:25:07.302801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-10-18T03:25:07.313208] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCF'. [2025-10-18T03:25:07.313526] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-10-18T03:25:07.342846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:07.343583] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-10-18T03:25:07.343661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:07.343720] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:07.343752] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:07.343810] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:07.360502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:07.361149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:07.361247] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:07.361281] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:07.397712] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:07.397891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:07.397936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:07.397965] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:07.401408] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=5.37%) [2025-10-18T03:25:07.401725] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-10-18T03:25:07.401883] [INFO ] [sig ] FCF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:07.557945] [INFO ] [LOCAL ] Saved forecast: FCF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FCF.txt [2025-10-18T03:25:07.558388] [INFO ] [sig ] [668/2083] Completed FCF in 0.3s | 4.11 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:07.558456] [INFO ] [sig ] [669/2083] Forecasting FCN... [2025-10-18T03:25:07.558492] [INFO ] [sig ] Generating forecast for: FCN [2025-10-18T03:25:07.558528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-10-18T03:25:07.571318] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCN'. [2025-10-18T03:25:07.572098] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-10-18T03:25:07.606556] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:07.607580] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-10-18T03:25:07.607669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:07.607729] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:07.607812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:07.607892] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:07.628304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:07.629427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:07.629530] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:07.629605] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:07.679239] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:07.679587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:07.679674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:07.679745] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:07.684357] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=39.43%) [2025-10-18T03:25:07.684899] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-10-18T03:25:07.685079] [INFO ] [sig ] FCN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:07.831331] [INFO ] [LOCAL ] Saved forecast: FCN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FCN.txt [2025-10-18T03:25:07.831676] [INFO ] [sig ] [669/2083] Completed FCN in 0.3s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:07.831739] [INFO ] [sig ] [670/2083] Forecasting FCPT... [2025-10-18T03:25:07.831772] [INFO ] [sig ] Generating forecast for: FCPT [2025-10-18T03:25:07.831805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'. [2025-10-18T03:25:07.842771] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCPT'. [2025-10-18T03:25:07.843224] [INFO ] [FORECASTER] Starting predict_future for FCPT [2025-10-18T03:25:07.869117] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:07.869922] [DEBUG] [LOCAL ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt [2025-10-18T03:25:07.869978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:07.870013] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:07.870103] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:07.870174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:07.888228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:07.889106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:07.889208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:07.889245] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:07.934845] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:07.935102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:07.935148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:07.935179] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:07.939372] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: UP (p=53.37%) [2025-10-18T03:25:07.939802] [INFO ] [FORECASTER] Completed predict_future for FCPT [2025-10-18T03:25:07.939974] [INFO ] [sig ] FCPT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:08.090334] [INFO ] [LOCAL ] Saved forecast: FCPT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FCPT.txt [2025-10-18T03:25:08.090718] [INFO ] [sig ] [670/2083] Completed FCPT in 0.3s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:08.090781] [INFO ] [sig ] [671/2083] Forecasting FCT... [2025-10-18T03:25:08.090816] [INFO ] [sig ] Generating forecast for: FCT [2025-10-18T03:25:08.090848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'. [2025-10-18T03:25:08.101698] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCT'. [2025-10-18T03:25:08.102218] [INFO ] [FORECASTER] Starting predict_future for FCT [2025-10-18T03:25:08.128907] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:08.129804] [DEBUG] [LOCAL ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt [2025-10-18T03:25:08.129904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:08.129958] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:08.129989] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:08.130048] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:08.147280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:08.148275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:08.148371] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:08.148407] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:08.194457] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:08.194730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:08.194793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:08.194828] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:08.199136] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=98.44%) [2025-10-18T03:25:08.199474] [INFO ] [FORECASTER] Completed predict_future for FCT [2025-10-18T03:25:08.199774] [INFO ] [sig ] FCT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:08.356344] [INFO ] [LOCAL ] Saved forecast: FCT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FCT.txt [2025-10-18T03:25:08.356660] [INFO ] [sig ] [671/2083] Completed FCT in 0.3s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:08.356724] [INFO ] [sig ] [672/2083] Forecasting FCX... [2025-10-18T03:25:08.356759] [INFO ] [sig ] Generating forecast for: FCX [2025-10-18T03:25:08.356793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-10-18T03:25:08.367595] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCX'. [2025-10-18T03:25:08.368129] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-10-18T03:25:08.394326] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:08.395177] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-10-18T03:25:08.395236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:08.395272] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:08.395301] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:08.395362] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:08.413052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:08.413833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:08.413930] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:08.413966] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:08.459609] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:08.459845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:08.459894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:08.459924] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:08.463614] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=43.09%) [2025-10-18T03:25:08.463941] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-10-18T03:25:08.464089] [INFO ] [sig ] FCX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:08.619012] [INFO ] [LOCAL ] Saved forecast: FCX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FCX.txt [2025-10-18T03:25:08.619422] [INFO ] [sig ] [672/2083] Completed FCX in 0.3s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:08.619469] [INFO ] [sig ] [673/2083] Forecasting FDP... [2025-10-18T03:25:08.619501] [INFO ] [sig ] Generating forecast for: FDP [2025-10-18T03:25:08.619534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-10-18T03:25:08.630529] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FDP'. [2025-10-18T03:25:08.631012] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-10-18T03:25:08.659404] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:08.660288] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-10-18T03:25:08.660346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:08.660380] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:08.660408] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:08.660466] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:08.677983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:08.678892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:08.678989] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:08.679022] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:08.729418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:08.730099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:08.730162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:08.730195] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:08.734550] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: DOWN (p=39.48%) [2025-10-18T03:25:08.734912] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-10-18T03:25:08.735082] [INFO ] [sig ] FDP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:08.887190] [INFO ] [LOCAL ] Saved forecast: FDP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FDP.txt [2025-10-18T03:25:08.887526] [INFO ] [sig ] [673/2083] Completed FDP in 0.3s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:08.887571] [INFO ] [sig ] [674/2083] Forecasting FDS... [2025-10-18T03:25:08.887602] [INFO ] [sig ] Generating forecast for: FDS [2025-10-18T03:25:08.887635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-10-18T03:25:08.898789] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FDS'. [2025-10-18T03:25:08.899171] [INFO ] [FORECASTER] Starting predict_future for FDS [2025-10-18T03:25:08.924194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:08.924989] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-10-18T03:25:08.925045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:08.925079] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:08.925107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:08.925165] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:08.941894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:08.942740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:08.942834] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:08.942868] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:08.988530] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:08.988718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:08.988772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:08.988803] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:08.992166] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=14.65%) [2025-10-18T03:25:08.992447] [INFO ] [FORECASTER] Completed predict_future for FDS [2025-10-18T03:25:08.992608] [INFO ] [sig ] FDS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:09.129187] [INFO ] [LOCAL ] Saved forecast: FDS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FDS.txt [2025-10-18T03:25:09.129450] [INFO ] [sig ] [674/2083] Completed FDS in 0.2s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:09.129494] [INFO ] [sig ] [675/2083] Forecasting FDX... [2025-10-18T03:25:09.129524] [INFO ] [sig ] Generating forecast for: FDX [2025-10-18T03:25:09.129555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-10-18T03:25:09.139888] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FDX'. [2025-10-18T03:25:09.140225] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-10-18T03:25:09.164934] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:09.165667] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-10-18T03:25:09.165727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:09.165761] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:09.165788] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:09.165843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:09.182433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:09.183006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:09.183087] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:09.183120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:09.224983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:09.225103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:09.225140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:09.225169] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:09.228371] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=5.64%) [2025-10-18T03:25:09.228637] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-10-18T03:25:09.228808] [INFO ] [sig ] FDX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:09.364490] [INFO ] [LOCAL ] Saved forecast: FDX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FDX.txt [2025-10-18T03:25:09.364733] [INFO ] [sig ] [675/2083] Completed FDX in 0.2s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:09.364792] [INFO ] [sig ] [676/2083] Forecasting FE... [2025-10-18T03:25:09.364823] [INFO ] [sig ] Generating forecast for: FE [2025-10-18T03:25:09.364854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-10-18T03:25:09.374007] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FE'. [2025-10-18T03:25:09.374288] [INFO ] [FORECASTER] Starting predict_future for FE [2025-10-18T03:25:09.398850] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:09.399515] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-10-18T03:25:09.399568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:09.399601] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:09.399628] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:09.399719] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:09.416285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:09.416848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:09.416928] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:09.416961] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:09.461179] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:09.461325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:09.461377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:09.461408] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:09.464739] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: DOWN (p=3.36%) [2025-10-18T03:25:09.465063] [INFO ] [FORECASTER] Completed predict_future for FE [2025-10-18T03:25:09.465216] [INFO ] [sig ] FE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:09.604481] [INFO ] [LOCAL ] Saved forecast: FE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FE.txt [2025-10-18T03:25:09.604776] [INFO ] [sig ] [676/2083] Completed FE in 0.2s | 4.10 sym/s | Total: 2.7m | ETA: 5.7m [2025-10-18T03:25:09.604838] [INFO ] [sig ] [677/2083] Forecasting FERG... [2025-10-18T03:25:09.604871] [INFO ] [sig ] Generating forecast for: FERG [2025-10-18T03:25:09.604903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-10-18T03:25:09.615081] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FERG'. [2025-10-18T03:25:09.615361] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-10-18T03:25:09.640898] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:09.641568] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-10-18T03:25:09.641622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:09.641689] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:09.641732] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:09.641792] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:09.659362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:09.659942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:09.660025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:09.660060] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:09.703934] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:09.704125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:09.704169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:09.704200] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:09.707852] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=15.55%) [2025-10-18T03:25:09.708134] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-10-18T03:25:09.708275] [INFO ] [sig ] FERG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:09.849244] [INFO ] [LOCAL ] Saved forecast: FERG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FERG.txt [2025-10-18T03:25:09.849513] [INFO ] [sig ] [677/2083] Completed FERG in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:09.849555] [INFO ] [sig ] [678/2083] Forecasting FET... [2025-10-18T03:25:09.849585] [INFO ] [sig ] Generating forecast for: FET [2025-10-18T03:25:09.849615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'. [2025-10-18T03:25:09.859152] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FET'. [2025-10-18T03:25:09.859448] [INFO ] [FORECASTER] Starting predict_future for FET [2025-10-18T03:25:09.884309] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:09.885022] [DEBUG] [LOCAL ] No optimal features file found for FET: ./output/feature-sets/FET.txt [2025-10-18T03:25:09.885077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:09.885127] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:09.885156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:09.885214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:09.902632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:09.903215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:09.903294] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:09.903329] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:09.944048] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:09.944140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:09.944174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:09.944202] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:09.947251] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: UP (p=55.50%) [2025-10-18T03:25:09.947504] [INFO ] [FORECASTER] Completed predict_future for FET [2025-10-18T03:25:09.947660] [INFO ] [sig ] FET: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:10.084988] [INFO ] [LOCAL ] Saved forecast: FET 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FET.txt [2025-10-18T03:25:10.085253] [INFO ] [sig ] [678/2083] Completed FET in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:10.085296] [INFO ] [sig ] [679/2083] Forecasting FF... [2025-10-18T03:25:10.085327] [INFO ] [sig ] Generating forecast for: FF [2025-10-18T03:25:10.085358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-10-18T03:25:10.095272] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FF'. [2025-10-18T03:25:10.095613] [INFO ] [FORECASTER] Starting predict_future for FF [2025-10-18T03:25:10.121694] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:10.122514] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-10-18T03:25:10.122570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:10.122603] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:10.122632] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:10.122729] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:10.139633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:10.140286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:10.140373] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:10.140408] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:10.181719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:10.181824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:10.181861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:10.181889] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:10.185034] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=12.09%) [2025-10-18T03:25:10.185303] [INFO ] [FORECASTER] Completed predict_future for FF [2025-10-18T03:25:10.185441] [INFO ] [sig ] FF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:10.326448] [INFO ] [LOCAL ] Saved forecast: FF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FF.txt [2025-10-18T03:25:10.326742] [INFO ] [sig ] [679/2083] Completed FF in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:10.326805] [INFO ] [sig ] [680/2083] Forecasting FFA... [2025-10-18T03:25:10.326838] [INFO ] [sig ] Generating forecast for: FFA [2025-10-18T03:25:10.326869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-10-18T03:25:10.336464] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FFA'. [2025-10-18T03:25:10.336815] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-10-18T03:25:10.361757] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:10.362526] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-10-18T03:25:10.362582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:10.362616] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:10.362670] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:10.362750] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:10.379526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:10.380188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:10.380271] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:10.380304] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:10.422522] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:10.422684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:10.422739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:10.422770] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:10.426062] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=76.08%) [2025-10-18T03:25:10.426329] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-10-18T03:25:10.426469] [INFO ] [sig ] FFA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:10.563492] [INFO ] [LOCAL ] Saved forecast: FFA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FFA.txt [2025-10-18T03:25:10.563727] [INFO ] [sig ] [680/2083] Completed FFA in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:10.563786] [INFO ] [sig ] [681/2083] Forecasting FFC... [2025-10-18T03:25:10.563819] [INFO ] [sig ] Generating forecast for: FFC [2025-10-18T03:25:10.563850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-10-18T03:25:10.573271] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FFC'. [2025-10-18T03:25:10.573567] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-10-18T03:25:10.598511] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:10.599229] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-10-18T03:25:10.599283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:10.599316] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:10.599344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:10.599401] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:10.616214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:10.616787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:10.616867] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:10.616900] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:10.658028] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:10.658128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:10.658164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:10.658193] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:10.661283] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=49.78%) [2025-10-18T03:25:10.661537] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-10-18T03:25:10.661701] [INFO ] [sig ] FFC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:10.797558] [INFO ] [LOCAL ] Saved forecast: FFC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FFC.txt [2025-10-18T03:25:10.797821] [INFO ] [sig ] [681/2083] Completed FFC in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:10.797882] [INFO ] [sig ] [682/2083] Forecasting FFWM... [2025-10-18T03:25:10.797916] [INFO ] [sig ] Generating forecast for: FFWM [2025-10-18T03:25:10.797947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-10-18T03:25:10.807486] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FFWM'. [2025-10-18T03:25:10.807811] [INFO ] [FORECASTER] Starting predict_future for FFWM [2025-10-18T03:25:10.832301] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:10.833011] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-10-18T03:25:10.833066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:10.833099] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:10.833127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:10.833184] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:10.849830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:10.850341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:10.850418] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:10.850451] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:10.892923] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:10.893013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:10.893048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:10.893075] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:10.896064] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=14.84%) [2025-10-18T03:25:10.896315] [INFO ] [FORECASTER] Completed predict_future for FFWM [2025-10-18T03:25:10.896446] [INFO ] [sig ] FFWM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:11.036505] [INFO ] [LOCAL ] Saved forecast: FFWM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FFWM.txt [2025-10-18T03:25:11.036750] [INFO ] [sig ] [682/2083] Completed FFWM in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:11.036810] [INFO ] [sig ] [683/2083] Forecasting FG... [2025-10-18T03:25:11.036843] [INFO ] [sig ] Generating forecast for: FG [2025-10-18T03:25:11.036873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-10-18T03:25:11.046182] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FG'. [2025-10-18T03:25:11.046471] [INFO ] [FORECASTER] Starting predict_future for FG [2025-10-18T03:25:11.071245] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:11.071944] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-10-18T03:25:11.071998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:11.072078] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:11.072116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:11.072175] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:11.089046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:11.089565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:11.089667] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:11.089722] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:11.130676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:11.130797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:11.130834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:11.130862] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:11.133874] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-10-18T03:25:11.134119] [INFO ] [FORECASTER] Completed predict_future for FG [2025-10-18T03:25:11.134250] [INFO ] [sig ] FG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:11.270194] [INFO ] [LOCAL ] Saved forecast: FG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FG.txt [2025-10-18T03:25:11.270392] [INFO ] [sig ] [683/2083] Completed FG in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:11.270433] [INFO ] [sig ] [684/2083] Forecasting FGN... [2025-10-18T03:25:11.270464] [INFO ] [sig ] Generating forecast for: FGN [2025-10-18T03:25:11.270495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'. [2025-10-18T03:25:11.279699] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FGN'. [2025-10-18T03:25:11.279984] [INFO ] [FORECASTER] Starting predict_future for FGN [2025-10-18T03:25:11.304523] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:11.305215] [DEBUG] [LOCAL ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt [2025-10-18T03:25:11.305270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:11.305302] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:11.305330] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:11.305387] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:11.321964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:11.322480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:11.322556] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:11.322590] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:11.361292] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:11.361381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:11.361417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:11.361445] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:11.364500] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: UP (p=88.38%) [2025-10-18T03:25:11.364795] [INFO ] [FORECASTER] Completed predict_future for FGN [2025-10-18T03:25:11.364941] [INFO ] [sig ] FGN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:11.500683] [INFO ] [LOCAL ] Saved forecast: FGN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FGN.txt [2025-10-18T03:25:11.500883] [INFO ] [sig ] [684/2083] Completed FGN in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:11.500924] [INFO ] [sig ] [685/2083] Forecasting FHI... [2025-10-18T03:25:11.500954] [INFO ] [sig ] Generating forecast for: FHI [2025-10-18T03:25:11.500985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-10-18T03:25:11.510470] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FHI'. [2025-10-18T03:25:11.510794] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-10-18T03:25:11.535350] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:11.536064] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-10-18T03:25:11.536119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:11.536152] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:11.536194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:11.536252] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:11.552943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:11.553487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:11.553565] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:11.553599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:11.596480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:11.596578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:11.596614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:11.596666] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:11.599822] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=85.55%) [2025-10-18T03:25:11.600076] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-10-18T03:25:11.600210] [INFO ] [sig ] FHI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:11.740980] [INFO ] [LOCAL ] Saved forecast: FHI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FHI.txt [2025-10-18T03:25:11.741247] [INFO ] [sig ] [685/2083] Completed FHI in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:11.741307] [INFO ] [sig ] [686/2083] Forecasting FHN... [2025-10-18T03:25:11.741340] [INFO ] [sig ] Generating forecast for: FHN [2025-10-18T03:25:11.741370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-10-18T03:25:11.751097] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FHN'. [2025-10-18T03:25:11.751401] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-10-18T03:25:11.776151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:11.776913] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-10-18T03:25:11.776968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:11.777001] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:11.777028] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:11.777086] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:11.794147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:11.794739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:11.794820] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:11.794853] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:11.836815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:11.836967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:11.837005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:11.837034] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:11.840385] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=10.56%) [2025-10-18T03:25:11.840673] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-10-18T03:25:11.840827] [INFO ] [sig ] FHN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:11.977079] [INFO ] [LOCAL ] Saved forecast: FHN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FHN.txt [2025-10-18T03:25:11.977301] [INFO ] [sig ] [686/2083] Completed FHN in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:11.977342] [INFO ] [sig ] [687/2083] Forecasting FI... [2025-10-18T03:25:11.977372] [INFO ] [sig ] Generating forecast for: FI [2025-10-18T03:25:11.977403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'. [2025-10-18T03:25:11.987340] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FI'. [2025-10-18T03:25:11.987676] [INFO ] [FORECASTER] Starting predict_future for FI [2025-10-18T03:25:12.012302] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:12.013045] [DEBUG] [LOCAL ] No optimal features file found for FI: ./output/feature-sets/FI.txt [2025-10-18T03:25:12.013099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:12.013133] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:12.013160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:12.013218] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:12.029806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:12.030340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:12.030422] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:12.030455] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:12.068911] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:12.069011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:12.069048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:12.069077] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:12.072148] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=29.04%) [2025-10-18T03:25:12.072398] [INFO ] [FORECASTER] Completed predict_future for FI [2025-10-18T03:25:12.072538] [INFO ] [sig ] FI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:12.208552] [INFO ] [LOCAL ] Saved forecast: FI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FI.txt [2025-10-18T03:25:12.208817] [INFO ] [sig ] [687/2083] Completed FI in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:12.208879] [INFO ] [sig ] [688/2083] Forecasting FICO... [2025-10-18T03:25:12.208912] [INFO ] [sig ] Generating forecast for: FICO [2025-10-18T03:25:12.208943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-10-18T03:25:12.218269] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'FICO'. [2025-10-18T03:25:12.218577] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-10-18T03:25:12.243353] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:12.244075] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-10-18T03:25:12.244130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:12.244163] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:12.244190] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:12.244247] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:12.261230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:12.261824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:12.261904] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:12.261937] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:12.301289] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:12.301385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:12.301420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:12.301448] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:12.304522] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=21.30%) [2025-10-18T03:25:12.304827] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-10-18T03:25:12.304968] [INFO ] [sig ] FICO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:12.445877] [INFO ] [LOCAL ] Saved forecast: FICO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FICO.txt [2025-10-18T03:25:12.446181] [INFO ] [sig ] [688/2083] Completed FICO in 0.2s | 4.10 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:12.446226] [INFO ] [sig ] [689/2083] Forecasting FIGS... [2025-10-18T03:25:12.446256] [INFO ] [sig ] Generating forecast for: FIGS [2025-10-18T03:25:12.446287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-10-18T03:25:12.457308] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FIGS'. [2025-10-18T03:25:12.457638] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-10-18T03:25:12.482559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:12.483331] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-10-18T03:25:12.483386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:12.483419] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:12.483446] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:12.483502] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:12.500210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:12.500785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:12.500865] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:12.500898] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:12.539698] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:12.539844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:12.539884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:12.539913] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:12.543196] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=28.77%) [2025-10-18T03:25:12.543467] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-10-18T03:25:12.544021] [INFO ] [sig ] FIGS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:12.680354] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FIGS.txt [2025-10-18T03:25:12.680573] [INFO ] [sig ] [689/2083] Completed FIGS in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:12.680616] [INFO ] [sig ] [690/2083] Forecasting FIHL... [2025-10-18T03:25:12.680672] [INFO ] [sig ] Generating forecast for: FIHL [2025-10-18T03:25:12.680726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-10-18T03:25:12.690543] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FIHL'. [2025-10-18T03:25:12.690894] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-10-18T03:25:12.715559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:12.716317] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-10-18T03:25:12.716371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:12.716404] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:12.716432] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:12.716489] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:12.733190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:12.733776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:12.733860] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:12.733893] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:12.770346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:12.770482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:12.770541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:12.770571] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:12.773890] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=8.32%) [2025-10-18T03:25:12.774160] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-10-18T03:25:12.774291] [INFO ] [sig ] FIHL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:12.911089] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FIHL.txt [2025-10-18T03:25:12.911309] [INFO ] [sig ] [690/2083] Completed FIHL in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:12.911354] [INFO ] [sig ] [691/2083] Forecasting FINS... [2025-10-18T03:25:12.911384] [INFO ] [sig ] Generating forecast for: FINS [2025-10-18T03:25:12.911415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-10-18T03:25:12.920700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FINS'. [2025-10-18T03:25:12.921027] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-10-18T03:25:12.945814] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:12.946557] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-10-18T03:25:12.946612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:12.946668] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:12.946718] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:12.946779] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:12.963567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:12.964303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:12.964391] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:12.964425] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:12.999340] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:12.999531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:12.999574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:12.999605] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:13.003248] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-10-18T03:25:13.003555] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-10-18T03:25:13.003732] [INFO ] [sig ] FINS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:13.142664] [INFO ] [LOCAL ] Saved forecast: FINS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FINS.txt [2025-10-18T03:25:13.142923] [INFO ] [sig ] [691/2083] Completed FINS in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.7m [2025-10-18T03:25:13.142979] [INFO ] [sig ] [692/2083] Forecasting FINV... [2025-10-18T03:25:13.143013] [INFO ] [sig ] Generating forecast for: FINV [2025-10-18T03:25:13.143045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'. [2025-10-18T03:25:13.152501] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FINV'. [2025-10-18T03:25:13.152857] [INFO ] [FORECASTER] Starting predict_future for FINV [2025-10-18T03:25:13.178926] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:13.179721] [DEBUG] [LOCAL ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt [2025-10-18T03:25:13.179777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:13.179810] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:13.179857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:13.179915] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:13.196530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:13.197188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:13.197272] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:13.197310] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:13.232912] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:13.233064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:13.233102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:13.233131] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:13.236476] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: UP (p=87.26%) [2025-10-18T03:25:13.236791] [INFO ] [FORECASTER] Completed predict_future for FINV [2025-10-18T03:25:13.236936] [INFO ] [sig ] FINV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:13.373382] [INFO ] [LOCAL ] Saved forecast: FINV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FINV.txt [2025-10-18T03:25:13.373602] [INFO ] [sig ] [692/2083] Completed FINV in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:13.373669] [INFO ] [sig ] [693/2083] Forecasting FIS... [2025-10-18T03:25:13.373723] [INFO ] [sig ] Generating forecast for: FIS [2025-10-18T03:25:13.373805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-10-18T03:25:13.382911] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FIS'. [2025-10-18T03:25:13.383226] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-10-18T03:25:13.407880] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:13.408589] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-10-18T03:25:13.408664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:13.408719] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:13.408749] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:13.408830] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:13.425618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:13.426251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:13.426332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:13.426365] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:13.461505] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:13.461630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:13.461704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:13.461745] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:13.464918] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=83.50%) [2025-10-18T03:25:13.465181] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-10-18T03:25:13.465318] [INFO ] [sig ] FIS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:13.601906] [INFO ] [LOCAL ] Saved forecast: FIS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FIS.txt [2025-10-18T03:25:13.602129] [INFO ] [sig ] [693/2083] Completed FIS in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:13.602173] [INFO ] [sig ] [694/2083] Forecasting FIX... [2025-10-18T03:25:13.602205] [INFO ] [sig ] Generating forecast for: FIX [2025-10-18T03:25:13.602238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-10-18T03:25:13.611382] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FIX'. [2025-10-18T03:25:13.611742] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-10-18T03:25:13.638071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:13.638951] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-10-18T03:25:13.639008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:13.639043] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:13.639072] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:13.639132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:13.657006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:13.657597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:13.657707] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:13.657786] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:13.694606] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:13.694789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:13.694836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:13.694866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:13.698244] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=18.12%) [2025-10-18T03:25:13.698522] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-10-18T03:25:13.698687] [INFO ] [sig ] FIX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:13.837890] [INFO ] [LOCAL ] Saved forecast: FIX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FIX.txt [2025-10-18T03:25:13.838152] [INFO ] [sig ] [694/2083] Completed FIX in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:13.838212] [INFO ] [sig ] [695/2083] Forecasting FLC... [2025-10-18T03:25:13.838268] [INFO ] [sig ] Generating forecast for: FLC [2025-10-18T03:25:13.838326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'. [2025-10-18T03:25:13.848421] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLC'. [2025-10-18T03:25:13.848820] [INFO ] [FORECASTER] Starting predict_future for FLC [2025-10-18T03:25:13.873969] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:13.874659] [DEBUG] [LOCAL ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt [2025-10-18T03:25:13.874720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:13.874755] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:13.874783] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:13.874841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:13.891734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:13.892270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:13.892351] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:13.892384] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:13.924993] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:13.925134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:13.925173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:13.925202] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:13.928547] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: UP (p=71.76%) [2025-10-18T03:25:13.928848] [INFO ] [FORECASTER] Completed predict_future for FLC [2025-10-18T03:25:13.928985] [INFO ] [sig ] FLC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:14.068506] [INFO ] [LOCAL ] Saved forecast: FLC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FLC.txt [2025-10-18T03:25:14.068764] [INFO ] [sig ] [695/2083] Completed FLC in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:14.068826] [INFO ] [sig ] [696/2083] Forecasting FLG... [2025-10-18T03:25:14.068892] [INFO ] [sig ] Generating forecast for: FLG [2025-10-18T03:25:14.068948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'. [2025-10-18T03:25:14.077881] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLG'. [2025-10-18T03:25:14.078234] [INFO ] [FORECASTER] Starting predict_future for FLG [2025-10-18T03:25:14.103500] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:14.104309] [DEBUG] [LOCAL ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt [2025-10-18T03:25:14.104408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:14.104451] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:14.104480] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:14.104539] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:14.121900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:14.122516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:14.122598] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:14.122634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:14.156825] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:14.156975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:14.157016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:14.157045] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:14.160448] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: UP (p=96.78%) [2025-10-18T03:25:14.160757] [INFO ] [FORECASTER] Completed predict_future for FLG [2025-10-18T03:25:14.160894] [INFO ] [sig ] FLG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:14.297639] [INFO ] [LOCAL ] Saved forecast: FLG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FLG.txt [2025-10-18T03:25:14.297926] [INFO ] [sig ] [696/2083] Completed FLG in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:14.297982] [INFO ] [sig ] [697/2083] Forecasting FLNG... [2025-10-18T03:25:14.298016] [INFO ] [sig ] Generating forecast for: FLNG [2025-10-18T03:25:14.298047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-10-18T03:25:14.308401] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLNG'. [2025-10-18T03:25:14.308911] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-10-18T03:25:14.334868] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:14.335681] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-10-18T03:25:14.335739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:14.335774] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:14.335802] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:14.335859] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:14.352876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:14.353494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:14.353577] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:14.353611] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:14.391717] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:14.391848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:14.391904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:14.391934] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:14.395123] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=45.12%) [2025-10-18T03:25:14.395384] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-10-18T03:25:14.395515] [INFO ] [sig ] FLNG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:14.534024] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FLNG.txt [2025-10-18T03:25:14.534274] [INFO ] [sig ] [697/2083] Completed FLNG in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:14.534321] [INFO ] [sig ] [698/2083] Forecasting FLO... [2025-10-18T03:25:14.534352] [INFO ] [sig ] Generating forecast for: FLO [2025-10-18T03:25:14.534382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-10-18T03:25:14.543890] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLO'. [2025-10-18T03:25:14.544232] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-10-18T03:25:14.569921] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:14.570762] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-10-18T03:25:14.570819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:14.570853] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:14.570881] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:14.570938] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:14.587541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:14.588141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:14.588224] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:14.588257] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:14.624592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:14.624715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:14.624762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:14.624793] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:14.627885] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=47.50%) [2025-10-18T03:25:14.628150] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-10-18T03:25:14.628275] [INFO ] [sig ] FLO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:14.764414] [INFO ] [LOCAL ] Saved forecast: FLO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FLO.txt [2025-10-18T03:25:14.764624] [INFO ] [sig ] [698/2083] Completed FLO in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:14.764698] [INFO ] [sig ] [699/2083] Forecasting FLR... [2025-10-18T03:25:14.764740] [INFO ] [sig ] Generating forecast for: FLR [2025-10-18T03:25:14.764773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'. [2025-10-18T03:25:14.773673] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLR'. [2025-10-18T03:25:14.773965] [INFO ] [FORECASTER] Starting predict_future for FLR [2025-10-18T03:25:14.798715] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:14.799391] [DEBUG] [LOCAL ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt [2025-10-18T03:25:14.799446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:14.799478] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:14.799505] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:14.799576] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:14.816263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:14.816840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:14.816959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:14.816998] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:14.850093] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:14.850183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:14.850219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:14.850247] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:14.853244] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: DOWN (p=0.64%) [2025-10-18T03:25:14.853495] [INFO ] [FORECASTER] Completed predict_future for FLR [2025-10-18T03:25:14.853623] [INFO ] [sig ] FLR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:14.989883] [INFO ] [LOCAL ] Saved forecast: FLR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FLR.txt [2025-10-18T03:25:14.990089] [INFO ] [sig ] [699/2083] Completed FLR in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:14.990132] [INFO ] [sig ] [700/2083] Forecasting FLS... [2025-10-18T03:25:14.990163] [INFO ] [sig ] Generating forecast for: FLS [2025-10-18T03:25:14.990193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-10-18T03:25:14.999460] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLS'. [2025-10-18T03:25:14.999768] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-10-18T03:25:15.024458] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:15.025173] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-10-18T03:25:15.025227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:15.025260] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:15.025288] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:15.025344] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:15.041977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:15.042495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:15.042573] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:15.042605] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:15.075990] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:15.076079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:15.076114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:15.076143] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:15.079181] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=14.81%) [2025-10-18T03:25:15.079436] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-10-18T03:25:15.079562] [INFO ] [sig ] FLS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:15.215665] [INFO ] [LOCAL ] Saved forecast: FLS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FLS.txt [2025-10-18T03:25:15.215884] [INFO ] [sig ] [700/2083] Completed FLS in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:15.215927] [INFO ] [sig ] [701/2083] Forecasting FLUT... [2025-10-18T03:25:15.215958] [INFO ] [sig ] Generating forecast for: FLUT [2025-10-18T03:25:15.215988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'. [2025-10-18T03:25:15.225416] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLUT'. [2025-10-18T03:25:15.225737] [INFO ] [FORECASTER] Starting predict_future for FLUT [2025-10-18T03:25:15.250403] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:15.251104] [DEBUG] [LOCAL ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt [2025-10-18T03:25:15.251158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:15.251191] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:15.251218] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:15.251275] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:15.268203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:15.269273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:15.269363] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:15.269397] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:15.306613] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:15.306813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:15.306860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:15.306891] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:15.310451] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: DOWN (p=45.69%) [2025-10-18T03:25:15.310778] [INFO ] [FORECASTER] Completed predict_future for FLUT [2025-10-18T03:25:15.310923] [INFO ] [sig ] FLUT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:15.447244] [INFO ] [LOCAL ] Saved forecast: FLUT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FLUT.txt [2025-10-18T03:25:15.447494] [INFO ] [sig ] [701/2083] Completed FLUT in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:15.447536] [INFO ] [sig ] [702/2083] Forecasting FLXR... [2025-10-18T03:25:15.447565] [INFO ] [sig ] Generating forecast for: FLXR [2025-10-18T03:25:15.447595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'. [2025-10-18T03:25:15.457268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLXR'. [2025-10-18T03:25:15.457518] [INFO ] [FORECASTER] Starting predict_future for FLXR [2025-10-18T03:25:15.482221] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:15.482912] [DEBUG] [LOCAL ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt [2025-10-18T03:25:15.482966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:15.482998] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:15.483025] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:15.483083] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:15.499900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:15.500482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:15.500561] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:15.500593] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:15.535713] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:15.535792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:15.535827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:15.535855] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:15.540243] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: UP (p=90.33%) [2025-10-18T03:25:15.540501] [INFO ] [FORECASTER] Completed predict_future for FLXR [2025-10-18T03:25:15.540629] [INFO ] [sig ] FLXR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:15.676923] [INFO ] [LOCAL ] Saved forecast: FLXR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FLXR.txt [2025-10-18T03:25:15.677181] [INFO ] [sig ] [702/2083] Completed FLXR in 0.2s | 4.11 sym/s | Total: 2.8m | ETA: 5.6m [2025-10-18T03:25:15.677222] [INFO ] [sig ] [703/2083] Forecasting FMC... [2025-10-18T03:25:15.677252] [INFO ] [sig ] Generating forecast for: FMC [2025-10-18T03:25:15.677282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-10-18T03:25:15.686382] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMC'. [2025-10-18T03:25:15.686635] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-10-18T03:25:15.711434] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:15.712173] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-10-18T03:25:15.712226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:15.712258] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:15.712285] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:15.712345] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:15.729182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:15.729742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:15.729823] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:15.729856] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:15.766613] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:15.766708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:15.766752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:15.766781] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:15.769830] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=76.28%) [2025-10-18T03:25:15.770083] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-10-18T03:25:15.770216] [INFO ] [sig ] FMC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:15.906524] [INFO ] [LOCAL ] Saved forecast: FMC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FMC.txt [2025-10-18T03:25:15.906778] [INFO ] [sig ] [703/2083] Completed FMC in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:15.906838] [INFO ] [sig ] [704/2083] Forecasting FMN... [2025-10-18T03:25:15.906870] [INFO ] [sig ] Generating forecast for: FMN [2025-10-18T03:25:15.906900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-10-18T03:25:15.916864] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMN'. [2025-10-18T03:25:15.917208] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-10-18T03:25:15.941979] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:15.942639] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-10-18T03:25:15.942720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:15.942755] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:15.942782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:15.942839] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:15.959482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:15.960043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:15.960123] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:15.960156] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:15.995605] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:15.995705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:15.995770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:15.995801] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:15.998821] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=9.78%) [2025-10-18T03:25:15.999073] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-10-18T03:25:15.999204] [INFO ] [sig ] FMN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:16.134728] [INFO ] [LOCAL ] Saved forecast: FMN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FMN.txt [2025-10-18T03:25:16.134977] [INFO ] [sig ] [704/2083] Completed FMN in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:16.135018] [INFO ] [sig ] [705/2083] Forecasting FMS... [2025-10-18T03:25:16.135048] [INFO ] [sig ] Generating forecast for: FMS [2025-10-18T03:25:16.135078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-10-18T03:25:16.145032] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMS'. [2025-10-18T03:25:16.145374] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-10-18T03:25:16.170147] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:16.170880] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-10-18T03:25:16.170934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:16.170968] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:16.170995] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:16.171051] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:16.187625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:16.188203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:16.188288] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:16.188321] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:16.225685] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:16.225768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:16.225803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:16.225869] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:16.228909] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=87.99%) [2025-10-18T03:25:16.229157] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-10-18T03:25:16.229287] [INFO ] [sig ] FMS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:16.366153] [INFO ] [LOCAL ] Saved forecast: FMS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FMS.txt [2025-10-18T03:25:16.366422] [INFO ] [sig ] [705/2083] Completed FMS in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:16.366513] [INFO ] [sig ] [706/2083] Forecasting FMX... [2025-10-18T03:25:16.366552] [INFO ] [sig ] Generating forecast for: FMX [2025-10-18T03:25:16.366585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-10-18T03:25:16.376468] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMX'. [2025-10-18T03:25:16.376833] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-10-18T03:25:16.402566] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:16.403360] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-10-18T03:25:16.403415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:16.403449] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:16.403476] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:16.403552] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:16.421294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:16.421964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:16.422060] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:16.422096] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:16.458212] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:16.458345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:16.458385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:16.458416] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:16.461750] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=8.92%) [2025-10-18T03:25:16.462028] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-10-18T03:25:16.462167] [INFO ] [sig ] FMX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:16.610849] [INFO ] [LOCAL ] Saved forecast: FMX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FMX.txt [2025-10-18T03:25:16.611087] [INFO ] [sig ] [706/2083] Completed FMX in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:16.611131] [INFO ] [sig ] [707/2083] Forecasting FMY... [2025-10-18T03:25:16.611161] [INFO ] [sig ] Generating forecast for: FMY [2025-10-18T03:25:16.611193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'. [2025-10-18T03:25:16.619747] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMY'. [2025-10-18T03:25:16.620005] [INFO ] [FORECASTER] Starting predict_future for FMY [2025-10-18T03:25:16.645052] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:16.645856] [DEBUG] [LOCAL ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt [2025-10-18T03:25:16.645912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:16.645946] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:16.645973] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:16.646029] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:16.662600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:16.663168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:16.663247] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:16.663282] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:16.697216] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:16.697341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:16.697380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:16.697409] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:16.700748] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: DOWN (p=26.16%) [2025-10-18T03:25:16.701019] [INFO ] [FORECASTER] Completed predict_future for FMY [2025-10-18T03:25:16.701151] [INFO ] [sig ] FMY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:16.837564] [INFO ] [LOCAL ] Saved forecast: FMY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FMY.txt [2025-10-18T03:25:16.837833] [INFO ] [sig ] [707/2083] Completed FMY in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:16.837895] [INFO ] [sig ] [708/2083] Forecasting FN... [2025-10-18T03:25:16.837929] [INFO ] [sig ] Generating forecast for: FN [2025-10-18T03:25:16.837961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-10-18T03:25:16.847324] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FN'. [2025-10-18T03:25:16.847670] [INFO ] [FORECASTER] Starting predict_future for FN [2025-10-18T03:25:16.873301] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:16.874137] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-10-18T03:25:16.874194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:16.874229] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:16.874257] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:16.874314] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:16.891229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:16.892074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:16.892162] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:16.892196] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:16.927983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:16.928142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:16.928183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:16.928211] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:16.931610] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=8.60%) [2025-10-18T03:25:16.931913] [INFO ] [FORECASTER] Completed predict_future for FN [2025-10-18T03:25:16.932053] [INFO ] [sig ] FN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:17.073546] [INFO ] [LOCAL ] Saved forecast: FN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FN.txt [2025-10-18T03:25:17.073853] [INFO ] [sig ] [708/2083] Completed FN in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:17.073916] [INFO ] [sig ] [709/2083] Forecasting FNB... [2025-10-18T03:25:17.073949] [INFO ] [sig ] Generating forecast for: FNB [2025-10-18T03:25:17.073983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'. [2025-10-18T03:25:17.083486] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FNB'. [2025-10-18T03:25:17.083868] [INFO ] [FORECASTER] Starting predict_future for FNB [2025-10-18T03:25:17.108717] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:17.109464] [DEBUG] [LOCAL ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt [2025-10-18T03:25:17.109519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:17.109552] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:17.109579] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:17.109636] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:17.126490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:17.127055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:17.127134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:17.127167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:17.162005] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:17.162107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:17.162143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:17.162171] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:17.165349] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=94.81%) [2025-10-18T03:25:17.165611] [INFO ] [FORECASTER] Completed predict_future for FNB [2025-10-18T03:25:17.165773] [INFO ] [sig ] FNB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:17.301975] [INFO ] [LOCAL ] Saved forecast: FNB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FNB.txt [2025-10-18T03:25:17.302192] [INFO ] [sig ] [709/2083] Completed FNB in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:17.302240] [INFO ] [sig ] [710/2083] Forecasting FND... [2025-10-18T03:25:17.302272] [INFO ] [sig ] Generating forecast for: FND [2025-10-18T03:25:17.302303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-10-18T03:25:17.311508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FND'. [2025-10-18T03:25:17.311839] [INFO ] [FORECASTER] Starting predict_future for FND [2025-10-18T03:25:17.336876] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:17.337762] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-10-18T03:25:17.337841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:17.337876] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:17.337903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:17.337962] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:17.354723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:17.355482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:17.355567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:17.355601] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:17.390286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:17.390405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:17.390441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:17.390469] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:17.393705] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=97.97%) [2025-10-18T03:25:17.393975] [INFO ] [FORECASTER] Completed predict_future for FND [2025-10-18T03:25:17.394111] [INFO ] [sig ] FND: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:17.534702] [INFO ] [LOCAL ] Saved forecast: FND 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FND.txt [2025-10-18T03:25:17.534945] [INFO ] [sig ] [710/2083] Completed FND in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:17.534989] [INFO ] [sig ] [711/2083] Forecasting FNF... [2025-10-18T03:25:17.535020] [INFO ] [sig ] Generating forecast for: FNF [2025-10-18T03:25:17.535052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-10-18T03:25:17.544176] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FNF'. [2025-10-18T03:25:17.544491] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-10-18T03:25:17.570468] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:17.571271] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-10-18T03:25:17.571332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:17.571367] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:17.571395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:17.571453] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:17.589054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:17.589840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:17.589940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:17.589995] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:17.632927] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:17.633105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:17.633146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:17.633194] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:17.638177] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=75.45%) [2025-10-18T03:25:17.638632] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-10-18T03:25:17.638876] [INFO ] [sig ] FNF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:17.783033] [INFO ] [LOCAL ] Saved forecast: FNF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FNF.txt [2025-10-18T03:25:17.783261] [INFO ] [sig ] [711/2083] Completed FNF in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:17.783303] [INFO ] [sig ] [712/2083] Forecasting FNV... [2025-10-18T03:25:17.783333] [INFO ] [sig ] Generating forecast for: FNV [2025-10-18T03:25:17.783364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'. [2025-10-18T03:25:17.794112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FNV'. [2025-10-18T03:25:17.794458] [INFO ] [FORECASTER] Starting predict_future for FNV [2025-10-18T03:25:17.819248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:17.819955] [DEBUG] [LOCAL ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt [2025-10-18T03:25:17.820010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:17.820043] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:17.820071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:17.820127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:17.837284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:17.837947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:17.838028] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:17.838062] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:17.873560] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:17.873664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:17.873721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:17.873753] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:17.876746] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=97.27%) [2025-10-18T03:25:17.877001] [INFO ] [FORECASTER] Completed predict_future for FNV [2025-10-18T03:25:17.877127] [INFO ] [sig ] FNV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:18.013103] [INFO ] [LOCAL ] Saved forecast: FNV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FNV.txt [2025-10-18T03:25:18.013343] [INFO ] [sig ] [712/2083] Completed FNV in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:18.013386] [INFO ] [sig ] [713/2083] Forecasting FOA... [2025-10-18T03:25:18.013414] [INFO ] [sig ] Generating forecast for: FOA [2025-10-18T03:25:18.013444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-10-18T03:25:18.022695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOA'. [2025-10-18T03:25:18.022954] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-10-18T03:25:18.047604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:18.048309] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-10-18T03:25:18.048364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:18.048397] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:18.048425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:18.048481] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:18.065109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:18.065639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:18.065740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:18.065775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:18.100211] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:18.100397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:18.100442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:18.100472] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:18.104059] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=47.99%) [2025-10-18T03:25:18.104373] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-10-18T03:25:18.104515] [INFO ] [sig ] FOA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:18.244332] [INFO ] [LOCAL ] Saved forecast: FOA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FOA.txt [2025-10-18T03:25:18.244541] [INFO ] [sig ] [713/2083] Completed FOA in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.6m [2025-10-18T03:25:18.244583] [INFO ] [sig ] [714/2083] Forecasting FOF... [2025-10-18T03:25:18.244612] [INFO ] [sig ] Generating forecast for: FOF [2025-10-18T03:25:18.244664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-10-18T03:25:18.253462] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOF'. [2025-10-18T03:25:18.253760] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-10-18T03:25:18.278241] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:18.278946] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-10-18T03:25:18.279001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:18.279034] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:18.279062] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:18.279121] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:18.296039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:18.296549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:18.296626] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:18.296692] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:18.327413] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:18.327506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:18.327543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:18.327571] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:18.330638] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=95.36%) [2025-10-18T03:25:18.330918] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-10-18T03:25:18.331042] [INFO ] [sig ] FOF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:18.470432] [INFO ] [LOCAL ] Saved forecast: FOF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FOF.txt [2025-10-18T03:25:18.470666] [INFO ] [sig ] [714/2083] Completed FOF in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:18.470726] [INFO ] [sig ] [715/2083] Forecasting FOR... [2025-10-18T03:25:18.470759] [INFO ] [sig ] Generating forecast for: FOR [2025-10-18T03:25:18.470791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'. [2025-10-18T03:25:18.479868] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOR'. [2025-10-18T03:25:18.480143] [INFO ] [FORECASTER] Starting predict_future for FOR [2025-10-18T03:25:18.504859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:18.505545] [DEBUG] [LOCAL ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt [2025-10-18T03:25:18.505603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:18.505636] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:18.505706] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:18.505773] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:18.522370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:18.522990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:18.523070] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:18.523103] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:18.558267] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:18.558349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:18.558383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:18.558440] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:18.563387] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=27.66%) [2025-10-18T03:25:18.563637] [INFO ] [FORECASTER] Completed predict_future for FOR [2025-10-18T03:25:18.563804] [INFO ] [sig ] FOR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:18.701403] [INFO ] [LOCAL ] Saved forecast: FOR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FOR.txt [2025-10-18T03:25:18.701607] [INFO ] [sig ] [715/2083] Completed FOR in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:18.701672] [INFO ] [sig ] [716/2083] Forecasting FOUR... [2025-10-18T03:25:18.701723] [INFO ] [sig ] Generating forecast for: FOUR [2025-10-18T03:25:18.701757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'. [2025-10-18T03:25:18.710546] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOUR'. [2025-10-18T03:25:18.710846] [INFO ] [FORECASTER] Starting predict_future for FOUR [2025-10-18T03:25:18.735347] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:18.736114] [DEBUG] [LOCAL ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt [2025-10-18T03:25:18.736169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:18.736202] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:18.736229] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:18.736286] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:18.753092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:18.753612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:18.753713] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:18.753756] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:18.798903] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:18.799005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:18.799041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:18.799069] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:18.802180] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=63.79%) [2025-10-18T03:25:18.802439] [INFO ] [FORECASTER] Completed predict_future for FOUR [2025-10-18T03:25:18.802566] [INFO ] [sig ] FOUR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:18.939727] [INFO ] [LOCAL ] Saved forecast: FOUR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FOUR.txt [2025-10-18T03:25:18.939968] [INFO ] [sig ] [716/2083] Completed FOUR in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:18.940016] [INFO ] [sig ] [717/2083] Forecasting FPF... [2025-10-18T03:25:18.940047] [INFO ] [sig ] Generating forecast for: FPF [2025-10-18T03:25:18.940078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-10-18T03:25:18.949752] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FPF'. [2025-10-18T03:25:18.950058] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-10-18T03:25:18.975803] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:18.976499] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-10-18T03:25:18.976555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:18.976589] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:18.976617] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:18.976727] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:18.994756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:18.995321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:18.995403] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:18.995438] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:19.036778] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:19.036964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:19.037010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:19.037041] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:19.041061] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=18.82%) [2025-10-18T03:25:19.041359] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-10-18T03:25:19.041534] [INFO ] [sig ] FPF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:19.182796] [INFO ] [LOCAL ] Saved forecast: FPF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FPF.txt [2025-10-18T03:25:19.183035] [INFO ] [sig ] [717/2083] Completed FPF in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:19.183080] [INFO ] [sig ] [718/2083] Forecasting FPH... [2025-10-18T03:25:19.183110] [INFO ] [sig ] Generating forecast for: FPH [2025-10-18T03:25:19.183141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-10-18T03:25:19.192903] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FPH'. [2025-10-18T03:25:19.193327] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-10-18T03:25:19.219060] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:19.219921] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-10-18T03:25:19.219977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:19.220011] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:19.220040] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:19.220099] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:19.236864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:19.237468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:19.237552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:19.237585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:19.276858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:19.276937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:19.276972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:19.277000] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:19.280082] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=97.01%) [2025-10-18T03:25:19.280363] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-10-18T03:25:19.280501] [INFO ] [sig ] FPH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:19.416332] [INFO ] [LOCAL ] Saved forecast: FPH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FPH.txt [2025-10-18T03:25:19.416567] [INFO ] [sig ] [718/2083] Completed FPH in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:19.416678] [INFO ] [sig ] [719/2083] Forecasting FPI... [2025-10-18T03:25:19.416729] [INFO ] [sig ] Generating forecast for: FPI [2025-10-18T03:25:19.416764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-10-18T03:25:19.426226] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FPI'. [2025-10-18T03:25:19.426509] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-10-18T03:25:19.451076] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:19.451798] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-10-18T03:25:19.451854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:19.451887] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:19.451914] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:19.451970] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:19.468912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:19.469429] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:19.469506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:19.469540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:19.510480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:19.510687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:19.510748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:19.510781] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:19.514408] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=40.33%) [2025-10-18T03:25:19.514724] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-10-18T03:25:19.514879] [INFO ] [sig ] FPI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:19.653494] [INFO ] [LOCAL ] Saved forecast: FPI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FPI.txt [2025-10-18T03:25:19.653789] [INFO ] [sig ] [719/2083] Completed FPI in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:19.653850] [INFO ] [sig ] [720/2083] Forecasting FR... [2025-10-18T03:25:19.653883] [INFO ] [sig ] Generating forecast for: FR [2025-10-18T03:25:19.653916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'. [2025-10-18T03:25:19.664035] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FR'. [2025-10-18T03:25:19.664318] [INFO ] [FORECASTER] Starting predict_future for FR [2025-10-18T03:25:19.690109] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:19.690827] [DEBUG] [LOCAL ] No optimal features file found for FR: ./output/feature-sets/FR.txt [2025-10-18T03:25:19.690882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:19.690915] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:19.690942] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:19.690999] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:19.707901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:19.708452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:19.708530] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:19.708563] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:19.750253] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:19.750402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:19.750442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:19.750471] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:19.753889] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: UP (p=78.54%) [2025-10-18T03:25:19.754157] [INFO ] [FORECASTER] Completed predict_future for FR [2025-10-18T03:25:19.754297] [INFO ] [sig ] FR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:19.892514] [INFO ] [LOCAL ] Saved forecast: FR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FR.txt [2025-10-18T03:25:19.892763] [INFO ] [sig ] [720/2083] Completed FR in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:19.892823] [INFO ] [sig ] [721/2083] Forecasting FRA... [2025-10-18T03:25:19.892856] [INFO ] [sig ] Generating forecast for: FRA [2025-10-18T03:25:19.892888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-10-18T03:25:19.903069] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRA'. [2025-10-18T03:25:19.903420] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-10-18T03:25:19.928615] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:19.929414] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-10-18T03:25:19.929473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:19.929507] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:19.929535] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:19.929591] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:19.946760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:19.947459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:19.947544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:19.947577] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:19.989684] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:19.989874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:19.989916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:19.989945] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:19.993464] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-10-18T03:25:19.993789] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-10-18T03:25:19.993943] [INFO ] [sig ] FRA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:20.132380] [INFO ] [LOCAL ] Saved forecast: FRA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FRA.txt [2025-10-18T03:25:20.132662] [INFO ] [sig ] [721/2083] Completed FRA in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:20.132724] [INFO ] [sig ] [722/2083] Forecasting FRGE... [2025-10-18T03:25:20.132758] [INFO ] [sig ] Generating forecast for: FRGE [2025-10-18T03:25:20.132789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-10-18T03:25:20.142350] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRGE'. [2025-10-18T03:25:20.142669] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-10-18T03:25:20.167781] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:20.168599] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-10-18T03:25:20.168682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:20.168733] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:20.168765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:20.168823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:20.185497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:20.186172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:20.186256] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:20.186290] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:20.231121] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:20.231311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:20.231361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:20.231390] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:20.234835] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=92.26%) [2025-10-18T03:25:20.235106] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-10-18T03:25:20.235245] [INFO ] [sig ] FRGE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:20.372768] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FRGE.txt [2025-10-18T03:25:20.372999] [INFO ] [sig ] [722/2083] Completed FRGE in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:20.373042] [INFO ] [sig ] [723/2083] Forecasting FRO... [2025-10-18T03:25:20.373073] [INFO ] [sig ] Generating forecast for: FRO [2025-10-18T03:25:20.373104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-10-18T03:25:20.382994] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRO'. [2025-10-18T03:25:20.383273] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-10-18T03:25:20.407942] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:20.408742] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-10-18T03:25:20.408797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:20.408830] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:20.408857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:20.408913] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:20.425560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:20.426134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:20.426215] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:20.426249] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:20.466450] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:20.466561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:20.466599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:20.466626] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:20.469875] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-10-18T03:25:20.470137] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-10-18T03:25:20.470270] [INFO ] [sig ] FRO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:20.609070] [INFO ] [LOCAL ] Saved forecast: FRO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FRO.txt [2025-10-18T03:25:20.609308] [INFO ] [sig ] [723/2083] Completed FRO in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:20.609349] [INFO ] [sig ] [724/2083] Forecasting FRT... [2025-10-18T03:25:20.609387] [INFO ] [sig ] Generating forecast for: FRT [2025-10-18T03:25:20.609419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'. [2025-10-18T03:25:20.618878] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRT'. [2025-10-18T03:25:20.619253] [INFO ] [FORECASTER] Starting predict_future for FRT [2025-10-18T03:25:20.643892] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:20.644605] [DEBUG] [LOCAL ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt [2025-10-18T03:25:20.644682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:20.644731] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:20.644760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:20.644816] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:20.661979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:20.662622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:20.662727] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:20.662767] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:20.703666] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:20.703814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:20.703853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:20.703881] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:20.707140] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=44.86%) [2025-10-18T03:25:20.707405] [INFO ] [FORECASTER] Completed predict_future for FRT [2025-10-18T03:25:20.707541] [INFO ] [sig ] FRT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:20.846221] [INFO ] [LOCAL ] Saved forecast: FRT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FRT.txt [2025-10-18T03:25:20.846452] [INFO ] [sig ] [724/2083] Completed FRT in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:20.846492] [INFO ] [sig ] [725/2083] Forecasting FSCO... [2025-10-18T03:25:20.846523] [INFO ] [sig ] Generating forecast for: FSCO [2025-10-18T03:25:20.846553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-10-18T03:25:20.856280] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSCO'. [2025-10-18T03:25:20.856569] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-10-18T03:25:20.881358] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:20.882080] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-10-18T03:25:20.882134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:20.882168] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:20.882195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:20.882251] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:20.899161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:20.899715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:20.899798] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:20.899831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:20.939562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:20.939692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:20.939743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:20.939775] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:20.942875] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=86.12%) [2025-10-18T03:25:20.943161] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-10-18T03:25:20.943296] [INFO ] [sig ] FSCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:21.080452] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FSCO.txt [2025-10-18T03:25:21.080677] [INFO ] [sig ] [725/2083] Completed FSCO in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:21.080738] [INFO ] [sig ] [726/2083] Forecasting FSK... [2025-10-18T03:25:21.080771] [INFO ] [sig ] Generating forecast for: FSK [2025-10-18T03:25:21.080803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-10-18T03:25:21.091133] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSK'. [2025-10-18T03:25:21.091417] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-10-18T03:25:21.116098] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:21.116833] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-10-18T03:25:21.116887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:21.116920] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:21.116947] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:21.117003] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:21.133729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:21.134252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:21.134328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:21.134361] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:21.175779] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:21.175898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:21.175935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:21.175963] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:21.179238] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=0.39%) [2025-10-18T03:25:21.179513] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-10-18T03:25:21.179677] [INFO ] [sig ] FSK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:21.317415] [INFO ] [LOCAL ] Saved forecast: FSK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FSK.txt [2025-10-18T03:25:21.317620] [INFO ] [sig ] [726/2083] Completed FSK in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:21.317692] [INFO ] [sig ] [727/2083] Forecasting FSLY... [2025-10-18T03:25:21.317750] [INFO ] [sig ] Generating forecast for: FSLY [2025-10-18T03:25:21.317806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-10-18T03:25:21.327579] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSLY'. [2025-10-18T03:25:21.327889] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-10-18T03:25:21.352786] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:21.353493] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-10-18T03:25:21.353548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:21.353583] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:21.353611] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:21.353690] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:21.370835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:21.371357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:21.371453] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:21.371488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:21.413301] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:21.413412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:21.413452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:21.413482] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:21.416683] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=0.22%) [2025-10-18T03:25:21.416950] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-10-18T03:25:21.417084] [INFO ] [sig ] FSLY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:21.556011] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FSLY.txt [2025-10-18T03:25:21.556242] [INFO ] [sig ] [727/2083] Completed FSLY in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:21.556286] [INFO ] [sig ] [728/2083] Forecasting FSM... [2025-10-18T03:25:21.556318] [INFO ] [sig ] Generating forecast for: FSM [2025-10-18T03:25:21.556352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-10-18T03:25:21.566760] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSM'. [2025-10-18T03:25:21.567049] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-10-18T03:25:21.593203] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:21.594024] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-10-18T03:25:21.594081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:21.594117] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:21.594147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:21.594207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:21.611975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:21.612874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:21.612973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:21.613008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:21.652612] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:21.652817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:21.652865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:21.652938] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:21.658454] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=9.05%) [2025-10-18T03:25:21.658814] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-10-18T03:25:21.658970] [INFO ] [sig ] FSM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:21.801839] [INFO ] [LOCAL ] Saved forecast: FSM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FSM.txt [2025-10-18T03:25:21.802086] [INFO ] [sig ] [728/2083] Completed FSM in 0.2s | 4.11 sym/s | Total: 2.9m | ETA: 5.5m [2025-10-18T03:25:21.802127] [INFO ] [sig ] [729/2083] Forecasting FSS... [2025-10-18T03:25:21.802157] [INFO ] [sig ] Generating forecast for: FSS [2025-10-18T03:25:21.802188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-10-18T03:25:21.812710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSS'. [2025-10-18T03:25:21.813028] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-10-18T03:25:21.838739] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:21.839418] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-10-18T03:25:21.839487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:21.839520] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:21.839548] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:21.839605] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:21.856362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:21.857011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:21.857089] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:21.857122] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:21.899091] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:21.899205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:21.899241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:21.899268] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:21.902437] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: DOWN (p=4.53%) [2025-10-18T03:25:21.902738] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-10-18T03:25:21.902885] [INFO ] [sig ] FSS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:22.040241] [INFO ] [LOCAL ] Saved forecast: FSS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FSS.txt [2025-10-18T03:25:22.040501] [INFO ] [sig ] [729/2083] Completed FSS in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:22.040543] [INFO ] [sig ] [730/2083] Forecasting FT... [2025-10-18T03:25:22.040573] [INFO ] [sig ] Generating forecast for: FT [2025-10-18T03:25:22.040604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'. [2025-10-18T03:25:22.050362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FT'. [2025-10-18T03:25:22.050637] [INFO ] [FORECASTER] Starting predict_future for FT [2025-10-18T03:25:22.075303] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:22.076018] [DEBUG] [LOCAL ] No optimal features file found for FT: ./output/feature-sets/FT.txt [2025-10-18T03:25:22.076073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:22.076106] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:22.076133] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:22.076196] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:22.092895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:22.093419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:22.093501] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:22.093535] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:22.131057] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:22.131168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:22.131205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:22.131233] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:22.134347] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=0.22%) [2025-10-18T03:25:22.134606] [INFO ] [FORECASTER] Completed predict_future for FT [2025-10-18T03:25:22.134781] [INFO ] [sig ] FT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:22.272216] [INFO ] [LOCAL ] Saved forecast: FT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FT.txt [2025-10-18T03:25:22.272459] [INFO ] [sig ] [730/2083] Completed FT in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:22.272504] [INFO ] [sig ] [731/2083] Forecasting FTHY... [2025-10-18T03:25:22.272536] [INFO ] [sig ] Generating forecast for: FTHY [2025-10-18T03:25:22.272574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-10-18T03:25:22.282154] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTHY'. [2025-10-18T03:25:22.282446] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-10-18T03:25:22.307054] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:22.307765] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-10-18T03:25:22.307825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:22.307858] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:22.307885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:22.307942] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:22.324791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:22.325309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:22.325388] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:22.325420] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:22.365008] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:22.365115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:22.365153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:22.365182] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:22.368345] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=94.12%) [2025-10-18T03:25:22.368604] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-10-18T03:25:22.368825] [INFO ] [sig ] FTHY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:22.506973] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FTHY.txt [2025-10-18T03:25:22.507227] [INFO ] [sig ] [731/2083] Completed FTHY in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:22.507321] [INFO ] [sig ] [732/2083] Forecasting FTI... [2025-10-18T03:25:22.507360] [INFO ] [sig ] Generating forecast for: FTI [2025-10-18T03:25:22.507392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'. [2025-10-18T03:25:22.517288] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTI'. [2025-10-18T03:25:22.517668] [INFO ] [FORECASTER] Starting predict_future for FTI [2025-10-18T03:25:22.545419] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:22.546183] [DEBUG] [LOCAL ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt [2025-10-18T03:25:22.546239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:22.546273] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:22.546301] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:22.546357] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:22.563314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:22.563894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:22.563973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:22.564007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:22.605468] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:22.605569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:22.605604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:22.605631] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:22.608772] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=17.38%) [2025-10-18T03:25:22.609047] [INFO ] [FORECASTER] Completed predict_future for FTI [2025-10-18T03:25:22.609179] [INFO ] [sig ] FTI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:22.747685] [INFO ] [LOCAL ] Saved forecast: FTI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FTI.txt [2025-10-18T03:25:22.747945] [INFO ] [sig ] [732/2083] Completed FTI in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:22.747996] [INFO ] [sig ] [733/2083] Forecasting FTK... [2025-10-18T03:25:22.748027] [INFO ] [sig ] Generating forecast for: FTK [2025-10-18T03:25:22.748059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-10-18T03:25:22.757701] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTK'. [2025-10-18T03:25:22.758030] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-10-18T03:25:22.782796] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:22.783483] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-10-18T03:25:22.783536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:22.783568] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:22.783595] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:22.783673] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:22.800610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:22.801432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:22.801518] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:22.801556] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:22.842329] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:22.842438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:22.842474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:22.842502] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:22.845773] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=80.05%) [2025-10-18T03:25:22.846036] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-10-18T03:25:22.846170] [INFO ] [sig ] FTK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:22.984906] [INFO ] [LOCAL ] Saved forecast: FTK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FTK.txt [2025-10-18T03:25:22.985133] [INFO ] [sig ] [733/2083] Completed FTK in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:22.985175] [INFO ] [sig ] [734/2083] Forecasting FTS... [2025-10-18T03:25:22.985205] [INFO ] [sig ] Generating forecast for: FTS [2025-10-18T03:25:22.985236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-10-18T03:25:22.995189] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTS'. [2025-10-18T03:25:22.995456] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-10-18T03:25:23.020308] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:23.021054] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-10-18T03:25:23.021109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:23.021143] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:23.021170] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:23.021237] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:23.038314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:23.038893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:23.038973] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:23.039023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:23.083280] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:23.083380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:23.083416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:23.083444] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:23.086625] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-10-18T03:25:23.086918] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-10-18T03:25:23.087055] [INFO ] [sig ] FTS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:23.226568] [INFO ] [LOCAL ] Saved forecast: FTS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FTS.txt [2025-10-18T03:25:23.226825] [INFO ] [sig ] [734/2083] Completed FTS in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:23.226885] [INFO ] [sig ] [735/2083] Forecasting FTV... [2025-10-18T03:25:23.226919] [INFO ] [sig ] Generating forecast for: FTV [2025-10-18T03:25:23.226950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'. [2025-10-18T03:25:23.236276] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTV'. [2025-10-18T03:25:23.236560] [INFO ] [FORECASTER] Starting predict_future for FTV [2025-10-18T03:25:23.264800] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:23.265575] [DEBUG] [LOCAL ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt [2025-10-18T03:25:23.265630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:23.265719] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:23.265793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:23.265873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:23.283030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:23.283602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:23.283708] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:23.283754] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:23.325735] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:23.325840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:23.325876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:23.325903] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:23.329010] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=75.02%) [2025-10-18T03:25:23.329272] [INFO ] [FORECASTER] Completed predict_future for FTV [2025-10-18T03:25:23.329404] [INFO ] [sig ] FTV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:23.468309] [INFO ] [LOCAL ] Saved forecast: FTV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FTV.txt [2025-10-18T03:25:23.468566] [INFO ] [sig ] [735/2083] Completed FTV in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:23.468611] [INFO ] [sig ] [736/2083] Forecasting FTWO... [2025-10-18T03:25:23.468666] [INFO ] [sig ] Generating forecast for: FTWO [2025-10-18T03:25:23.468724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'. [2025-10-18T03:25:23.477892] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'FTWO'. [2025-10-18T03:25:23.478165] [INFO ] [FORECASTER] Starting predict_future for FTWO [2025-10-18T03:25:23.503599] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:23.504342] [DEBUG] [LOCAL ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt [2025-10-18T03:25:23.504414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:23.504447] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:23.504474] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:23.504530] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:23.522072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:23.522871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:23.522956] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:23.522989] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:23.563069] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:23.563184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:23.563222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:23.563250] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:23.566446] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: DOWN (p=24.51%) [2025-10-18T03:25:23.566753] [INFO ] [FORECASTER] Completed predict_future for FTWO [2025-10-18T03:25:23.566892] [INFO ] [sig ] FTWO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:23.707116] [INFO ] [LOCAL ] Saved forecast: FTWO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FTWO.txt [2025-10-18T03:25:23.707339] [INFO ] [sig ] [736/2083] Completed FTWO in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:23.707381] [INFO ] [sig ] [737/2083] Forecasting FUBO... [2025-10-18T03:25:23.707412] [INFO ] [sig ] Generating forecast for: FUBO [2025-10-18T03:25:23.707444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-10-18T03:25:23.716874] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FUBO'. [2025-10-18T03:25:23.717182] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-10-18T03:25:23.742763] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:23.743500] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-10-18T03:25:23.743554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:23.743588] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:23.743615] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:23.743692] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:23.761189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:23.761872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:23.761956] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:23.761992] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:23.801971] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:23.802096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:23.802137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:23.802169] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:23.805522] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=9.20%) [2025-10-18T03:25:23.805831] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-10-18T03:25:23.805975] [INFO ] [sig ] FUBO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:23.948535] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FUBO.txt [2025-10-18T03:25:23.948798] [INFO ] [sig ] [737/2083] Completed FUBO in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.5m [2025-10-18T03:25:23.948863] [INFO ] [sig ] [738/2083] Forecasting FUL... [2025-10-18T03:25:23.948899] [INFO ] [sig ] Generating forecast for: FUL [2025-10-18T03:25:23.948940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-10-18T03:25:23.959036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FUL'. [2025-10-18T03:25:23.959362] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-10-18T03:25:23.985073] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:23.985834] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-10-18T03:25:23.985891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:23.985927] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:23.985957] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:23.986070] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:24.004003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:24.004573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:24.004680] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:24.004737] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:24.044178] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:24.044322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:24.044360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:24.044389] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:24.047774] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=2.02%) [2025-10-18T03:25:24.048057] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-10-18T03:25:24.048256] [INFO ] [sig ] FUL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:24.188943] [INFO ] [LOCAL ] Saved forecast: FUL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FUL.txt [2025-10-18T03:25:24.189199] [INFO ] [sig ] [738/2083] Completed FUL in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:24.189243] [INFO ] [sig ] [739/2083] Forecasting FUN... [2025-10-18T03:25:24.189275] [INFO ] [sig ] Generating forecast for: FUN [2025-10-18T03:25:24.189306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-10-18T03:25:24.199574] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FUN'. [2025-10-18T03:25:24.199917] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-10-18T03:25:24.225490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:24.226262] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-10-18T03:25:24.226320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:24.226356] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:24.226389] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:24.226486] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:24.245161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:24.245798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:24.245883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:24.245919] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:24.285950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:24.286094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:24.286134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:24.286165] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:24.289689] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=94.38%) [2025-10-18T03:25:24.290001] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-10-18T03:25:24.290167] [INFO ] [sig ] FUN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:24.444749] [INFO ] [LOCAL ] Saved forecast: FUN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FUN.txt [2025-10-18T03:25:24.445034] [INFO ] [sig ] [739/2083] Completed FUN in 0.3s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:24.445083] [INFO ] [sig ] [740/2083] Forecasting FVR... [2025-10-18T03:25:24.445115] [INFO ] [sig ] Generating forecast for: FVR [2025-10-18T03:25:24.445149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'. [2025-10-18T03:25:24.455540] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FVR'. [2025-10-18T03:25:24.455940] [INFO ] [FORECASTER] Starting predict_future for FVR [2025-10-18T03:25:24.484784] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:24.485693] [DEBUG] [LOCAL ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt [2025-10-18T03:25:24.485754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:24.485792] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:24.485822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:24.485880] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:24.503883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:24.504467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:24.504552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:24.504586] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:24.550541] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:24.550732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:24.550809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:24.550878] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:24.554722] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: UP (p=94.13%) [2025-10-18T03:25:24.555042] [INFO ] [FORECASTER] Completed predict_future for FVR [2025-10-18T03:25:24.555195] [INFO ] [sig ] FVR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:24.705073] [INFO ] [LOCAL ] Saved forecast: FVR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FVR.txt [2025-10-18T03:25:24.705311] [INFO ] [sig ] [740/2083] Completed FVR in 0.3s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:24.705356] [INFO ] [sig ] [741/2083] Forecasting FVRR... [2025-10-18T03:25:24.705388] [INFO ] [sig ] Generating forecast for: FVRR [2025-10-18T03:25:24.705421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'. [2025-10-18T03:25:24.715420] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FVRR'. [2025-10-18T03:25:24.715768] [INFO ] [FORECASTER] Starting predict_future for FVRR [2025-10-18T03:25:24.743514] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:24.744300] [DEBUG] [LOCAL ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt [2025-10-18T03:25:24.744357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:24.744392] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:24.744420] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:24.744478] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:24.764869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:24.765468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:24.765553] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:24.765606] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:24.818302] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:24.818490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:24.818581] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:24.818612] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:24.823518] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=85.28%) [2025-10-18T03:25:24.823856] [INFO ] [FORECASTER] Completed predict_future for FVRR [2025-10-18T03:25:24.824008] [INFO ] [sig ] FVRR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:24.980342] [INFO ] [LOCAL ] Saved forecast: FVRR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/FVRR.txt [2025-10-18T03:25:24.980555] [INFO ] [sig ] [741/2083] Completed FVRR in 0.3s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:24.980596] [INFO ] [sig ] [742/2083] Forecasting FXED... [2025-10-18T03:25:24.980627] [INFO ] [sig ] Generating forecast for: FXED [2025-10-18T03:25:24.980695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FXED' from 'https://tdm.silogroup.org/data/derivative_storage/FXED.csv'. [2025-10-18T03:25:24.989469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FXED'. [2025-10-18T03:25:24.989770] [INFO ] [FORECASTER] Starting predict_future for FXED [2025-10-18T03:25:25.014317] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:25.015043] [DEBUG] [LOCAL ] No optimal features file found for FXED: ./output/feature-sets/FXED.txt [2025-10-18T03:25:25.015098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:25.015130] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:25.015158] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:25.015216] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:25.031891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:25.032438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:25.032522] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:25.032555] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:25.073077] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:25.073193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:25.073231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:25.073260] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:25.076426] [DEBUG] [FORECASTER] FXED: Forecast T+1@11:T+2@11: DOWN (p=10.97%) [2025-10-18T03:25:25.076725] [INFO ] [FORECASTER] Completed predict_future for FXED [2025-10-18T03:25:25.076865] [INFO ] [sig ] FXED: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:25.213428] [INFO ] [LOCAL ] Saved forecast: FXED 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/FXED.txt [2025-10-18T03:25:25.213717] [INFO ] [sig ] [742/2083] Completed FXED in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:25.213777] [INFO ] [sig ] [743/2083] Forecasting G... [2025-10-18T03:25:25.213810] [INFO ] [sig ] Generating forecast for: G [2025-10-18T03:25:25.213842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-10-18T03:25:25.223556] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'G'. [2025-10-18T03:25:25.223892] [INFO ] [FORECASTER] Starting predict_future for G [2025-10-18T03:25:25.248563] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:25.249330] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-10-18T03:25:25.249385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:25.249435] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:25.249464] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:25.249520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:25.266156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:25.266734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:25.266816] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:25.266849] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:25.307195] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:25.307365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:25.307406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:25.307436] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:25.310926] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=3.54%) [2025-10-18T03:25:25.311196] [INFO ] [FORECASTER] Completed predict_future for G [2025-10-18T03:25:25.311338] [INFO ] [sig ] G: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:25.447150] [INFO ] [LOCAL ] Saved forecast: G 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/G.txt [2025-10-18T03:25:25.447365] [INFO ] [sig ] [743/2083] Completed G in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:25.447406] [INFO ] [sig ] [744/2083] Forecasting GAB... [2025-10-18T03:25:25.447436] [INFO ] [sig ] Generating forecast for: GAB [2025-10-18T03:25:25.447466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-10-18T03:25:25.457267] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GAB'. [2025-10-18T03:25:25.457546] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-10-18T03:25:25.482162] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:25.482894] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-10-18T03:25:25.482948] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:25.482980] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:25.483007] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:25.483063] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:25.499640] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:25.500196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:25.500277] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:25.500309] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:25.541132] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:25.541218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:25.541253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:25.541280] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:25.544276] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=88.30%) [2025-10-18T03:25:25.544529] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-10-18T03:25:25.544692] [INFO ] [sig ] GAB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:25.681325] [INFO ] [LOCAL ] Saved forecast: GAB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GAB.txt [2025-10-18T03:25:25.681556] [INFO ] [sig ] [744/2083] Completed GAB in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:25.681603] [INFO ] [sig ] [745/2083] Forecasting GAM... [2025-10-18T03:25:25.681634] [INFO ] [sig ] Generating forecast for: GAM [2025-10-18T03:25:25.681707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-10-18T03:25:25.690930] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GAM'. [2025-10-18T03:25:25.691200] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-10-18T03:25:25.715829] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:25.716483] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-10-18T03:25:25.716537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:25.716569] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:25.716596] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:25.716673] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:25.733334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:25.734049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:25.734134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:25.734167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:25.773718] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:25.773871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:25.773910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:25.773939] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:25.777261] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=97.55%) [2025-10-18T03:25:25.777538] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-10-18T03:25:25.777712] [INFO ] [sig ] GAM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:25.914840] [INFO ] [LOCAL ] Saved forecast: GAM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GAM.txt [2025-10-18T03:25:25.915062] [INFO ] [sig ] [745/2083] Completed GAM in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:25.915103] [INFO ] [sig ] [746/2083] Forecasting GAP... [2025-10-18T03:25:25.915132] [INFO ] [sig ] Generating forecast for: GAP [2025-10-18T03:25:25.915163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'. [2025-10-18T03:25:25.924785] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GAP'. [2025-10-18T03:25:25.925052] [INFO ] [FORECASTER] Starting predict_future for GAP [2025-10-18T03:25:25.949762] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:25.950486] [DEBUG] [LOCAL ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt [2025-10-18T03:25:25.950540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:25.950574] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:25.950601] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:25.950679] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:25.967482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:25.968096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:25.968178] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:25.968211] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:26.006544] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:26.006662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:26.006721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:26.006752] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:26.009859] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: UP (p=85.71%) [2025-10-18T03:25:26.010113] [INFO ] [FORECASTER] Completed predict_future for GAP [2025-10-18T03:25:26.010252] [INFO ] [sig ] GAP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:26.146180] [INFO ] [LOCAL ] Saved forecast: GAP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GAP.txt [2025-10-18T03:25:26.146410] [INFO ] [sig ] [746/2083] Completed GAP in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:26.146450] [INFO ] [sig ] [747/2083] Forecasting GATX... [2025-10-18T03:25:26.146479] [INFO ] [sig ] Generating forecast for: GATX [2025-10-18T03:25:26.146510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-10-18T03:25:26.155924] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GATX'. [2025-10-18T03:25:26.156206] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-10-18T03:25:26.180661] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:26.181342] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-10-18T03:25:26.181396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:26.181430] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:26.181458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:26.181514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:26.198347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:26.198908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:26.198991] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:26.199024] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:26.241226] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:26.241316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:26.241352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:26.241380] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:26.244438] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=65.04%) [2025-10-18T03:25:26.244721] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-10-18T03:25:26.244856] [INFO ] [sig ] GATX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:26.380511] [INFO ] [LOCAL ] Saved forecast: GATX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GATX.txt [2025-10-18T03:25:26.380746] [INFO ] [sig ] [747/2083] Completed GATX in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:26.380806] [INFO ] [sig ] [748/2083] Forecasting GBAB... [2025-10-18T03:25:26.380839] [INFO ] [sig ] Generating forecast for: GBAB [2025-10-18T03:25:26.380869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-10-18T03:25:26.390851] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GBAB'. [2025-10-18T03:25:26.391271] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-10-18T03:25:26.416600] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:26.417453] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-10-18T03:25:26.417510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:26.417545] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:26.417573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:26.417630] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:26.434432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:26.435301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:26.435393] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:26.435427] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:26.476808] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:26.477002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:26.477045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:26.477073] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:26.480711] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=85.92%) [2025-10-18T03:25:26.481014] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-10-18T03:25:26.481154] [INFO ] [sig ] GBAB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:26.621331] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GBAB.txt [2025-10-18T03:25:26.621604] [INFO ] [sig ] [748/2083] Completed GBAB in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:26.621677] [INFO ] [sig ] [749/2083] Forecasting GBCI... [2025-10-18T03:25:26.621729] [INFO ] [sig ] Generating forecast for: GBCI [2025-10-18T03:25:26.621764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-10-18T03:25:26.631043] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GBCI'. [2025-10-18T03:25:26.631372] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-10-18T03:25:26.657090] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:26.657871] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-10-18T03:25:26.657927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:26.657960] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:26.657987] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:26.658045] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:26.674561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:26.675114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:26.675194] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:26.675227] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:26.714480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:26.714568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:26.714608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:26.714637] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:26.717708] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: UP (p=76.29%) [2025-10-18T03:25:26.717994] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-10-18T03:25:26.718130] [INFO ] [sig ] GBCI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:26.856490] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GBCI.txt [2025-10-18T03:25:26.856838] [INFO ] [sig ] [749/2083] Completed GBCI in 0.2s | 4.12 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:26.856901] [INFO ] [sig ] [750/2083] Forecasting GBTG... [2025-10-18T03:25:26.856935] [INFO ] [sig ] Generating forecast for: GBTG [2025-10-18T03:25:26.856970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-10-18T03:25:26.867288] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GBTG'. [2025-10-18T03:25:26.867842] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-10-18T03:25:26.895287] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:26.896168] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-10-18T03:25:26.896230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:26.896286] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:26.896316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:26.896375] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:26.914413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:26.915415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:26.915511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:26.915546] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:26.960668] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:26.960863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:26.960912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:26.960945] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:26.965185] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=82.31%) [2025-10-18T03:25:26.965507] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-10-18T03:25:26.965695] [INFO ] [sig ] GBTG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:27.105622] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GBTG.txt [2025-10-18T03:25:27.105885] [INFO ] [sig ] [750/2083] Completed GBTG in 0.2s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:27.105931] [INFO ] [sig ] [751/2083] Forecasting GBX... [2025-10-18T03:25:27.105961] [INFO ] [sig ] Generating forecast for: GBX [2025-10-18T03:25:27.105993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-10-18T03:25:27.115661] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GBX'. [2025-10-18T03:25:27.115966] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-10-18T03:25:27.140978] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:27.141678] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-10-18T03:25:27.141736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:27.141770] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:27.141848] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:27.141920] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:27.160224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:27.160824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:27.160906] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:27.160940] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:27.212976] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:27.213320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:27.213386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:27.213442] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:27.217476] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=23.74%) [2025-10-18T03:25:27.217907] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-10-18T03:25:27.218066] [INFO ] [sig ] GBX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:27.367992] [INFO ] [LOCAL ] Saved forecast: GBX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GBX.txt [2025-10-18T03:25:27.368267] [INFO ] [sig ] [751/2083] Completed GBX in 0.3s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:27.368344] [INFO ] [sig ] [752/2083] Forecasting GCI... [2025-10-18T03:25:27.368403] [INFO ] [sig ] Generating forecast for: GCI [2025-10-18T03:25:27.368440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'. [2025-10-18T03:25:27.379877] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GCI'. [2025-10-18T03:25:27.380207] [INFO ] [FORECASTER] Starting predict_future for GCI [2025-10-18T03:25:27.406704] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:27.407384] [DEBUG] [LOCAL ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt [2025-10-18T03:25:27.407439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:27.407473] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:27.407501] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:27.407569] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:27.425521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:27.426149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:27.426235] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:27.426270] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:27.468902] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:27.469018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:27.469058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:27.469087] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:27.472399] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: UP (p=83.16%) [2025-10-18T03:25:27.472684] [INFO ] [FORECASTER] Completed predict_future for GCI [2025-10-18T03:25:27.472836] [INFO ] [sig ] GCI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:27.620238] [INFO ] [LOCAL ] Saved forecast: GCI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GCI.txt [2025-10-18T03:25:27.620455] [INFO ] [sig ] [752/2083] Completed GCI in 0.3s | 4.11 sym/s | Total: 3.0m | ETA: 5.4m [2025-10-18T03:25:27.620497] [INFO ] [sig ] [753/2083] Forecasting GCO... [2025-10-18T03:25:27.620527] [INFO ] [sig ] Generating forecast for: GCO [2025-10-18T03:25:27.620558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-10-18T03:25:27.630124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GCO'. [2025-10-18T03:25:27.630425] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-10-18T03:25:27.656065] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:27.656820] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-10-18T03:25:27.656878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:27.656913] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:27.656943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:27.657002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:27.673908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:27.674443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:27.674523] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:27.674555] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:27.716153] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:27.716284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:27.716322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:27.716351] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:27.719758] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=57.91%) [2025-10-18T03:25:27.720051] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-10-18T03:25:27.720191] [INFO ] [sig ] GCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:27.857673] [INFO ] [LOCAL ] Saved forecast: GCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GCO.txt [2025-10-18T03:25:27.857952] [INFO ] [sig ] [753/2083] Completed GCO in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:27.858006] [INFO ] [sig ] [754/2083] Forecasting GCTS... [2025-10-18T03:25:27.858041] [INFO ] [sig ] Generating forecast for: GCTS [2025-10-18T03:25:27.858074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'. [2025-10-18T03:25:27.868697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GCTS'. [2025-10-18T03:25:27.869082] [INFO ] [FORECASTER] Starting predict_future for GCTS [2025-10-18T03:25:27.894046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:27.894789] [DEBUG] [LOCAL ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt [2025-10-18T03:25:27.894843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:27.894876] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:27.894903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:27.894960] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:27.911562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:27.912121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:27.912204] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:27.912237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:27.954425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:27.954612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:27.955227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:27.955275] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:27.960776] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=0.41%) [2025-10-18T03:25:27.961037] [INFO ] [FORECASTER] Completed predict_future for GCTS [2025-10-18T03:25:27.961176] [INFO ] [sig ] GCTS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:28.097442] [INFO ] [LOCAL ] Saved forecast: GCTS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GCTS.txt [2025-10-18T03:25:28.097717] [INFO ] [sig ] [754/2083] Completed GCTS in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:28.097796] [INFO ] [sig ] [755/2083] Forecasting GCV... [2025-10-18T03:25:28.097836] [INFO ] [sig ] Generating forecast for: GCV [2025-10-18T03:25:28.097869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'. [2025-10-18T03:25:28.108301] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GCV'. [2025-10-18T03:25:28.108683] [INFO ] [FORECASTER] Starting predict_future for GCV [2025-10-18T03:25:28.133559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:28.134248] [DEBUG] [LOCAL ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt [2025-10-18T03:25:28.134302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:28.134335] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:28.134362] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:28.134419] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:28.151447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:28.152044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:28.152126] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:28.152159] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:28.189991] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:28.190118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:28.190157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:28.190185] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:28.193328] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=76.87%) [2025-10-18T03:25:28.193587] [INFO ] [FORECASTER] Completed predict_future for GCV [2025-10-18T03:25:28.193748] [INFO ] [sig ] GCV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:28.330821] [INFO ] [LOCAL ] Saved forecast: GCV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GCV.txt [2025-10-18T03:25:28.331064] [INFO ] [sig ] [755/2083] Completed GCV in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:28.331106] [INFO ] [sig ] [756/2083] Forecasting GD... [2025-10-18T03:25:28.331136] [INFO ] [sig ] Generating forecast for: GD [2025-10-18T03:25:28.331166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-10-18T03:25:28.340514] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GD'. [2025-10-18T03:25:28.340882] [INFO ] [FORECASTER] Starting predict_future for GD [2025-10-18T03:25:28.365798] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:28.366471] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-10-18T03:25:28.366525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:28.366557] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:28.366584] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:28.366660] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:28.383505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:28.384064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:28.384146] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:28.384181] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:28.426253] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:28.426340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:28.426375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:28.426403] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:28.429521] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=89.42%) [2025-10-18T03:25:28.429816] [INFO ] [FORECASTER] Completed predict_future for GD [2025-10-18T03:25:28.429959] [INFO ] [sig ] GD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:28.580977] [INFO ] [LOCAL ] Saved forecast: GD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GD.txt [2025-10-18T03:25:28.581249] [INFO ] [sig ] [756/2083] Completed GD in 0.3s | 4.11 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:28.581294] [INFO ] [sig ] [757/2083] Forecasting GDDY... [2025-10-18T03:25:28.581325] [INFO ] [sig ] Generating forecast for: GDDY [2025-10-18T03:25:28.581357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-10-18T03:25:28.591328] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDDY'. [2025-10-18T03:25:28.591622] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-10-18T03:25:28.617914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:28.618710] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-10-18T03:25:28.618768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:28.618817] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:28.618847] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:28.618905] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:28.637065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:28.637604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:28.637710] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:28.637797] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:28.679250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:28.679387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:28.679426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:28.679458] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:28.682962] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=7.85%) [2025-10-18T03:25:28.683232] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-10-18T03:25:28.683365] [INFO ] [sig ] GDDY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:28.824125] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GDDY.txt [2025-10-18T03:25:28.824361] [INFO ] [sig ] [757/2083] Completed GDDY in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:28.824403] [INFO ] [sig ] [758/2083] Forecasting GDIV... [2025-10-18T03:25:28.824433] [INFO ] [sig ] Generating forecast for: GDIV [2025-10-18T03:25:28.824465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'. [2025-10-18T03:25:28.833727] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'GDIV'. [2025-10-18T03:25:28.834020] [INFO ] [FORECASTER] Starting predict_future for GDIV [2025-10-18T03:25:28.859278] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:28.859986] [DEBUG] [LOCAL ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt [2025-10-18T03:25:28.860042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:28.860075] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:28.860102] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:28.860160] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:28.877209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:28.877868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:28.877954] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:28.877988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:28.915403] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:28.915518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:28.915557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:28.915586] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:28.919751] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: DOWN (p=30.64%) [2025-10-18T03:25:28.920221] [INFO ] [FORECASTER] Completed predict_future for GDIV [2025-10-18T03:25:28.920412] [INFO ] [sig ] GDIV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:29.058279] [INFO ] [LOCAL ] Saved forecast: GDIV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GDIV.txt [2025-10-18T03:25:29.058527] [INFO ] [sig ] [758/2083] Completed GDIV in 0.2s | 4.11 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:29.058569] [INFO ] [sig ] [759/2083] Forecasting GDL... [2025-10-18T03:25:29.058598] [INFO ] [sig ] Generating forecast for: GDL [2025-10-18T03:25:29.058629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'. [2025-10-18T03:25:29.067208] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDL'. [2025-10-18T03:25:29.067478] [INFO ] [FORECASTER] Starting predict_future for GDL [2025-10-18T03:25:29.092250] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:29.092978] [DEBUG] [LOCAL ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt [2025-10-18T03:25:29.093033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:29.093067] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:29.093095] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:29.093153] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:29.110028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:29.110571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:29.110672] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:29.110726] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:29.148301] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:29.148424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:29.148460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:29.148488] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:29.151742] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: DOWN (p=10.32%) [2025-10-18T03:25:29.152008] [INFO ] [FORECASTER] Completed predict_future for GDL [2025-10-18T03:25:29.152152] [INFO ] [sig ] GDL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:29.288277] [INFO ] [LOCAL ] Saved forecast: GDL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GDL.txt [2025-10-18T03:25:29.288525] [INFO ] [sig ] [759/2083] Completed GDL in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:29.288569] [INFO ] [sig ] [760/2083] Forecasting GDO... [2025-10-18T03:25:29.288598] [INFO ] [sig ] Generating forecast for: GDO [2025-10-18T03:25:29.288630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'. [2025-10-18T03:25:29.298213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDO'. [2025-10-18T03:25:29.298496] [INFO ] [FORECASTER] Starting predict_future for GDO [2025-10-18T03:25:29.323348] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:29.324076] [DEBUG] [LOCAL ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt [2025-10-18T03:25:29.324131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:29.324163] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:29.324191] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:29.324247] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:29.340851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:29.341417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:29.341501] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:29.341534] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:29.379290] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:29.379394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:29.379430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:29.379459] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:29.382596] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=99.68%) [2025-10-18T03:25:29.382893] [INFO ] [FORECASTER] Completed predict_future for GDO [2025-10-18T03:25:29.383039] [INFO ] [sig ] GDO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:29.520756] [INFO ] [LOCAL ] Saved forecast: GDO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GDO.txt [2025-10-18T03:25:29.521058] [INFO ] [sig ] [760/2083] Completed GDO in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:29.521119] [INFO ] [sig ] [761/2083] Forecasting GDOT... [2025-10-18T03:25:29.521152] [INFO ] [sig ] Generating forecast for: GDOT [2025-10-18T03:25:29.521183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'. [2025-10-18T03:25:29.531812] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDOT'. [2025-10-18T03:25:29.532127] [INFO ] [FORECASTER] Starting predict_future for GDOT [2025-10-18T03:25:29.557007] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:29.557807] [DEBUG] [LOCAL ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt [2025-10-18T03:25:29.557864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:29.557897] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:29.557924] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:29.557981] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:29.574511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:29.575082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:29.575183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:29.575237] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:29.612084] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:29.612212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:29.612250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:29.612279] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:29.615517] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: DOWN (p=24.86%) [2025-10-18T03:25:29.615821] [INFO ] [FORECASTER] Completed predict_future for GDOT [2025-10-18T03:25:29.615966] [INFO ] [sig ] GDOT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:29.752133] [INFO ] [LOCAL ] Saved forecast: GDOT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GDOT.txt [2025-10-18T03:25:29.752380] [INFO ] [sig ] [761/2083] Completed GDOT in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.4m [2025-10-18T03:25:29.752421] [INFO ] [sig ] [762/2083] Forecasting GDV... [2025-10-18T03:25:29.752451] [INFO ] [sig ] Generating forecast for: GDV [2025-10-18T03:25:29.752481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'. [2025-10-18T03:25:29.762380] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDV'. [2025-10-18T03:25:29.762724] [INFO ] [FORECASTER] Starting predict_future for GDV [2025-10-18T03:25:29.787443] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:29.788203] [DEBUG] [LOCAL ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt [2025-10-18T03:25:29.788257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:29.788290] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:29.788318] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:29.788376] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:29.804874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:29.805412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:29.805494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:29.805527] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:29.846460] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:29.846599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:29.846638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:29.846713] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:29.849990] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: DOWN (p=24.02%) [2025-10-18T03:25:29.850250] [INFO ] [FORECASTER] Completed predict_future for GDV [2025-10-18T03:25:29.850389] [INFO ] [sig ] GDV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:29.986566] [INFO ] [LOCAL ] Saved forecast: GDV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GDV.txt [2025-10-18T03:25:29.986821] [INFO ] [sig ] [762/2083] Completed GDV in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:29.986881] [INFO ] [sig ] [763/2083] Forecasting GE... [2025-10-18T03:25:29.986915] [INFO ] [sig ] Generating forecast for: GE [2025-10-18T03:25:29.986946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-10-18T03:25:29.996919] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GE'. [2025-10-18T03:25:29.997240] [INFO ] [FORECASTER] Starting predict_future for GE [2025-10-18T03:25:30.022025] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:30.022765] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-10-18T03:25:30.022820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:30.022853] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:30.022881] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:30.022936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:30.039454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:30.040055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:30.040142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:30.040175] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:30.082309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:30.082445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:30.082483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:30.082512] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:30.085845] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=83.30%) [2025-10-18T03:25:30.086111] [INFO ] [FORECASTER] Completed predict_future for GE [2025-10-18T03:25:30.086247] [INFO ] [sig ] GE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:30.222246] [INFO ] [LOCAL ] Saved forecast: GE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GE.txt [2025-10-18T03:25:30.222502] [INFO ] [sig ] [763/2083] Completed GE in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:30.222545] [INFO ] [sig ] [764/2083] Forecasting GEF... [2025-10-18T03:25:30.222574] [INFO ] [sig ] Generating forecast for: GEF [2025-10-18T03:25:30.222604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-10-18T03:25:30.232549] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEF'. [2025-10-18T03:25:30.232898] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-10-18T03:25:30.257502] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:30.258249] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-10-18T03:25:30.258303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:30.258388] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:30.258439] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:30.258500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:30.275127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:30.275772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:30.275855] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:30.275889] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:30.318616] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:30.318759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:30.318805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:30.318834] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:30.322052] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=49.64%) [2025-10-18T03:25:30.322314] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-10-18T03:25:30.322454] [INFO ] [sig ] GEF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:30.462822] [INFO ] [LOCAL ] Saved forecast: GEF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GEF.txt [2025-10-18T03:25:30.463131] [INFO ] [sig ] [764/2083] Completed GEF in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:30.463192] [INFO ] [sig ] [765/2083] Forecasting GEL... [2025-10-18T03:25:30.463226] [INFO ] [sig ] Generating forecast for: GEL [2025-10-18T03:25:30.463258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-10-18T03:25:30.474028] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEL'. [2025-10-18T03:25:30.474318] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-10-18T03:25:30.499121] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:30.499818] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-10-18T03:25:30.499871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:30.499904] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:30.499931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:30.499986] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:30.516609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:30.517158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:30.517235] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:30.517267] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:30.553345] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:30.553430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:30.553464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:30.553492] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:30.556501] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=9.65%) [2025-10-18T03:25:30.556797] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-10-18T03:25:30.556939] [INFO ] [sig ] GEL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:30.693639] [INFO ] [LOCAL ] Saved forecast: GEL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GEL.txt [2025-10-18T03:25:30.693893] [INFO ] [sig ] [765/2083] Completed GEL in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:30.693936] [INFO ] [sig ] [766/2083] Forecasting GENI... [2025-10-18T03:25:30.693966] [INFO ] [sig ] Generating forecast for: GENI [2025-10-18T03:25:30.693996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-10-18T03:25:30.702894] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GENI'. [2025-10-18T03:25:30.703202] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-10-18T03:25:30.727827] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:30.728485] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-10-18T03:25:30.728538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:30.728572] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:30.728599] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:30.728677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:30.745405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:30.745959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:30.746039] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:30.746073] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:30.782508] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:30.782594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:30.782629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:30.782700] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:30.785713] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=27.67%) [2025-10-18T03:25:30.785964] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-10-18T03:25:30.786095] [INFO ] [sig ] GENI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:30.922796] [INFO ] [LOCAL ] Saved forecast: GENI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GENI.txt [2025-10-18T03:25:30.923078] [INFO ] [sig ] [766/2083] Completed GENI in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:30.923123] [INFO ] [sig ] [767/2083] Forecasting GEO... [2025-10-18T03:25:30.923154] [INFO ] [sig ] Generating forecast for: GEO [2025-10-18T03:25:30.923185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'. [2025-10-18T03:25:30.932488] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEO'. [2025-10-18T03:25:30.932812] [INFO ] [FORECASTER] Starting predict_future for GEO [2025-10-18T03:25:30.957413] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:30.958157] [DEBUG] [LOCAL ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt [2025-10-18T03:25:30.958211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:30.958244] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:30.958272] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:30.958330] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:30.975264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:30.975828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:30.975907] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:30.975940] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:31.015668] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:31.015758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:31.015794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:31.015822] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:31.018901] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: UP (p=55.00%) [2025-10-18T03:25:31.019154] [INFO ] [FORECASTER] Completed predict_future for GEO [2025-10-18T03:25:31.019287] [INFO ] [sig ] GEO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:31.156381] [INFO ] [LOCAL ] Saved forecast: GEO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GEO.txt [2025-10-18T03:25:31.156625] [INFO ] [sig ] [767/2083] Completed GEO in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:31.156700] [INFO ] [sig ] [768/2083] Forecasting GES... [2025-10-18T03:25:31.156742] [INFO ] [sig ] Generating forecast for: GES [2025-10-18T03:25:31.156774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-10-18T03:25:31.166707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GES'. [2025-10-18T03:25:31.167156] [INFO ] [FORECASTER] Starting predict_future for GES [2025-10-18T03:25:31.192224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:31.192963] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-10-18T03:25:31.193020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:31.193053] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:31.193080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:31.193137] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:31.209807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:31.210349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:31.210429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:31.210461] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:31.242343] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:31.242423] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:31.242462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:31.242489] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:31.245492] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=45.82%) [2025-10-18T03:25:31.245791] [INFO ] [FORECASTER] Completed predict_future for GES [2025-10-18T03:25:31.245921] [INFO ] [sig ] GES: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:31.400893] [INFO ] [LOCAL ] Saved forecast: GES 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GES.txt [2025-10-18T03:25:31.401182] [INFO ] [sig ] [768/2083] Completed GES in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:31.401227] [INFO ] [sig ] [769/2083] Forecasting GETY... [2025-10-18T03:25:31.401257] [INFO ] [sig ] Generating forecast for: GETY [2025-10-18T03:25:31.401288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'. [2025-10-18T03:25:31.411384] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GETY'. [2025-10-18T03:25:31.411784] [INFO ] [FORECASTER] Starting predict_future for GETY [2025-10-18T03:25:31.437152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:31.437973] [DEBUG] [LOCAL ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt [2025-10-18T03:25:31.438029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:31.438063] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:31.438090] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:31.438146] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:31.454859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:31.455377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:31.455455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:31.455487] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:31.497835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:31.497934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:31.497993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:31.498026] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:31.501634] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: DOWN (p=18.31%) [2025-10-18T03:25:31.501952] [INFO ] [FORECASTER] Completed predict_future for GETY [2025-10-18T03:25:31.502096] [INFO ] [sig ] GETY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:31.640680] [INFO ] [LOCAL ] Saved forecast: GETY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GETY.txt [2025-10-18T03:25:31.640889] [INFO ] [sig ] [769/2083] Completed GETY in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:31.640931] [INFO ] [sig ] [770/2083] Forecasting GEV... [2025-10-18T03:25:31.640960] [INFO ] [sig ] Generating forecast for: GEV [2025-10-18T03:25:31.640991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'. [2025-10-18T03:25:31.650264] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEV'. [2025-10-18T03:25:31.650533] [INFO ] [FORECASTER] Starting predict_future for GEV [2025-10-18T03:25:31.675061] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:31.675747] [DEBUG] [LOCAL ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt [2025-10-18T03:25:31.675803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:31.675836] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:31.675862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:31.675919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:31.700884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:31.701928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:31.702018] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:31.702054] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:31.738727] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:31.738924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:31.738970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:31.738999] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:31.742594] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: DOWN (p=9.90%) [2025-10-18T03:25:31.742916] [INFO ] [FORECASTER] Completed predict_future for GEV [2025-10-18T03:25:31.743091] [INFO ] [sig ] GEV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:31.887661] [INFO ] [LOCAL ] Saved forecast: GEV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GEV.txt [2025-10-18T03:25:31.888004] [INFO ] [sig ] [770/2083] Completed GEV in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:31.888065] [INFO ] [sig ] [771/2083] Forecasting GFF... [2025-10-18T03:25:31.888099] [INFO ] [sig ] Generating forecast for: GFF [2025-10-18T03:25:31.888131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-10-18T03:25:31.900420] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFF'. [2025-10-18T03:25:31.900761] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-10-18T03:25:31.925619] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:31.926322] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-10-18T03:25:31.926376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:31.926409] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:31.926450] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:31.926507] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:31.943212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:31.943872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:31.943955] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:31.943988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:31.980396] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:31.980484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:31.980519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:31.980547] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:31.983590] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-10-18T03:25:31.983873] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-10-18T03:25:31.984007] [INFO ] [sig ] GFF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:32.121965] [INFO ] [LOCAL ] Saved forecast: GFF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GFF.txt [2025-10-18T03:25:32.122206] [INFO ] [sig ] [771/2083] Completed GFF in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:32.122246] [INFO ] [sig ] [772/2083] Forecasting GFI... [2025-10-18T03:25:32.122276] [INFO ] [sig ] Generating forecast for: GFI [2025-10-18T03:25:32.122307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-10-18T03:25:32.131595] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFI'. [2025-10-18T03:25:32.131905] [INFO ] [FORECASTER] Starting predict_future for GFI [2025-10-18T03:25:32.156543] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:32.157255] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-10-18T03:25:32.157317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:32.157351] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:32.157379] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:32.157439] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:32.174247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:32.174821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:32.174909] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:32.174943] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:32.210743] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:32.210851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:32.210888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:32.210916] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:32.214029] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=86.93%) [2025-10-18T03:25:32.214284] [INFO ] [FORECASTER] Completed predict_future for GFI [2025-10-18T03:25:32.214410] [INFO ] [sig ] GFI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:32.350864] [INFO ] [LOCAL ] Saved forecast: GFI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GFI.txt [2025-10-18T03:25:32.351080] [INFO ] [sig ] [772/2083] Completed GFI in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:32.351125] [INFO ] [sig ] [773/2083] Forecasting GFL... [2025-10-18T03:25:32.351156] [INFO ] [sig ] Generating forecast for: GFL [2025-10-18T03:25:32.351189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-10-18T03:25:32.360747] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFL'. [2025-10-18T03:25:32.361065] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-10-18T03:25:32.385874] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:32.386541] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-10-18T03:25:32.386595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:32.386628] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:32.386691] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:32.386763] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:32.403548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:32.404124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:32.404208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:32.404241] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:32.441721] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:32.441888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:32.441927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:32.441956] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:32.445319] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=43.06%) [2025-10-18T03:25:32.445583] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-10-18T03:25:32.445752] [INFO ] [sig ] GFL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:32.586496] [INFO ] [LOCAL ] Saved forecast: GFL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GFL.txt [2025-10-18T03:25:32.586769] [INFO ] [sig ] [773/2083] Completed GFL in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:32.586828] [INFO ] [sig ] [774/2083] Forecasting GFR... [2025-10-18T03:25:32.586861] [INFO ] [sig ] Generating forecast for: GFR [2025-10-18T03:25:32.586974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'. [2025-10-18T03:25:32.595608] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFR'. [2025-10-18T03:25:32.595896] [INFO ] [FORECASTER] Starting predict_future for GFR [2025-10-18T03:25:32.620796] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:32.621525] [DEBUG] [LOCAL ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt [2025-10-18T03:25:32.621580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:32.621612] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:32.621639] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:32.621744] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:32.638590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:32.639159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:32.639240] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:32.639273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:32.675602] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:32.675752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:32.675799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:32.675830] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:32.679265] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: UP (p=94.10%) [2025-10-18T03:25:32.679542] [INFO ] [FORECASTER] Completed predict_future for GFR [2025-10-18T03:25:32.679709] [INFO ] [sig ] GFR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:32.820553] [INFO ] [LOCAL ] Saved forecast: GFR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GFR.txt [2025-10-18T03:25:32.820885] [INFO ] [sig ] [774/2083] Completed GFR in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:32.820947] [INFO ] [sig ] [775/2083] Forecasting GGB... [2025-10-18T03:25:32.820980] [INFO ] [sig ] Generating forecast for: GGB [2025-10-18T03:25:32.821013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-10-18T03:25:32.830774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GGB'. [2025-10-18T03:25:32.831155] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-10-18T03:25:32.856618] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:32.857354] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-10-18T03:25:32.857410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:32.857444] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:32.857472] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:32.857530] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:32.875001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:32.875602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:32.875710] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:32.875757] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:32.912025] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:32.912125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:32.912163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:32.912191] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:32.915316] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=95.57%) [2025-10-18T03:25:32.915575] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-10-18T03:25:32.915740] [INFO ] [sig ] GGB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:33.054294] [INFO ] [LOCAL ] Saved forecast: GGB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GGB.txt [2025-10-18T03:25:33.054526] [INFO ] [sig ] [775/2083] Completed GGB in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:33.054568] [INFO ] [sig ] [776/2083] Forecasting GGG... [2025-10-18T03:25:33.054598] [INFO ] [sig ] Generating forecast for: GGG [2025-10-18T03:25:33.054628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-10-18T03:25:33.063666] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GGG'. [2025-10-18T03:25:33.063941] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-10-18T03:25:33.089574] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:33.090361] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-10-18T03:25:33.090417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:33.090450] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:33.090477] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:33.090535] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:33.107678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:33.108250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:33.108332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:33.108366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:33.145845] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:33.145936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:33.145971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:33.146016] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:33.149163] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=82.11%) [2025-10-18T03:25:33.149424] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-10-18T03:25:33.149555] [INFO ] [sig ] GGG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:33.288125] [INFO ] [LOCAL ] Saved forecast: GGG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GGG.txt [2025-10-18T03:25:33.288369] [INFO ] [sig ] [776/2083] Completed GGG in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:33.288413] [INFO ] [sig ] [777/2083] Forecasting GGZ... [2025-10-18T03:25:33.288443] [INFO ] [sig ] Generating forecast for: GGZ [2025-10-18T03:25:33.288474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'. [2025-10-18T03:25:33.297261] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GGZ'. [2025-10-18T03:25:33.297539] [INFO ] [FORECASTER] Starting predict_future for GGZ [2025-10-18T03:25:33.322413] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:33.323154] [DEBUG] [LOCAL ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt [2025-10-18T03:25:33.323246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:33.323286] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:33.323314] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:33.323370] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:33.340930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:33.341481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:33.341563] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:33.341597] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:33.377052] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:33.377196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:33.377238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:33.377266] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:33.380690] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=59.49%) [2025-10-18T03:25:33.380963] [INFO ] [FORECASTER] Completed predict_future for GGZ [2025-10-18T03:25:33.381100] [INFO ] [sig ] GGZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:33.523582] [INFO ] [LOCAL ] Saved forecast: GGZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GGZ.txt [2025-10-18T03:25:33.523849] [INFO ] [sig ] [777/2083] Completed GGZ in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:33.523909] [INFO ] [sig ] [778/2083] Forecasting GHC... [2025-10-18T03:25:33.523943] [INFO ] [sig ] Generating forecast for: GHC [2025-10-18T03:25:33.523983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'. [2025-10-18T03:25:33.534287] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'GHC'. [2025-10-18T03:25:33.534765] [INFO ] [FORECASTER] Starting predict_future for GHC [2025-10-18T03:25:33.562708] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:33.563519] [DEBUG] [LOCAL ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt [2025-10-18T03:25:33.563579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:33.563624] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:33.563701] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:33.563770] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:33.581689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:33.582589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:33.582724] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:33.582778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:33.615354] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:33.615466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:33.615505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:33.615533] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:33.618833] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=16.18%) [2025-10-18T03:25:33.619320] [INFO ] [FORECASTER] Completed predict_future for GHC [2025-10-18T03:25:33.619456] [INFO ] [sig ] GHC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:33.760481] [INFO ] [LOCAL ] Saved forecast: GHC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GHC.txt [2025-10-18T03:25:33.760768] [INFO ] [sig ] [778/2083] Completed GHC in 0.2s | 4.12 sym/s | Total: 3.1m | ETA: 5.3m [2025-10-18T03:25:33.760831] [INFO ] [sig ] [779/2083] Forecasting GHG... [2025-10-18T03:25:33.760866] [INFO ] [sig ] Generating forecast for: GHG [2025-10-18T03:25:33.760900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'. [2025-10-18T03:25:33.769418] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHG'. [2025-10-18T03:25:33.769712] [INFO ] [FORECASTER] Starting predict_future for GHG [2025-10-18T03:25:33.794523] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:33.795275] [DEBUG] [LOCAL ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt [2025-10-18T03:25:33.795331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:33.795365] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:33.795393] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:33.795449] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:33.812383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:33.812935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:33.813014] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:33.813048] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:33.847032] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:33.847141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:33.847180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:33.847210] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:33.850483] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-10-18T03:25:33.850800] [INFO ] [FORECASTER] Completed predict_future for GHG [2025-10-18T03:25:33.850936] [INFO ] [sig ] GHG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:33.990356] [INFO ] [LOCAL ] Saved forecast: GHG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GHG.txt [2025-10-18T03:25:33.990571] [INFO ] [sig ] [779/2083] Completed GHG in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.3m [2025-10-18T03:25:33.990613] [INFO ] [sig ] [780/2083] Forecasting GHI... [2025-10-18T03:25:33.990668] [INFO ] [sig ] Generating forecast for: GHI [2025-10-18T03:25:33.990724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-10-18T03:25:33.999778] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHI'. [2025-10-18T03:25:34.000054] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-10-18T03:25:34.025060] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:34.025837] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-10-18T03:25:34.025892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:34.025926] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:34.025955] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:34.026013] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:34.043328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:34.043892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:34.044006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:34.044045] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:34.081162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:34.081286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:34.081325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:34.081355] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:34.084667] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=8.87%) [2025-10-18T03:25:34.084940] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-10-18T03:25:34.085069] [INFO ] [sig ] GHI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:34.228734] [INFO ] [LOCAL ] Saved forecast: GHI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GHI.txt [2025-10-18T03:25:34.228977] [INFO ] [sig ] [780/2083] Completed GHI in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.3m [2025-10-18T03:25:34.229021] [INFO ] [sig ] [781/2083] Forecasting GHLD... [2025-10-18T03:25:34.229054] [INFO ] [sig ] Generating forecast for: GHLD [2025-10-18T03:25:34.229087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'. [2025-10-18T03:25:34.238345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHLD'. [2025-10-18T03:25:34.238662] [INFO ] [FORECASTER] Starting predict_future for GHLD [2025-10-18T03:25:34.264338] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:34.265091] [DEBUG] [LOCAL ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt [2025-10-18T03:25:34.265147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:34.265182] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:34.265211] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:34.265269] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:34.282925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:34.283464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:34.283544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:34.283578] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:34.317541] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:34.317681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:34.317766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:34.317843] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:34.321093] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: UP (p=97.35%) [2025-10-18T03:25:34.321358] [INFO ] [FORECASTER] Completed predict_future for GHLD [2025-10-18T03:25:34.321486] [INFO ] [sig ] GHLD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:34.464554] [INFO ] [LOCAL ] Saved forecast: GHLD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GHLD.txt [2025-10-18T03:25:34.464795] [INFO ] [sig ] [781/2083] Completed GHLD in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.3m [2025-10-18T03:25:34.464862] [INFO ] [sig ] [782/2083] Forecasting GHM... [2025-10-18T03:25:34.464896] [INFO ] [sig ] Generating forecast for: GHM [2025-10-18T03:25:34.464927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-10-18T03:25:34.473760] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHM'. [2025-10-18T03:25:34.474037] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-10-18T03:25:34.499542] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:34.500285] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-10-18T03:25:34.500341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:34.500375] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:34.500404] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:34.500463] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:34.518089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:34.518627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:34.518731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:34.518772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:34.553750] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:34.553865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:34.553901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:34.553930] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:34.557058] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=88.71%) [2025-10-18T03:25:34.557316] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-10-18T03:25:34.557440] [INFO ] [sig ] GHM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:34.699343] [INFO ] [LOCAL ] Saved forecast: GHM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GHM.txt [2025-10-18T03:25:34.699565] [INFO ] [sig ] [782/2083] Completed GHM in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.3m [2025-10-18T03:25:34.699607] [INFO ] [sig ] [783/2083] Forecasting GHY... [2025-10-18T03:25:34.699638] [INFO ] [sig ] Generating forecast for: GHY [2025-10-18T03:25:34.699719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-10-18T03:25:34.708882] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHY'. [2025-10-18T03:25:34.709170] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-10-18T03:25:34.734015] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:34.734715] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-10-18T03:25:34.734772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:34.734808] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:34.734836] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:34.734893] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:34.752163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:34.752743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:34.752823] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:34.752856] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:34.785061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:34.785153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:34.785187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:34.785236] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:34.789509] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=48.51%) [2025-10-18T03:25:34.789813] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-10-18T03:25:34.789945] [INFO ] [sig ] GHY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:34.933899] [INFO ] [LOCAL ] Saved forecast: GHY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GHY.txt [2025-10-18T03:25:34.934169] [INFO ] [sig ] [783/2083] Completed GHY in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.3m [2025-10-18T03:25:34.934230] [INFO ] [sig ] [784/2083] Forecasting GIB... [2025-10-18T03:25:34.934264] [INFO ] [sig ] Generating forecast for: GIB [2025-10-18T03:25:34.934296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-10-18T03:25:34.943200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIB'. [2025-10-18T03:25:34.943473] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-10-18T03:25:34.968901] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:34.969613] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-10-18T03:25:34.969691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:34.969737] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:34.969765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:34.969832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:34.986809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:34.987354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:34.987435] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:34.987468] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:35.020039] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:35.020178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:35.020216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:35.020245] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:35.023566] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=9.17%) [2025-10-18T03:25:35.023863] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-10-18T03:25:35.023996] [INFO ] [sig ] GIB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:35.164342] [INFO ] [LOCAL ] Saved forecast: GIB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GIB.txt [2025-10-18T03:25:35.164565] [INFO ] [sig ] [784/2083] Completed GIB in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.3m [2025-10-18T03:25:35.164607] [INFO ] [sig ] [785/2083] Forecasting GIC... [2025-10-18T03:25:35.164638] [INFO ] [sig ] Generating forecast for: GIC [2025-10-18T03:25:35.164716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'. [2025-10-18T03:25:35.173367] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIC'. [2025-10-18T03:25:35.173687] [INFO ] [FORECASTER] Starting predict_future for GIC [2025-10-18T03:25:35.198332] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:35.199061] [DEBUG] [LOCAL ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt [2025-10-18T03:25:35.199116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:35.199150] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:35.199178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:35.199235] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:35.216397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:35.216960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:35.217039] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:35.217073] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:35.249182] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:35.249282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:35.249320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:35.249351] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:35.252502] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=90.39%) [2025-10-18T03:25:35.252807] [INFO ] [FORECASTER] Completed predict_future for GIC [2025-10-18T03:25:35.252941] [INFO ] [sig ] GIC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:35.394591] [INFO ] [LOCAL ] Saved forecast: GIC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GIC.txt [2025-10-18T03:25:35.394837] [INFO ] [sig ] [785/2083] Completed GIC in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.3m [2025-10-18T03:25:35.394890] [INFO ] [sig ] [786/2083] Forecasting GIL... [2025-10-18T03:25:35.394924] [INFO ] [sig ] Generating forecast for: GIL [2025-10-18T03:25:35.394958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-10-18T03:25:35.403522] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIL'. [2025-10-18T03:25:35.403843] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-10-18T03:25:35.428934] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:35.429665] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-10-18T03:25:35.429726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:35.429762] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:35.429792] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:35.429852] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:35.446828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:35.447391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:35.447476] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:35.447513] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:35.483138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:35.483258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:35.483295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:35.483324] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:35.486525] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=91.94%) [2025-10-18T03:25:35.486821] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-10-18T03:25:35.486949] [INFO ] [sig ] GIL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:35.628766] [INFO ] [LOCAL ] Saved forecast: GIL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GIL.txt [2025-10-18T03:25:35.629078] [INFO ] [sig ] [786/2083] Completed GIL in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:35.629172] [INFO ] [sig ] [787/2083] Forecasting GIS... [2025-10-18T03:25:35.629212] [INFO ] [sig ] Generating forecast for: GIS [2025-10-18T03:25:35.629245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-10-18T03:25:35.639386] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIS'. [2025-10-18T03:25:35.639762] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-10-18T03:25:35.664750] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:35.665453] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-10-18T03:25:35.665508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:35.665541] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:35.665567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:35.665663] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:35.682968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:35.683581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:35.683695] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:35.683750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:35.719141] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:35.719237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:35.719273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:35.719301] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:35.722310] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=39.64%) [2025-10-18T03:25:35.722563] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-10-18T03:25:35.722725] [INFO ] [sig ] GIS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:35.864470] [INFO ] [LOCAL ] Saved forecast: GIS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GIS.txt [2025-10-18T03:25:35.864753] [INFO ] [sig ] [787/2083] Completed GIS in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:35.864816] [INFO ] [sig ] [788/2083] Forecasting GKOS... [2025-10-18T03:25:35.864849] [INFO ] [sig ] Generating forecast for: GKOS [2025-10-18T03:25:35.864882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-10-18T03:25:35.875314] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GKOS'. [2025-10-18T03:25:35.875682] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-10-18T03:25:35.901632] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:35.902412] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-10-18T03:25:35.902469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:35.902506] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:35.902565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:35.902684] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:35.919992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:35.920560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:35.920666] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:35.920723] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:35.958869] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:35.958973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:35.959010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:35.959041] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:35.962300] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=1.63%) [2025-10-18T03:25:35.962563] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-10-18T03:25:35.962731] [INFO ] [sig ] GKOS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:36.103208] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GKOS.txt [2025-10-18T03:25:36.103425] [INFO ] [sig ] [788/2083] Completed GKOS in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:36.103472] [INFO ] [sig ] [789/2083] Forecasting GL... [2025-10-18T03:25:36.103504] [INFO ] [sig ] Generating forecast for: GL [2025-10-18T03:25:36.103535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-10-18T03:25:36.113473] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GL'. [2025-10-18T03:25:36.113861] [INFO ] [FORECASTER] Starting predict_future for GL [2025-10-18T03:25:36.138721] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:36.139413] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-10-18T03:25:36.139467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:36.139500] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:36.139526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:36.139583] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:36.156312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:36.156887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:36.156966] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:36.156999] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:36.193246] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:36.193351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:36.193389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:36.193418] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:36.196563] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=98.49%) [2025-10-18T03:25:36.196855] [INFO ] [FORECASTER] Completed predict_future for GL [2025-10-18T03:25:36.197016] [INFO ] [sig ] GL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:36.338205] [INFO ] [LOCAL ] Saved forecast: GL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GL.txt [2025-10-18T03:25:36.338448] [INFO ] [sig ] [789/2083] Completed GL in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:36.338491] [INFO ] [sig ] [790/2083] Forecasting GLOB... [2025-10-18T03:25:36.338522] [INFO ] [sig ] Generating forecast for: GLOB [2025-10-18T03:25:36.338553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-10-18T03:25:36.348388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GLOB'. [2025-10-18T03:25:36.348688] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-10-18T03:25:36.374309] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:36.375111] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-10-18T03:25:36.375168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:36.375203] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:36.375231] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:36.375288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:36.393003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:36.393564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:36.393671] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:36.393728] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:36.428828] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:36.428940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:36.428978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:36.429006] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:36.432259] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=78.60%) [2025-10-18T03:25:36.432526] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-10-18T03:25:36.432687] [INFO ] [sig ] GLOB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:36.580394] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GLOB.txt [2025-10-18T03:25:36.580712] [INFO ] [sig ] [790/2083] Completed GLOB in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:36.580773] [INFO ] [sig ] [791/2083] Forecasting GLP... [2025-10-18T03:25:36.580808] [INFO ] [sig ] Generating forecast for: GLP [2025-10-18T03:25:36.580840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-10-18T03:25:36.590487] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GLP'. [2025-10-18T03:25:36.590777] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-10-18T03:25:36.616712] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:36.617417] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-10-18T03:25:36.617472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:36.617505] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:36.617532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:36.617589] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:36.634841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:36.635554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:36.635662] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:36.635717] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:36.669743] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:36.669844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:36.669901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:36.669933] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:36.672927] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=0.91%) [2025-10-18T03:25:36.673181] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-10-18T03:25:36.673310] [INFO ] [sig ] GLP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:36.812959] [INFO ] [LOCAL ] Saved forecast: GLP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GLP.txt [2025-10-18T03:25:36.813219] [INFO ] [sig ] [791/2083] Completed GLP in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:36.813266] [INFO ] [sig ] [792/2083] Forecasting GLW... [2025-10-18T03:25:36.813297] [INFO ] [sig ] Generating forecast for: GLW [2025-10-18T03:25:36.813330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'. [2025-10-18T03:25:36.823216] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GLW'. [2025-10-18T03:25:36.823551] [INFO ] [FORECASTER] Starting predict_future for GLW [2025-10-18T03:25:36.849126] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:36.849849] [DEBUG] [LOCAL ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt [2025-10-18T03:25:36.849904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:36.849937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:36.849965] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:36.850022] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:36.867039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:36.867813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:36.867899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:36.867934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:36.905659] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:36.905753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:36.905789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:36.905818] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:36.908848] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=96.04%) [2025-10-18T03:25:36.909107] [INFO ] [FORECASTER] Completed predict_future for GLW [2025-10-18T03:25:36.909235] [INFO ] [sig ] GLW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:37.049770] [INFO ] [LOCAL ] Saved forecast: GLW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GLW.txt [2025-10-18T03:25:37.049986] [INFO ] [sig ] [792/2083] Completed GLW in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:37.050028] [INFO ] [sig ] [793/2083] Forecasting GM... [2025-10-18T03:25:37.050058] [INFO ] [sig ] Generating forecast for: GM [2025-10-18T03:25:37.050089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'. [2025-10-18T03:25:37.059824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GM'. [2025-10-18T03:25:37.060106] [INFO ] [FORECASTER] Starting predict_future for GM [2025-10-18T03:25:37.086907] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:37.087680] [DEBUG] [LOCAL ] No optimal features file found for GM: ./output/feature-sets/GM.txt [2025-10-18T03:25:37.087760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:37.087824] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:37.087861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:37.087978] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:37.109521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:37.110306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:37.110394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:37.110430] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:37.148195] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:37.148302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:37.148340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:37.148369] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:37.151535] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-10-18T03:25:37.151839] [INFO ] [FORECASTER] Completed predict_future for GM [2025-10-18T03:25:37.151980] [INFO ] [sig ] GM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:37.297543] [INFO ] [LOCAL ] Saved forecast: GM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GM.txt [2025-10-18T03:25:37.298146] [INFO ] [sig ] [793/2083] Completed GM in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:37.298210] [INFO ] [sig ] [794/2083] Forecasting GME... [2025-10-18T03:25:37.298244] [INFO ] [sig ] Generating forecast for: GME [2025-10-18T03:25:37.298286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-10-18T03:25:37.308763] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GME'. [2025-10-18T03:25:37.309117] [INFO ] [FORECASTER] Starting predict_future for GME [2025-10-18T03:25:37.336188] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:37.337434] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-10-18T03:25:37.337525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:37.337597] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:37.337688] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:37.337813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:37.356057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:37.356896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:37.356984] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:37.357020] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:37.407844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:37.408047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:37.408119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:37.408182] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:37.413175] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=21.39%) [2025-10-18T03:25:37.413565] [INFO ] [FORECASTER] Completed predict_future for GME [2025-10-18T03:25:37.413782] [INFO ] [sig ] GME: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:37.597563] [INFO ] [LOCAL ] Saved forecast: GME 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GME.txt [2025-10-18T03:25:37.597864] [INFO ] [sig ] [794/2083] Completed GME in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:37.597928] [INFO ] [sig ] [795/2083] Forecasting GMED... [2025-10-18T03:25:37.597961] [INFO ] [sig ] Generating forecast for: GMED [2025-10-18T03:25:37.597993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-10-18T03:25:37.607403] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GMED'. [2025-10-18T03:25:37.607822] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-10-18T03:25:37.633368] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:37.634173] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-10-18T03:25:37.634230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:37.634265] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:37.634294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:37.634351] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:37.651263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:37.652135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:37.652225] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:37.652259] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:37.687919] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:37.688093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:37.688136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:37.688165] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:37.691615] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=4.77%) [2025-10-18T03:25:37.691934] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-10-18T03:25:37.692071] [INFO ] [sig ] GMED: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:37.838392] [INFO ] [LOCAL ] Saved forecast: GMED 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GMED.txt [2025-10-18T03:25:37.838637] [INFO ] [sig ] [795/2083] Completed GMED in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:37.838721] [INFO ] [sig ] [796/2083] Forecasting GMRE... [2025-10-18T03:25:37.838764] [INFO ] [sig ] Generating forecast for: GMRE [2025-10-18T03:25:37.838800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-10-18T03:25:37.847842] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GMRE'. [2025-10-18T03:25:37.848188] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-10-18T03:25:37.873095] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:37.873902] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-10-18T03:25:37.873957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:37.873990] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:37.874019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:37.874076] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:37.890837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:37.891355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:37.891432] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:37.891464] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:37.927837] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:37.927912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:37.927981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:37.928009] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:37.933936] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=66.22%) [2025-10-18T03:25:37.934186] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-10-18T03:25:37.934314] [INFO ] [sig ] GMRE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:38.076549] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GMRE.txt [2025-10-18T03:25:38.076818] [INFO ] [sig ] [796/2083] Completed GMRE in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:38.076879] [INFO ] [sig ] [797/2083] Forecasting GNE... [2025-10-18T03:25:38.076912] [INFO ] [sig ] Generating forecast for: GNE [2025-10-18T03:25:38.076955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-10-18T03:25:38.086958] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNE'. [2025-10-18T03:25:38.087250] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-10-18T03:25:38.112614] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:38.113334] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-10-18T03:25:38.113396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:38.113430] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:38.113458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:38.113515] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:38.130069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:38.130588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:38.130721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:38.130776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:38.166447] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:38.166526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:38.166560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:38.166588] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:38.169705] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=55.27%) [2025-10-18T03:25:38.169984] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-10-18T03:25:38.170114] [INFO ] [sig ] GNE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:38.307818] [INFO ] [LOCAL ] Saved forecast: GNE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GNE.txt [2025-10-18T03:25:38.308029] [INFO ] [sig ] [797/2083] Completed GNE in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:38.308071] [INFO ] [sig ] [798/2083] Forecasting GNK... [2025-10-18T03:25:38.308101] [INFO ] [sig ] Generating forecast for: GNK [2025-10-18T03:25:38.308133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-10-18T03:25:38.317560] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNK'. [2025-10-18T03:25:38.317896] [INFO ] [FORECASTER] Starting predict_future for GNK [2025-10-18T03:25:38.342526] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:38.343247] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-10-18T03:25:38.343302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:38.343336] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:38.343363] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:38.343420] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:38.360286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:38.360845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:38.360923] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:38.360956] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:38.397143] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:38.397236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:38.397270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:38.397298] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:38.400343] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-10-18T03:25:38.400595] [INFO ] [FORECASTER] Completed predict_future for GNK [2025-10-18T03:25:38.400753] [INFO ] [sig ] GNK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:38.538443] [INFO ] [LOCAL ] Saved forecast: GNK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GNK.txt [2025-10-18T03:25:38.538698] [INFO ] [sig ] [798/2083] Completed GNK in 0.2s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:38.538759] [INFO ] [sig ] [799/2083] Forecasting GNL... [2025-10-18T03:25:38.538792] [INFO ] [sig ] Generating forecast for: GNL [2025-10-18T03:25:38.538823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-10-18T03:25:38.548375] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNL'. [2025-10-18T03:25:38.548733] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-10-18T03:25:38.573518] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:38.574237] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-10-18T03:25:38.574292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:38.574325] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:38.574354] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:38.574411] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:38.591398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:38.591981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:38.592075] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:38.592108] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:38.629728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:38.629857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:38.629895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:38.629924] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:38.633251] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=13.72%) [2025-10-18T03:25:38.633544] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-10-18T03:25:38.633708] [INFO ] [sig ] GNL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:38.849789] [INFO ] [LOCAL ] Saved forecast: GNL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GNL.txt [2025-10-18T03:25:38.850107] [INFO ] [sig ] [799/2083] Completed GNL in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:38.850167] [INFO ] [sig ] [800/2083] Forecasting GNRC... [2025-10-18T03:25:38.850202] [INFO ] [sig ] Generating forecast for: GNRC [2025-10-18T03:25:38.850236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-10-18T03:25:38.859038] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNRC'. [2025-10-18T03:25:38.859403] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-10-18T03:25:38.888894] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:38.889789] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-10-18T03:25:38.889847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:38.889882] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:38.889911] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:38.889975] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:38.909510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:38.910255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:38.910346] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:38.910380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:38.954121] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:38.954257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:38.954300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:38.954330] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:38.958626] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=72.57%) [2025-10-18T03:25:38.959061] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-10-18T03:25:38.959258] [INFO ] [sig ] GNRC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:39.120576] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GNRC.txt [2025-10-18T03:25:39.120851] [INFO ] [sig ] [800/2083] Completed GNRC in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:39.120907] [INFO ] [sig ] [801/2083] Forecasting GNT... [2025-10-18T03:25:39.120942] [INFO ] [sig ] Generating forecast for: GNT [2025-10-18T03:25:39.120974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'. [2025-10-18T03:25:39.130561] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNT'. [2025-10-18T03:25:39.130877] [INFO ] [FORECASTER] Starting predict_future for GNT [2025-10-18T03:25:39.160301] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:39.161333] [DEBUG] [LOCAL ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt [2025-10-18T03:25:39.161419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:39.161495] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:39.161561] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:39.161676] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:39.181639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:39.182265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:39.182354] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:39.182389] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:39.225030] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:39.225156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:39.225196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:39.225227] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:39.228893] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: DOWN (p=2.84%) [2025-10-18T03:25:39.229170] [INFO ] [FORECASTER] Completed predict_future for GNT [2025-10-18T03:25:39.229336] [INFO ] [sig ] GNT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:39.388137] [INFO ] [LOCAL ] Saved forecast: GNT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GNT.txt [2025-10-18T03:25:39.388373] [INFO ] [sig ] [801/2083] Completed GNT in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:39.388418] [INFO ] [sig ] [802/2083] Forecasting GNW... [2025-10-18T03:25:39.388450] [INFO ] [sig ] Generating forecast for: GNW [2025-10-18T03:25:39.388483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'. [2025-10-18T03:25:39.397776] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNW'. [2025-10-18T03:25:39.398107] [INFO ] [FORECASTER] Starting predict_future for GNW [2025-10-18T03:25:39.425588] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:39.426403] [DEBUG] [LOCAL ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt [2025-10-18T03:25:39.426461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:39.426497] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:39.426527] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:39.426586] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:39.446140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:39.446790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:39.446880] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:39.446915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:39.492685] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:39.492880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:39.492974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:39.493053] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:39.498473] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=69.07%) [2025-10-18T03:25:39.498894] [INFO ] [FORECASTER] Completed predict_future for GNW [2025-10-18T03:25:39.499049] [INFO ] [sig ] GNW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:39.653196] [INFO ] [LOCAL ] Saved forecast: GNW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GNW.txt [2025-10-18T03:25:39.653501] [INFO ] [sig ] [802/2083] Completed GNW in 0.3s | 4.12 sym/s | Total: 3.2m | ETA: 5.2m [2025-10-18T03:25:39.653550] [INFO ] [sig ] [803/2083] Forecasting GOF... [2025-10-18T03:25:39.653582] [INFO ] [sig ] Generating forecast for: GOF [2025-10-18T03:25:39.653662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-10-18T03:25:39.663751] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOF'. [2025-10-18T03:25:39.664119] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-10-18T03:25:39.691020] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:39.691861] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-10-18T03:25:39.691918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:39.691953] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:39.691983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:39.692041] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:39.709213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:39.709918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:39.710004] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:39.710041] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:39.746979] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:39.747146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:39.747190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:39.747222] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:39.750815] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=29.48%) [2025-10-18T03:25:39.751095] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-10-18T03:25:39.751242] [INFO ] [sig ] GOF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:39.892110] [INFO ] [LOCAL ] Saved forecast: GOF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GOF.txt [2025-10-18T03:25:39.892375] [INFO ] [sig ] [803/2083] Completed GOF in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:39.892417] [INFO ] [sig ] [804/2083] Forecasting GOLF... [2025-10-18T03:25:39.892449] [INFO ] [sig ] Generating forecast for: GOLF [2025-10-18T03:25:39.892481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-10-18T03:25:39.901839] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOLF'. [2025-10-18T03:25:39.902156] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-10-18T03:25:39.927210] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:39.927998] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-10-18T03:25:39.928054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:39.928088] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:39.928116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:39.928172] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:39.945038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:39.945614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:39.945726] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:39.945769] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:39.981702] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:39.981848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:39.981888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:39.981918] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:39.985201] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=7.43%) [2025-10-18T03:25:39.985484] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-10-18T03:25:39.985615] [INFO ] [sig ] GOLF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:40.126545] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GOLF.txt [2025-10-18T03:25:40.126789] [INFO ] [sig ] [804/2083] Completed GOLF in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:40.126850] [INFO ] [sig ] [805/2083] Forecasting GOOS... [2025-10-18T03:25:40.126883] [INFO ] [sig ] Generating forecast for: GOOS [2025-10-18T03:25:40.126920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-10-18T03:25:40.136136] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOOS'. [2025-10-18T03:25:40.136489] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-10-18T03:25:40.161626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:40.162412] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-10-18T03:25:40.162469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:40.162506] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:40.162537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:40.162596] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:40.179992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:40.180551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:40.180633] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:40.180715] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:40.215768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:40.215917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:40.215958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:40.215989] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:40.219373] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=88.89%) [2025-10-18T03:25:40.219671] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-10-18T03:25:40.219822] [INFO ] [sig ] GOOS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:40.364635] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GOOS.txt [2025-10-18T03:25:40.364924] [INFO ] [sig ] [805/2083] Completed GOOS in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:40.364985] [INFO ] [sig ] [806/2083] Forecasting GOTU... [2025-10-18T03:25:40.365019] [INFO ] [sig ] Generating forecast for: GOTU [2025-10-18T03:25:40.365051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'. [2025-10-18T03:25:40.374515] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOTU'. [2025-10-18T03:25:40.374792] [INFO ] [FORECASTER] Starting predict_future for GOTU [2025-10-18T03:25:40.400626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:40.401437] [DEBUG] [LOCAL ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt [2025-10-18T03:25:40.401494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:40.401530] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:40.401617] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:40.401720] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:40.419485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:40.420155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:40.420274] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:40.420311] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:40.455147] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:40.455299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:40.455339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:40.455368] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:40.458852] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-10-18T03:25:40.459131] [INFO ] [FORECASTER] Completed predict_future for GOTU [2025-10-18T03:25:40.459266] [INFO ] [sig ] GOTU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:40.600101] [INFO ] [LOCAL ] Saved forecast: GOTU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GOTU.txt [2025-10-18T03:25:40.600338] [INFO ] [sig ] [806/2083] Completed GOTU in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:40.600380] [INFO ] [sig ] [807/2083] Forecasting GPC... [2025-10-18T03:25:40.600410] [INFO ] [sig ] Generating forecast for: GPC [2025-10-18T03:25:40.600441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-10-18T03:25:40.610051] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPC'. [2025-10-18T03:25:40.610357] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-10-18T03:25:40.635949] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:40.636637] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-10-18T03:25:40.636721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:40.636758] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:40.636787] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:40.636846] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:40.653953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:40.654661] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:40.654755] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:40.654791] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:40.691277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:40.691484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:40.691543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:40.691576] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:40.695456] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=22.48%) [2025-10-18T03:25:40.695804] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-10-18T03:25:40.695971] [INFO ] [sig ] GPC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:40.860890] [INFO ] [LOCAL ] Saved forecast: GPC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GPC.txt [2025-10-18T03:25:40.861161] [INFO ] [sig ] [807/2083] Completed GPC in 0.3s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:40.861206] [INFO ] [sig ] [808/2083] Forecasting GPI... [2025-10-18T03:25:40.861239] [INFO ] [sig ] Generating forecast for: GPI [2025-10-18T03:25:40.861296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-10-18T03:25:40.871611] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPI'. [2025-10-18T03:25:40.872081] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-10-18T03:25:40.899830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:40.900637] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-10-18T03:25:40.900740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:40.900779] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:40.900808] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:40.900865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:40.919501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:40.920392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:40.920479] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:40.920513] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:40.954207] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:40.954301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:40.954337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:40.954366] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:40.957814] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=65.11%) [2025-10-18T03:25:40.958278] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-10-18T03:25:40.958485] [INFO ] [sig ] GPI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:41.108463] [INFO ] [LOCAL ] Saved forecast: GPI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GPI.txt [2025-10-18T03:25:41.108733] [INFO ] [sig ] [808/2083] Completed GPI in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:41.108810] [INFO ] [sig ] [809/2083] Forecasting GPJA... [2025-10-18T03:25:41.108865] [INFO ] [sig ] Generating forecast for: GPJA [2025-10-18T03:25:41.108902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-10-18T03:25:41.118170] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPJA'. [2025-10-18T03:25:41.118425] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-10-18T03:25:41.143331] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:41.144048] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-10-18T03:25:41.144103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:41.144137] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:41.144164] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:41.144221] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:41.166837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:41.167882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:41.168005] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:41.168080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:41.202632] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:41.202781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:41.202823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:41.202852] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:41.208781] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=4.65%) [2025-10-18T03:25:41.209057] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-10-18T03:25:41.209192] [INFO ] [sig ] GPJA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:41.346564] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GPJA.txt [2025-10-18T03:25:41.346770] [INFO ] [sig ] [809/2083] Completed GPJA in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:41.346828] [INFO ] [sig ] [810/2083] Forecasting GPK... [2025-10-18T03:25:41.346862] [INFO ] [sig ] Generating forecast for: GPK [2025-10-18T03:25:41.346901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-10-18T03:25:41.356081] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPK'. [2025-10-18T03:25:41.356352] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-10-18T03:25:41.381182] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:41.381889] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-10-18T03:25:41.381947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:41.381989] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:41.382016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:41.382072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:41.398846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:41.399381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:41.399457] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:41.399491] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:41.433581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:41.433785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:41.433836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:41.433867] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:41.437365] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-10-18T03:25:41.437639] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-10-18T03:25:41.437852] [INFO ] [sig ] GPK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:41.577214] [INFO ] [LOCAL ] Saved forecast: GPK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GPK.txt [2025-10-18T03:25:41.577414] [INFO ] [sig ] [810/2083] Completed GPK in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.2m [2025-10-18T03:25:41.577455] [INFO ] [sig ] [811/2083] Forecasting GPMT... [2025-10-18T03:25:41.577484] [INFO ] [sig ] Generating forecast for: GPMT [2025-10-18T03:25:41.577515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'. [2025-10-18T03:25:41.586466] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPMT'. [2025-10-18T03:25:41.586741] [INFO ] [FORECASTER] Starting predict_future for GPMT [2025-10-18T03:25:41.611403] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:41.612112] [DEBUG] [LOCAL ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt [2025-10-18T03:25:41.612166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:41.612199] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:41.612227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:41.612283] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:41.629139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:41.629681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:41.629762] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:41.629796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:41.664155] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:41.664304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:41.664344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:41.664374] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:41.667863] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-10-18T03:25:41.668152] [INFO ] [FORECASTER] Completed predict_future for GPMT [2025-10-18T03:25:41.668285] [INFO ] [sig ] GPMT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:41.810365] [INFO ] [LOCAL ] Saved forecast: GPMT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GPMT.txt [2025-10-18T03:25:41.810622] [INFO ] [sig ] [811/2083] Completed GPMT in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:41.810712] [INFO ] [sig ] [812/2083] Forecasting GPN... [2025-10-18T03:25:41.810767] [INFO ] [sig ] Generating forecast for: GPN [2025-10-18T03:25:41.810803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-10-18T03:25:41.824593] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPN'. [2025-10-18T03:25:41.825065] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-10-18T03:25:41.859876] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:41.860620] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-10-18T03:25:41.860700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:41.860745] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:41.860774] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:41.860843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:41.878561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:41.879221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:41.879308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:41.879340] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:41.915174] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:41.915324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:41.915382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:41.915452] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:41.918878] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=13.68%) [2025-10-18T03:25:41.919157] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-10-18T03:25:41.919285] [INFO ] [sig ] GPN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:42.064107] [INFO ] [LOCAL ] Saved forecast: GPN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GPN.txt [2025-10-18T03:25:42.064330] [INFO ] [sig ] [812/2083] Completed GPN in 0.3s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:42.064371] [INFO ] [sig ] [813/2083] Forecasting GPOR... [2025-10-18T03:25:42.064402] [INFO ] [sig ] Generating forecast for: GPOR [2025-10-18T03:25:42.064433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'. [2025-10-18T03:25:42.072816] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPOR'. [2025-10-18T03:25:42.073166] [INFO ] [FORECASTER] Starting predict_future for GPOR [2025-10-18T03:25:42.098165] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:42.098901] [DEBUG] [LOCAL ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt [2025-10-18T03:25:42.098955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:42.098989] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:42.099016] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:42.099074] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:42.115970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:42.116695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:42.116786] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:42.116838] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:42.151930] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:42.152108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:42.152153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:42.152183] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:42.155696] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: DOWN (p=1.76%) [2025-10-18T03:25:42.155985] [INFO ] [FORECASTER] Completed predict_future for GPOR [2025-10-18T03:25:42.156117] [INFO ] [sig ] GPOR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:42.295263] [INFO ] [LOCAL ] Saved forecast: GPOR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GPOR.txt [2025-10-18T03:25:42.295503] [INFO ] [sig ] [813/2083] Completed GPOR in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:42.295548] [INFO ] [sig ] [814/2083] Forecasting GPRK... [2025-10-18T03:25:42.295579] [INFO ] [sig ] Generating forecast for: GPRK [2025-10-18T03:25:42.295610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-10-18T03:25:42.304966] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPRK'. [2025-10-18T03:25:42.305295] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-10-18T03:25:42.330165] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:42.330947] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-10-18T03:25:42.331007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:42.331041] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:42.331069] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:42.331127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:42.348227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:42.348890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:42.348978] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:42.349019] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:42.391724] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:42.391900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:42.391943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:42.391974] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:42.395685] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=85.99%) [2025-10-18T03:25:42.395969] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-10-18T03:25:42.396104] [INFO ] [sig ] GPRK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:42.536118] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GPRK.txt [2025-10-18T03:25:42.536341] [INFO ] [sig ] [814/2083] Completed GPRK in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:42.536382] [INFO ] [sig ] [815/2083] Forecasting GRBK... [2025-10-18T03:25:42.536412] [INFO ] [sig ] Generating forecast for: GRBK [2025-10-18T03:25:42.536444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-10-18T03:25:42.546178] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRBK'. [2025-10-18T03:25:42.546487] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-10-18T03:25:42.571318] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:42.572077] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-10-18T03:25:42.572149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:42.572184] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:42.572213] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:42.572271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:42.589348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:42.590067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:42.590149] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:42.590184] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:42.625015] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:42.625176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:42.625216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:42.625246] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:42.628723] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=93.16%) [2025-10-18T03:25:42.629014] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-10-18T03:25:42.629150] [INFO ] [sig ] GRBK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:42.766765] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GRBK.txt [2025-10-18T03:25:42.766972] [INFO ] [sig ] [815/2083] Completed GRBK in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:42.767014] [INFO ] [sig ] [816/2083] Forecasting GRC... [2025-10-18T03:25:42.767044] [INFO ] [sig ] Generating forecast for: GRC [2025-10-18T03:25:42.767075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-10-18T03:25:42.776247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRC'. [2025-10-18T03:25:42.776499] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-10-18T03:25:42.800961] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:42.801621] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-10-18T03:25:42.801700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:42.801742] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:42.801771] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:42.801828] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:42.818593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:42.819143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:42.819222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:42.819255] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:42.855844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:42.855943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:42.855979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:42.856007] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:42.859129] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=53.15%) [2025-10-18T03:25:42.859402] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-10-18T03:25:42.859533] [INFO ] [sig ] GRC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:42.995940] [INFO ] [LOCAL ] Saved forecast: GRC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GRC.txt [2025-10-18T03:25:42.996142] [INFO ] [sig ] [816/2083] Completed GRC in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:42.996183] [INFO ] [sig ] [817/2083] Forecasting GRDN... [2025-10-18T03:25:42.996213] [INFO ] [sig ] Generating forecast for: GRDN [2025-10-18T03:25:42.996252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'. [2025-10-18T03:25:43.005373] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRDN'. [2025-10-18T03:25:43.005629] [INFO ] [FORECASTER] Starting predict_future for GRDN [2025-10-18T03:25:43.030309] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:43.031061] [DEBUG] [LOCAL ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt [2025-10-18T03:25:43.031116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:43.031150] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:43.031178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:43.031235] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:43.048277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:43.048868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:43.048949] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:43.048982] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:43.084490] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:43.084600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:43.084637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:43.084708] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:43.087845] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: DOWN (p=39.75%) [2025-10-18T03:25:43.088110] [INFO ] [FORECASTER] Completed predict_future for GRDN [2025-10-18T03:25:43.088237] [INFO ] [sig ] GRDN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:43.229712] [INFO ] [LOCAL ] Saved forecast: GRDN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GRDN.txt [2025-10-18T03:25:43.229989] [INFO ] [sig ] [817/2083] Completed GRDN in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:43.230050] [INFO ] [sig ] [818/2083] Forecasting GRMN... [2025-10-18T03:25:43.230085] [INFO ] [sig ] Generating forecast for: GRMN [2025-10-18T03:25:43.230132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-10-18T03:25:43.240292] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRMN'. [2025-10-18T03:25:43.240547] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-10-18T03:25:43.266154] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:43.266962] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-10-18T03:25:43.267019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:43.267055] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:43.267086] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:43.267146] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:43.284434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:43.285059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:43.285153] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:43.285206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:43.318616] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:43.318817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:43.318864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:43.318894] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:43.322373] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=8.93%) [2025-10-18T03:25:43.322677] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-10-18T03:25:43.322820] [INFO ] [sig ] GRMN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:43.460221] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GRMN.txt [2025-10-18T03:25:43.460403] [INFO ] [sig ] [818/2083] Completed GRMN in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:43.460444] [INFO ] [sig ] [819/2083] Forecasting GRND... [2025-10-18T03:25:43.460474] [INFO ] [sig ] Generating forecast for: GRND [2025-10-18T03:25:43.460504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-10-18T03:25:43.469476] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRND'. [2025-10-18T03:25:43.469749] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-10-18T03:25:43.494272] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:43.495055] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-10-18T03:25:43.495109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:43.495194] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:43.495231] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:43.495290] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:43.512199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:43.512833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:43.512915] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:43.512949] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:43.548726] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:43.548820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:43.548855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:43.548883] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:43.551933] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=27.52%) [2025-10-18T03:25:43.552194] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-10-18T03:25:43.552323] [INFO ] [sig ] GRND: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:43.689984] [INFO ] [LOCAL ] Saved forecast: GRND 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GRND.txt [2025-10-18T03:25:43.690188] [INFO ] [sig ] [819/2083] Completed GRND in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:43.690229] [INFO ] [sig ] [820/2083] Forecasting GRNT... [2025-10-18T03:25:43.690259] [INFO ] [sig ] Generating forecast for: GRNT [2025-10-18T03:25:43.690291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'. [2025-10-18T03:25:43.700076] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRNT'. [2025-10-18T03:25:43.700450] [INFO ] [FORECASTER] Starting predict_future for GRNT [2025-10-18T03:25:43.725614] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:43.726408] [DEBUG] [LOCAL ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt [2025-10-18T03:25:43.726466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:43.726501] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:43.726529] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:43.726587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:43.743663] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:43.744396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:43.744499] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:43.744535] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:43.780125] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:43.780274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:43.780316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:43.780345] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:43.783822] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-10-18T03:25:43.784099] [INFO ] [FORECASTER] Completed predict_future for GRNT [2025-10-18T03:25:43.784226] [INFO ] [sig ] GRNT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:43.927330] [INFO ] [LOCAL ] Saved forecast: GRNT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GRNT.txt [2025-10-18T03:25:43.927571] [INFO ] [sig ] [820/2083] Completed GRNT in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:43.927613] [INFO ] [sig ] [821/2083] Forecasting GROV... [2025-10-18T03:25:43.927671] [INFO ] [sig ] Generating forecast for: GROV [2025-10-18T03:25:43.927728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'. [2025-10-18T03:25:43.937078] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GROV'. [2025-10-18T03:25:43.937344] [INFO ] [FORECASTER] Starting predict_future for GROV [2025-10-18T03:25:43.962399] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:43.963175] [DEBUG] [LOCAL ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt [2025-10-18T03:25:43.963231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:43.963265] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:43.963294] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:43.963351] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:43.981151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:43.981888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:43.981975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:43.982010] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:44.015864] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:44.016021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:44.016062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:44.016092] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:44.019614] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=35.74%) [2025-10-18T03:25:44.019932] [INFO ] [FORECASTER] Completed predict_future for GROV [2025-10-18T03:25:44.020068] [INFO ] [sig ] GROV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:44.162163] [INFO ] [LOCAL ] Saved forecast: GROV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GROV.txt [2025-10-18T03:25:44.162398] [INFO ] [sig ] [821/2083] Completed GROV in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:44.162441] [INFO ] [sig ] [822/2083] Forecasting GRX... [2025-10-18T03:25:44.162471] [INFO ] [sig ] Generating forecast for: GRX [2025-10-18T03:25:44.162503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-10-18T03:25:44.171352] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRX'. [2025-10-18T03:25:44.171718] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-10-18T03:25:44.196864] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:44.197622] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-10-18T03:25:44.197718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:44.197798] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:44.197836] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:44.197897] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:44.215069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:44.215774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:44.215861] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:44.215895] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:44.249717] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:44.249857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:44.249895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:44.249924] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:44.253187] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=3.83%) [2025-10-18T03:25:44.253456] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-10-18T03:25:44.253588] [INFO ] [sig ] GRX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:44.393477] [INFO ] [LOCAL ] Saved forecast: GRX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GRX.txt [2025-10-18T03:25:44.393748] [INFO ] [sig ] [822/2083] Completed GRX in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:44.393809] [INFO ] [sig ] [823/2083] Forecasting GS... [2025-10-18T03:25:44.393842] [INFO ] [sig ] Generating forecast for: GS [2025-10-18T03:25:44.393874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-10-18T03:25:44.404715] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GS'. [2025-10-18T03:25:44.405050] [INFO ] [FORECASTER] Starting predict_future for GS [2025-10-18T03:25:44.430155] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:44.431001] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-10-18T03:25:44.431059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:44.431096] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:44.431126] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:44.431185] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:44.449116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:44.449839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:44.449928] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:44.449962] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:44.491164] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:44.491336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:44.491379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:44.491408] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:44.494910] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: UP (p=54.01%) [2025-10-18T03:25:44.495184] [INFO ] [FORECASTER] Completed predict_future for GS [2025-10-18T03:25:44.495318] [INFO ] [sig ] GS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:44.635435] [INFO ] [LOCAL ] Saved forecast: GS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GS.txt [2025-10-18T03:25:44.635705] [INFO ] [sig ] [823/2083] Completed GS in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:44.635766] [INFO ] [sig ] [824/2083] Forecasting GSBD... [2025-10-18T03:25:44.635799] [INFO ] [sig ] Generating forecast for: GSBD [2025-10-18T03:25:44.635838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-10-18T03:25:44.644942] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GSBD'. [2025-10-18T03:25:44.645232] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-10-18T03:25:44.674495] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:44.675376] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-10-18T03:25:44.675439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:44.675475] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:44.675505] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:44.675564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:44.693409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:44.693998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:44.694080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:44.694115] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:44.729865] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:44.730039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:44.730082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:44.730112] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:44.733692] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=7.47%) [2025-10-18T03:25:44.734007] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-10-18T03:25:44.734147] [INFO ] [sig ] GSBD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:44.876036] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GSBD.txt [2025-10-18T03:25:44.876303] [INFO ] [sig ] [824/2083] Completed GSBD in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:44.876345] [INFO ] [sig ] [825/2083] Forecasting GSK... [2025-10-18T03:25:44.876374] [INFO ] [sig ] Generating forecast for: GSK [2025-10-18T03:25:44.876405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-10-18T03:25:44.886274] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GSK'. [2025-10-18T03:25:44.886757] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-10-18T03:25:44.912324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:44.913134] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-10-18T03:25:44.913191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:44.913226] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:44.913256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:44.913315] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:44.931219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:44.931945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:44.932032] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:44.932067] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:44.968630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:44.968832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:44.968879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:44.968911] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:44.972426] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=17.38%) [2025-10-18T03:25:44.972723] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-10-18T03:25:44.972943] [INFO ] [sig ] GSK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:45.112168] [INFO ] [LOCAL ] Saved forecast: GSK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GSK.txt [2025-10-18T03:25:45.112394] [INFO ] [sig ] [825/2083] Completed GSK in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:45.112439] [INFO ] [sig ] [826/2083] Forecasting GSL... [2025-10-18T03:25:45.112471] [INFO ] [sig ] Generating forecast for: GSL [2025-10-18T03:25:45.112505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-10-18T03:25:45.122039] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GSL'. [2025-10-18T03:25:45.122327] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-10-18T03:25:45.147256] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:45.148099] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-10-18T03:25:45.148157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:45.148191] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:45.148221] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:45.148279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:45.165489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:45.166085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:45.166167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:45.166203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:45.200282] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:45.200453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:45.200496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:45.200526] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:45.203963] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=64.74%) [2025-10-18T03:25:45.204260] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-10-18T03:25:45.204399] [INFO ] [sig ] GSL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:45.345359] [INFO ] [LOCAL ] Saved forecast: GSL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GSL.txt [2025-10-18T03:25:45.345671] [INFO ] [sig ] [826/2083] Completed GSL in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:45.345736] [INFO ] [sig ] [827/2083] Forecasting GTES... [2025-10-18T03:25:45.345770] [INFO ] [sig ] Generating forecast for: GTES [2025-10-18T03:25:45.345802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-10-18T03:25:45.355064] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTES'. [2025-10-18T03:25:45.355408] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-10-18T03:25:45.384030] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:45.384838] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-10-18T03:25:45.384895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:45.384939] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:45.384992] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:45.385053] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:45.402030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:45.402695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:45.402780] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:45.402833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:45.436546] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:45.436676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:45.436732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:45.436765] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:45.440184] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=69.85%) [2025-10-18T03:25:45.440497] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-10-18T03:25:45.440638] [INFO ] [sig ] GTES: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:45.584458] [INFO ] [LOCAL ] Saved forecast: GTES 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GTES.txt [2025-10-18T03:25:45.584743] [INFO ] [sig ] [827/2083] Completed GTES in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:45.584805] [INFO ] [sig ] [828/2083] Forecasting GTLS... [2025-10-18T03:25:45.584838] [INFO ] [sig ] Generating forecast for: GTLS [2025-10-18T03:25:45.584870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-10-18T03:25:45.594465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTLS'. [2025-10-18T03:25:45.594906] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-10-18T03:25:45.620867] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:45.621703] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-10-18T03:25:45.621767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:45.621803] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:45.621831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:45.621891] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:45.639873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:45.640588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:45.640707] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:45.640757] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:45.680464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:45.680630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:45.680711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:45.680751] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:45.684186] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=66.40%) [2025-10-18T03:25:45.684458] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-10-18T03:25:45.684587] [INFO ] [sig ] GTLS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:45.826486] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GTLS.txt [2025-10-18T03:25:45.826723] [INFO ] [sig ] [828/2083] Completed GTLS in 0.2s | 4.12 sym/s | Total: 3.3m | ETA: 5.1m [2025-10-18T03:25:45.826782] [INFO ] [sig ] [829/2083] Forecasting GTN... [2025-10-18T03:25:45.826815] [INFO ] [sig ] Generating forecast for: GTN [2025-10-18T03:25:45.826895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-10-18T03:25:45.835492] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTN'. [2025-10-18T03:25:45.835766] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-10-18T03:25:45.860449] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:45.861158] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-10-18T03:25:45.861225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:45.861259] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:45.861287] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:45.861344] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:45.878449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:45.879034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:45.879113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:45.879148] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:45.913697] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:45.913834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:45.913875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:45.913904] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:45.917259] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-10-18T03:25:45.917531] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-10-18T03:25:45.917695] [INFO ] [sig ] GTN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:46.060110] [INFO ] [LOCAL ] Saved forecast: GTN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GTN.txt [2025-10-18T03:25:46.060323] [INFO ] [sig ] [829/2083] Completed GTN in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.1m [2025-10-18T03:25:46.060364] [INFO ] [sig ] [830/2083] Forecasting GTY... [2025-10-18T03:25:46.060395] [INFO ] [sig ] Generating forecast for: GTY [2025-10-18T03:25:46.060426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-10-18T03:25:46.069550] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTY'. [2025-10-18T03:25:46.069847] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-10-18T03:25:46.094628] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:46.095437] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-10-18T03:25:46.095495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:46.095527] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:46.095554] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:46.095611] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:46.116066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:46.117036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:46.117132] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:46.117168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:46.151387] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:46.151538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:46.151578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:46.151608] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:46.155145] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=32.64%) [2025-10-18T03:25:46.155427] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-10-18T03:25:46.155556] [INFO ] [sig ] GTY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:46.297347] [INFO ] [LOCAL ] Saved forecast: GTY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GTY.txt [2025-10-18T03:25:46.297614] [INFO ] [sig ] [830/2083] Completed GTY in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.1m [2025-10-18T03:25:46.297707] [INFO ] [sig ] [831/2083] Forecasting GUG... [2025-10-18T03:25:46.297776] [INFO ] [sig ] Generating forecast for: GUG [2025-10-18T03:25:46.297824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-10-18T03:25:46.309355] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GUG'. [2025-10-18T03:25:46.309758] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-10-18T03:25:46.334689] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:46.335407] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-10-18T03:25:46.335462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:46.335496] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:46.335524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:46.335580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:46.352213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:46.352789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:46.352871] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:46.352905] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:46.389418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:46.389549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:46.389586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:46.389615] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:46.392930] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=71.68%) [2025-10-18T03:25:46.393198] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-10-18T03:25:46.393339] [INFO ] [sig ] GUG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:46.529755] [INFO ] [LOCAL ] Saved forecast: GUG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GUG.txt [2025-10-18T03:25:46.529990] [INFO ] [sig ] [831/2083] Completed GUG in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.1m [2025-10-18T03:25:46.530033] [INFO ] [sig ] [832/2083] Forecasting GUT... [2025-10-18T03:25:46.530063] [INFO ] [sig ] Generating forecast for: GUT [2025-10-18T03:25:46.530094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUT' from 'https://tdm.silogroup.org/data/derivative_storage/GUT.csv'. [2025-10-18T03:25:46.539942] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GUT'. [2025-10-18T03:25:46.540301] [INFO ] [FORECASTER] Starting predict_future for GUT [2025-10-18T03:25:46.564971] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:46.565626] [DEBUG] [LOCAL ] No optimal features file found for GUT: ./output/feature-sets/GUT.txt [2025-10-18T03:25:46.565735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:46.565775] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:46.565804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:46.565861] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:46.582801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:46.583413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:46.583495] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:46.583531] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:46.619894] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:46.620036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:46.620074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:46.620103] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:46.623344] [DEBUG] [FORECASTER] GUT: Forecast T+1@11:T+2@11: DOWN (p=13.60%) [2025-10-18T03:25:46.623607] [INFO ] [FORECASTER] Completed predict_future for GUT [2025-10-18T03:25:46.623797] [INFO ] [sig ] GUT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:46.761360] [INFO ] [LOCAL ] Saved forecast: GUT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GUT.txt [2025-10-18T03:25:46.761591] [INFO ] [sig ] [832/2083] Completed GUT in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.1m [2025-10-18T03:25:46.761634] [INFO ] [sig ] [833/2083] Forecasting GVA... [2025-10-18T03:25:46.761712] [INFO ] [sig ] Generating forecast for: GVA [2025-10-18T03:25:46.761753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-10-18T03:25:46.771447] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GVA'. [2025-10-18T03:25:46.771883] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-10-18T03:25:46.796714] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:46.797401] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-10-18T03:25:46.797456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:46.797490] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:46.797519] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:46.797576] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:46.814222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:46.814910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:46.814993] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:46.815028] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:46.851510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:46.851690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:46.851747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:46.851779] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:46.855119] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=99.22%) [2025-10-18T03:25:46.855382] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-10-18T03:25:46.855514] [INFO ] [sig ] GVA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:46.992067] [INFO ] [LOCAL ] Saved forecast: GVA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/GVA.txt [2025-10-18T03:25:46.992298] [INFO ] [sig ] [833/2083] Completed GVA in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.1m [2025-10-18T03:25:46.992339] [INFO ] [sig ] [834/2083] Forecasting GWH... [2025-10-18T03:25:46.992370] [INFO ] [sig ] Generating forecast for: GWH [2025-10-18T03:25:46.992401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-10-18T03:25:47.002383] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GWH'. [2025-10-18T03:25:47.002731] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-10-18T03:25:47.027676] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:47.031990] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-10-18T03:25:47.032060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:47.032099] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:47.032127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:47.032183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:47.048995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:47.050024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:47.050113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:47.050146] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:47.088832] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:47.089005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:47.089046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:47.089076] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:47.092572] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=40.51%) [2025-10-18T03:25:47.092886] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-10-18T03:25:47.093023] [INFO ] [sig ] GWH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:47.229953] [INFO ] [LOCAL ] Saved forecast: GWH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GWH.txt [2025-10-18T03:25:47.230181] [INFO ] [sig ] [834/2083] Completed GWH in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.1m [2025-10-18T03:25:47.230242] [INFO ] [sig ] [835/2083] Forecasting GWRE... [2025-10-18T03:25:47.230274] [INFO ] [sig ] Generating forecast for: GWRE [2025-10-18T03:25:47.230305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-10-18T03:25:47.240077] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GWRE'. [2025-10-18T03:25:47.240351] [INFO ] [FORECASTER] Starting predict_future for GWRE [2025-10-18T03:25:47.265325] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:47.266147] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-10-18T03:25:47.266207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:47.266241] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:47.266270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:47.266327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:47.283180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:47.284036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:47.284193] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:47.284233] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:47.320245] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:47.320409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:47.320450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:47.320479] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:47.323898] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=11.60%) [2025-10-18T03:25:47.324167] [INFO ] [FORECASTER] Completed predict_future for GWRE [2025-10-18T03:25:47.324294] [INFO ] [sig ] GWRE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:47.461776] [INFO ] [LOCAL ] Saved forecast: GWRE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GWRE.txt [2025-10-18T03:25:47.462032] [INFO ] [sig ] [835/2083] Completed GWRE in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:47.462076] [INFO ] [sig ] [836/2083] Forecasting GWW... [2025-10-18T03:25:47.462107] [INFO ] [sig ] Generating forecast for: GWW [2025-10-18T03:25:47.462140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'. [2025-10-18T03:25:47.473437] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GWW'. [2025-10-18T03:25:47.473813] [INFO ] [FORECASTER] Starting predict_future for GWW [2025-10-18T03:25:47.499301] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:47.500116] [DEBUG] [LOCAL ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt [2025-10-18T03:25:47.500173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:47.500235] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:47.500272] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:47.500330] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:47.517290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:47.518146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:47.518233] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:47.518266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:47.557327] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:47.557468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:47.557511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:47.557547] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:47.560991] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: DOWN (p=21.30%) [2025-10-18T03:25:47.561282] [INFO ] [FORECASTER] Completed predict_future for GWW [2025-10-18T03:25:47.561424] [INFO ] [sig ] GWW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:47.701996] [INFO ] [LOCAL ] Saved forecast: GWW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GWW.txt [2025-10-18T03:25:47.702439] [INFO ] [sig ] [836/2083] Completed GWW in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:47.702480] [INFO ] [sig ] [837/2083] Forecasting GXO... [2025-10-18T03:25:47.702510] [INFO ] [sig ] Generating forecast for: GXO [2025-10-18T03:25:47.702542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'. [2025-10-18T03:25:47.712350] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GXO'. [2025-10-18T03:25:47.712740] [INFO ] [FORECASTER] Starting predict_future for GXO [2025-10-18T03:25:47.738188] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:47.738981] [DEBUG] [LOCAL ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt [2025-10-18T03:25:47.739036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:47.739069] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:47.739097] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:47.739154] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:47.755954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:47.756553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:47.756636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:47.756713] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:47.798536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:47.798753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:47.798807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:47.798838] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:47.802583] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-10-18T03:25:47.802935] [INFO ] [FORECASTER] Completed predict_future for GXO [2025-10-18T03:25:47.803075] [INFO ] [sig ] GXO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:47.941312] [INFO ] [LOCAL ] Saved forecast: GXO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GXO.txt [2025-10-18T03:25:47.941527] [INFO ] [sig ] [837/2083] Completed GXO in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:47.941567] [INFO ] [sig ] [838/2083] Forecasting GYLD... [2025-10-18T03:25:47.941597] [INFO ] [sig ] Generating forecast for: GYLD [2025-10-18T03:25:47.941628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'. [2025-10-18T03:25:47.951108] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GYLD'. [2025-10-18T03:25:47.951367] [INFO ] [FORECASTER] Starting predict_future for GYLD [2025-10-18T03:25:47.976234] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:47.976984] [DEBUG] [LOCAL ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt [2025-10-18T03:25:47.977039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:47.977073] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:47.977101] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:47.977158] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:47.994136] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:47.994681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:47.994764] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:47.994798] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:48.031230] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:48.031373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:48.031412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:48.031441] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:48.036786] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: DOWN (p=41.89%) [2025-10-18T03:25:48.037060] [INFO ] [FORECASTER] Completed predict_future for GYLD [2025-10-18T03:25:48.037195] [INFO ] [sig ] GYLD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:48.174492] [INFO ] [LOCAL ] Saved forecast: GYLD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/GYLD.txt [2025-10-18T03:25:48.174781] [INFO ] [sig ] [838/2083] Completed GYLD in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:48.174847] [INFO ] [sig ] [839/2083] Forecasting H... [2025-10-18T03:25:48.174884] [INFO ] [sig ] Generating forecast for: H [2025-10-18T03:25:48.174926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-10-18T03:25:48.183469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'H'. [2025-10-18T03:25:48.183819] [INFO ] [FORECASTER] Starting predict_future for H [2025-10-18T03:25:48.210582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:48.211447] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-10-18T03:25:48.211504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:48.211537] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:48.211565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:48.211622] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:48.228372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:48.228997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:48.229080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:48.229113] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:48.266268] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:48.266444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:48.266485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:48.266515] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:48.270014] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=5.38%) [2025-10-18T03:25:48.270288] [INFO ] [FORECASTER] Completed predict_future for H [2025-10-18T03:25:48.270427] [INFO ] [sig ] H: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:48.412538] [INFO ] [LOCAL ] Saved forecast: H 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/H.txt [2025-10-18T03:25:48.412861] [INFO ] [sig ] [839/2083] Completed H in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:48.412923] [INFO ] [sig ] [840/2083] Forecasting HAE... [2025-10-18T03:25:48.412955] [INFO ] [sig ] Generating forecast for: HAE [2025-10-18T03:25:48.412987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-10-18T03:25:48.423231] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAE'. [2025-10-18T03:25:48.423533] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-10-18T03:25:48.449010] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:48.449747] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-10-18T03:25:48.449802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:48.449835] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:48.449862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:48.449919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:48.466499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:48.467069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:48.467147] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:48.467179] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:48.517802] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:48.517993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:48.518071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:48.518126] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:48.521999] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=46.44%) [2025-10-18T03:25:48.522309] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-10-18T03:25:48.522454] [INFO ] [sig ] HAE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:48.665896] [INFO ] [LOCAL ] Saved forecast: HAE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HAE.txt [2025-10-18T03:25:48.666182] [INFO ] [sig ] [840/2083] Completed HAE in 0.3s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:48.666235] [INFO ] [sig ] [841/2083] Forecasting HAFN... [2025-10-18T03:25:48.666267] [INFO ] [sig ] Generating forecast for: HAFN [2025-10-18T03:25:48.666299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'. [2025-10-18T03:25:48.677678] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAFN'. [2025-10-18T03:25:48.678026] [INFO ] [FORECASTER] Starting predict_future for HAFN [2025-10-18T03:25:48.704092] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:48.704887] [DEBUG] [LOCAL ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt [2025-10-18T03:25:48.704943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:48.704977] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:48.705004] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:48.705062] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:48.721804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:48.722590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:48.722703] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:48.722754] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:48.759634] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:48.759849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:48.759923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:48.759990] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:48.764529] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=13.14%) [2025-10-18T03:25:48.764865] [INFO ] [FORECASTER] Completed predict_future for HAFN [2025-10-18T03:25:48.765016] [INFO ] [sig ] HAFN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:48.910039] [INFO ] [LOCAL ] Saved forecast: HAFN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HAFN.txt [2025-10-18T03:25:48.910292] [INFO ] [sig ] [841/2083] Completed HAFN in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:48.910404] [INFO ] [sig ] [842/2083] Forecasting HAL... [2025-10-18T03:25:48.910445] [INFO ] [sig ] Generating forecast for: HAL [2025-10-18T03:25:48.910478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-10-18T03:25:48.919826] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAL'. [2025-10-18T03:25:48.920227] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-10-18T03:25:48.946183] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:48.947023] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-10-18T03:25:48.947082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:48.947116] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:48.947144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:48.947201] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:48.964856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:48.965717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:48.965807] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:48.965842] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:49.007062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:49.007249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:49.007292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:49.007322] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:49.011786] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: UP (p=92.86%) [2025-10-18T03:25:49.012241] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-10-18T03:25:49.012438] [INFO ] [sig ] HAL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:49.242237] [INFO ] [LOCAL ] Saved forecast: HAL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HAL.txt [2025-10-18T03:25:49.242633] [INFO ] [sig ] [842/2083] Completed HAL in 0.3s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:49.242739] [INFO ] [sig ] [843/2083] Forecasting HASI... [2025-10-18T03:25:49.242797] [INFO ] [sig ] Generating forecast for: HASI [2025-10-18T03:25:49.242854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-10-18T03:25:49.258712] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HASI'. [2025-10-18T03:25:49.259386] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-10-18T03:25:49.293428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:49.294453] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-10-18T03:25:49.294522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:49.294597] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:49.294675] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:49.294757] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:49.321467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:49.322716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:49.322844] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:49.322904] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:49.374014] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:49.374231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:49.374302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:49.374356] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:49.380000] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=75.99%) [2025-10-18T03:25:49.380529] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-10-18T03:25:49.380774] [INFO ] [sig ] HASI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:49.582388] [INFO ] [LOCAL ] Saved forecast: HASI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HASI.txt [2025-10-18T03:25:49.582703] [INFO ] [sig ] [843/2083] Completed HASI in 0.3s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:49.582767] [INFO ] [sig ] [844/2083] Forecasting HAYW... [2025-10-18T03:25:49.582802] [INFO ] [sig ] Generating forecast for: HAYW [2025-10-18T03:25:49.582837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'. [2025-10-18T03:25:49.594946] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAYW'. [2025-10-18T03:25:49.595507] [INFO ] [FORECASTER] Starting predict_future for HAYW [2025-10-18T03:25:49.625795] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:49.626812] [DEBUG] [LOCAL ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt [2025-10-18T03:25:49.626874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:49.626908] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:49.626936] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:49.626995] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:49.648838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:49.649997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:49.650096] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:49.650132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:49.690300] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:49.690476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:49.690519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:49.690549] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:49.694520] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: UP (p=69.52%) [2025-10-18T03:25:49.694895] [INFO ] [FORECASTER] Completed predict_future for HAYW [2025-10-18T03:25:49.695051] [INFO ] [sig ] HAYW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:49.862219] [INFO ] [LOCAL ] Saved forecast: HAYW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HAYW.txt [2025-10-18T03:25:49.862504] [INFO ] [sig ] [844/2083] Completed HAYW in 0.3s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:49.862547] [INFO ] [sig ] [845/2083] Forecasting HBB... [2025-10-18T03:25:49.862577] [INFO ] [sig ] Generating forecast for: HBB [2025-10-18T03:25:49.862608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-10-18T03:25:49.872314] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HBB'. [2025-10-18T03:25:49.872687] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-10-18T03:25:49.899330] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:49.900138] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-10-18T03:25:49.900194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:49.900228] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:49.900256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:49.900315] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:49.919036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:49.919623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:49.919736] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:49.919776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:49.952211] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:49.952328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:49.952367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:49.952397] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:49.955841] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=6.08%) [2025-10-18T03:25:49.956162] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-10-18T03:25:49.956304] [INFO ] [sig ] HBB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:50.102878] [INFO ] [LOCAL ] Saved forecast: HBB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HBB.txt [2025-10-18T03:25:50.103137] [INFO ] [sig ] [845/2083] Completed HBB in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:50.103211] [INFO ] [sig ] [846/2083] Forecasting HBI... [2025-10-18T03:25:50.103260] [INFO ] [sig ] Generating forecast for: HBI [2025-10-18T03:25:50.103296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-10-18T03:25:50.112197] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HBI'. [2025-10-18T03:25:50.112528] [INFO ] [FORECASTER] Starting predict_future for HBI [2025-10-18T03:25:50.137887] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:50.138814] [DEBUG] [LOCAL ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt [2025-10-18T03:25:50.138871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:50.138905] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:50.138933] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:50.138990] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:50.155617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:50.156382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:50.156471] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:50.156507] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:50.189062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:50.189191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:50.189229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:50.189258] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:50.192487] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=14.35%) [2025-10-18T03:25:50.192794] [INFO ] [FORECASTER] Completed predict_future for HBI [2025-10-18T03:25:50.192928] [INFO ] [sig ] HBI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:50.330822] [INFO ] [LOCAL ] Saved forecast: HBI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HBI.txt [2025-10-18T03:25:50.331044] [INFO ] [sig ] [846/2083] Completed HBI in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:50.331086] [INFO ] [sig ] [847/2083] Forecasting HBM... [2025-10-18T03:25:50.331116] [INFO ] [sig ] Generating forecast for: HBM [2025-10-18T03:25:50.331147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-10-18T03:25:50.339879] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HBM'. [2025-10-18T03:25:50.340171] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-10-18T03:25:50.364813] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:50.365531] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-10-18T03:25:50.365585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:50.365617] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:50.365670] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:50.365750] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:50.383033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:50.383589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:50.383693] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:50.383744] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:50.413722] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:50.413857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:50.413897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:50.413926] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:50.417286] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=45.82%) [2025-10-18T03:25:50.417557] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-10-18T03:25:50.417721] [INFO ] [sig ] HBM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:50.559634] [INFO ] [LOCAL ] Saved forecast: HBM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HBM.txt [2025-10-18T03:25:50.559926] [INFO ] [sig ] [847/2083] Completed HBM in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:50.559971] [INFO ] [sig ] [848/2083] Forecasting HCA... [2025-10-18T03:25:50.560002] [INFO ] [sig ] Generating forecast for: HCA [2025-10-18T03:25:50.560031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-10-18T03:25:50.569026] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HCA'. [2025-10-18T03:25:50.569312] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-10-18T03:25:50.594566] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:50.595345] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-10-18T03:25:50.595402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:50.595437] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:50.595466] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:50.595580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:50.613281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:50.613889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:50.613970] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:50.614005] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:50.646073] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:50.646212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:50.646252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:50.646280] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:50.649727] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=71.46%) [2025-10-18T03:25:50.650057] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-10-18T03:25:50.650188] [INFO ] [sig ] HCA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:50.794366] [INFO ] [LOCAL ] Saved forecast: HCA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HCA.txt [2025-10-18T03:25:50.794605] [INFO ] [sig ] [848/2083] Completed HCA in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:50.794673] [INFO ] [sig ] [849/2083] Forecasting HCC... [2025-10-18T03:25:50.794724] [INFO ] [sig ] Generating forecast for: HCC [2025-10-18T03:25:50.794759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-10-18T03:25:50.804396] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HCC'. [2025-10-18T03:25:50.804753] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-10-18T03:25:50.829564] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:50.830335] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-10-18T03:25:50.830391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:50.830426] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:50.830454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:50.830513] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:50.849054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:50.849611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:50.849717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:50.849761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:50.883453] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:50.883589] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:50.883629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:50.883696] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:50.886991] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=54.18%) [2025-10-18T03:25:50.887262] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-10-18T03:25:50.887385] [INFO ] [sig ] HCC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:51.032558] [INFO ] [LOCAL ] Saved forecast: HCC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HCC.txt [2025-10-18T03:25:51.032799] [INFO ] [sig ] [849/2083] Completed HCC in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:51.032860] [INFO ] [sig ] [850/2083] Forecasting HCI... [2025-10-18T03:25:51.032894] [INFO ] [sig ] Generating forecast for: HCI [2025-10-18T03:25:51.032925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-10-18T03:25:51.041969] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HCI'. [2025-10-18T03:25:51.042259] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-10-18T03:25:51.067997] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:51.068822] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-10-18T03:25:51.068877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:51.068912] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:51.068957] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:51.069016] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:51.086394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:51.086973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:51.087056] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:51.087091] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:51.116462] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:51.116574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:51.116611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:51.116661] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:51.119993] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=98.19%) [2025-10-18T03:25:51.120286] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-10-18T03:25:51.120411] [INFO ] [sig ] HCI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:51.265023] [INFO ] [LOCAL ] Saved forecast: HCI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HCI.txt [2025-10-18T03:25:51.265246] [INFO ] [sig ] [850/2083] Completed HCI in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:51.265287] [INFO ] [sig ] [851/2083] Forecasting HD... [2025-10-18T03:25:51.265317] [INFO ] [sig ] Generating forecast for: HD [2025-10-18T03:25:51.265349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-10-18T03:25:51.274381] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HD'. [2025-10-18T03:25:51.274724] [INFO ] [FORECASTER] Starting predict_future for HD [2025-10-18T03:25:51.299435] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:51.300149] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-10-18T03:25:51.300203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:51.300237] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:51.300265] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:51.300322] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:51.317238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:51.317821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:51.317901] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:51.317935] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:51.349136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:51.349231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:51.349297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:51.349327] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:51.354335] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=13.82%) [2025-10-18T03:25:51.354596] [INFO ] [FORECASTER] Completed predict_future for HD [2025-10-18T03:25:51.354759] [INFO ] [sig ] HD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:51.497672] [INFO ] [LOCAL ] Saved forecast: HD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HD.txt [2025-10-18T03:25:51.497937] [INFO ] [sig ] [851/2083] Completed HD in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:51.497992] [INFO ] [sig ] [852/2083] Forecasting HDB... [2025-10-18T03:25:51.498025] [INFO ] [sig ] Generating forecast for: HDB [2025-10-18T03:25:51.498057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-10-18T03:25:51.507075] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HDB'. [2025-10-18T03:25:51.507367] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-10-18T03:25:51.532103] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:51.532820] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-10-18T03:25:51.532875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:51.532908] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:51.532937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:51.532993] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:51.550271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:51.550850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:51.550933] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:51.550968] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:51.580911] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:51.581044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:51.581082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:51.581111] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:51.584348] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=67.26%) [2025-10-18T03:25:51.584611] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-10-18T03:25:51.584768] [INFO ] [sig ] HDB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:51.723190] [INFO ] [LOCAL ] Saved forecast: HDB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HDB.txt [2025-10-18T03:25:51.723423] [INFO ] [sig ] [852/2083] Completed HDB in 0.2s | 4.12 sym/s | Total: 3.4m | ETA: 5.0m [2025-10-18T03:25:51.723464] [INFO ] [sig ] [853/2083] Forecasting HE... [2025-10-18T03:25:51.723494] [INFO ] [sig ] Generating forecast for: HE [2025-10-18T03:25:51.723525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-10-18T03:25:51.732360] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HE'. [2025-10-18T03:25:51.732667] [INFO ] [FORECASTER] Starting predict_future for HE [2025-10-18T03:25:51.757338] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:51.758093] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-10-18T03:25:51.758148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:51.758181] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:51.758210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:51.758271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:51.775199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:51.775790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:51.775870] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:51.775904] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:51.805627] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:51.805762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:51.805802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:51.805831] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:51.808952] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=56.72%) [2025-10-18T03:25:51.809209] [INFO ] [FORECASTER] Completed predict_future for HE [2025-10-18T03:25:51.809330] [INFO ] [sig ] HE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:51.947697] [INFO ] [LOCAL ] Saved forecast: HE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HE.txt [2025-10-18T03:25:51.947977] [INFO ] [sig ] [853/2083] Completed HE in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 5.0m [2025-10-18T03:25:51.948025] [INFO ] [sig ] [854/2083] Forecasting HEQ... [2025-10-18T03:25:51.948057] [INFO ] [sig ] Generating forecast for: HEQ [2025-10-18T03:25:51.948088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-10-18T03:25:51.956812] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HEQ'. [2025-10-18T03:25:51.957105] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-10-18T03:25:51.982417] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:51.983195] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-10-18T03:25:51.983251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:51.983287] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:51.983316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:51.983374] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:52.000707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:52.001302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:52.001385] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:52.001419] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:52.031027] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:52.031143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:52.031181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:52.031210] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:52.034435] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=24.45%) [2025-10-18T03:25:52.034730] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-10-18T03:25:52.034866] [INFO ] [sig ] HEQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:52.182980] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HEQ.txt [2025-10-18T03:25:52.183280] [INFO ] [sig ] [854/2083] Completed HEQ in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 5.0m [2025-10-18T03:25:52.183329] [INFO ] [sig ] [855/2083] Forecasting HESM... [2025-10-18T03:25:52.183361] [INFO ] [sig ] Generating forecast for: HESM [2025-10-18T03:25:52.183392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-10-18T03:25:52.193226] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HESM'. [2025-10-18T03:25:52.193557] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-10-18T03:25:52.218611] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:52.219336] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-10-18T03:25:52.219391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:52.219423] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:52.219451] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:52.219508] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:52.236129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:52.236637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:52.236741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:52.236776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:52.269281] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:52.269391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:52.269447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:52.269479] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:52.272902] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=79.65%) [2025-10-18T03:25:52.273182] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-10-18T03:25:52.273312] [INFO ] [sig ] HESM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:52.418309] [INFO ] [LOCAL ] Saved forecast: HESM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HESM.txt [2025-10-18T03:25:52.418530] [INFO ] [sig ] [855/2083] Completed HESM in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 5.0m [2025-10-18T03:25:52.418572] [INFO ] [sig ] [856/2083] Forecasting HFRO... [2025-10-18T03:25:52.418603] [INFO ] [sig ] Generating forecast for: HFRO [2025-10-18T03:25:52.418634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-10-18T03:25:52.427627] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HFRO'. [2025-10-18T03:25:52.427988] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-10-18T03:25:52.452992] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:52.453676] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-10-18T03:25:52.453733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:52.453766] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:52.453793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:52.453848] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:52.470943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:52.471598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:52.471704] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:52.471752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:52.497687] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:52.497818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:52.497864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:52.497896] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:52.500973] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=24.87%) [2025-10-18T03:25:52.501233] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-10-18T03:25:52.501356] [INFO ] [sig ] HFRO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:52.651987] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HFRO.txt [2025-10-18T03:25:52.652232] [INFO ] [sig ] [856/2083] Completed HFRO in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 5.0m [2025-10-18T03:25:52.652275] [INFO ] [sig ] [857/2083] Forecasting HGER... [2025-10-18T03:25:52.652307] [INFO ] [sig ] Generating forecast for: HGER [2025-10-18T03:25:52.652338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'. [2025-10-18T03:25:52.662637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HGER'. [2025-10-18T03:25:52.663087] [INFO ] [FORECASTER] Starting predict_future for HGER [2025-10-18T03:25:52.690879] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:52.691687] [DEBUG] [LOCAL ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt [2025-10-18T03:25:52.691747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:52.691782] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:52.691810] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:52.691886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:52.709471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:52.710118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:52.710205] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:52.710238] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:52.752519] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:52.752716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:52.752774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:52.752808] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:52.756782] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: UP (p=54.58%) [2025-10-18T03:25:52.757081] [INFO ] [FORECASTER] Completed predict_future for HGER [2025-10-18T03:25:52.757221] [INFO ] [sig ] HGER: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:52.897396] [INFO ] [LOCAL ] Saved forecast: HGER 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HGER.txt [2025-10-18T03:25:52.897688] [INFO ] [sig ] [857/2083] Completed HGER in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 5.0m [2025-10-18T03:25:52.897769] [INFO ] [sig ] [858/2083] Forecasting HGLB... [2025-10-18T03:25:52.897817] [INFO ] [sig ] Generating forecast for: HGLB [2025-10-18T03:25:52.897852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'. [2025-10-18T03:25:52.907670] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HGLB'. [2025-10-18T03:25:52.908151] [INFO ] [FORECASTER] Starting predict_future for HGLB [2025-10-18T03:25:52.933408] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:52.934212] [DEBUG] [LOCAL ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt [2025-10-18T03:25:52.934268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:52.934302] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:52.934329] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:52.934385] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:52.951517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:52.952266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:52.952353] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:52.952387] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:52.994972] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:52.995165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:52.995211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:52.995243] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:52.999144] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=91.53%) [2025-10-18T03:25:52.999430] [INFO ] [FORECASTER] Completed predict_future for HGLB [2025-10-18T03:25:52.999565] [INFO ] [sig ] HGLB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:53.141244] [INFO ] [LOCAL ] Saved forecast: HGLB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HGLB.txt [2025-10-18T03:25:53.141458] [INFO ] [sig ] [858/2083] Completed HGLB in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 5.0m [2025-10-18T03:25:53.141500] [INFO ] [sig ] [859/2083] Forecasting HGTY... [2025-10-18T03:25:53.141530] [INFO ] [sig ] Generating forecast for: HGTY [2025-10-18T03:25:53.141561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-10-18T03:25:53.150795] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HGTY'. [2025-10-18T03:25:53.151086] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-10-18T03:25:53.175916] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:53.176567] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-10-18T03:25:53.176621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:53.176684] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:53.176728] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:53.176787] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:53.193784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:53.194332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:53.194413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:53.194449] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:53.228843] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:53.228952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:53.228989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:53.229018] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:53.232090] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=6.31%) [2025-10-18T03:25:53.232345] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-10-18T03:25:53.232473] [INFO ] [sig ] HGTY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:53.370317] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HGTY.txt [2025-10-18T03:25:53.370515] [INFO ] [sig ] [859/2083] Completed HGTY in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 5.0m [2025-10-18T03:25:53.370555] [INFO ] [sig ] [860/2083] Forecasting HGV... [2025-10-18T03:25:53.370586] [INFO ] [sig ] Generating forecast for: HGV [2025-10-18T03:25:53.370617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'. [2025-10-18T03:25:53.380620] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HGV'. [2025-10-18T03:25:53.381008] [INFO ] [FORECASTER] Starting predict_future for HGV [2025-10-18T03:25:53.406808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:53.407494] [DEBUG] [LOCAL ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt [2025-10-18T03:25:53.407549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:53.407582] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:53.407610] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:53.407699] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:53.425316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:53.425906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:53.425987] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:53.426021] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:53.463238] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:53.463342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:53.463378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:53.463406] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:53.466522] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=53.45%) [2025-10-18T03:25:53.466822] [INFO ] [FORECASTER] Completed predict_future for HGV [2025-10-18T03:25:53.466965] [INFO ] [sig ] HGV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:53.607923] [INFO ] [LOCAL ] Saved forecast: HGV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HGV.txt [2025-10-18T03:25:53.608198] [INFO ] [sig ] [860/2083] Completed HGV in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:53.608245] [INFO ] [sig ] [861/2083] Forecasting HHH... [2025-10-18T03:25:53.608277] [INFO ] [sig ] Generating forecast for: HHH [2025-10-18T03:25:53.608308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-10-18T03:25:53.617779] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HHH'. [2025-10-18T03:25:53.618067] [INFO ] [FORECASTER] Starting predict_future for HHH [2025-10-18T03:25:53.643403] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:53.644140] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-10-18T03:25:53.644195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:53.644228] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:53.644315] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:53.644382] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:53.661235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:53.661799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:53.661878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:53.661910] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:53.696795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:53.696940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:53.696979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:53.697008] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:53.700456] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=92.12%) [2025-10-18T03:25:53.700767] [INFO ] [FORECASTER] Completed predict_future for HHH [2025-10-18T03:25:53.700911] [INFO ] [sig ] HHH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:53.842617] [INFO ] [LOCAL ] Saved forecast: HHH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HHH.txt [2025-10-18T03:25:53.842896] [INFO ] [sig ] [861/2083] Completed HHH in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:53.842942] [INFO ] [sig ] [862/2083] Forecasting HI... [2025-10-18T03:25:53.842973] [INFO ] [sig ] Generating forecast for: HI [2025-10-18T03:25:53.843005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-10-18T03:25:53.852979] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HI'. [2025-10-18T03:25:53.853245] [INFO ] [FORECASTER] Starting predict_future for HI [2025-10-18T03:25:53.878155] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:53.878907] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-10-18T03:25:53.878962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:53.878995] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:53.879022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:53.879079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:53.896412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:53.896995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:53.897075] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:53.897109] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:53.945714] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:53.945873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:53.945913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:53.945961] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:53.949405] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=74.10%) [2025-10-18T03:25:53.949698] [INFO ] [FORECASTER] Completed predict_future for HI [2025-10-18T03:25:53.949851] [INFO ] [sig ] HI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:54.090029] [INFO ] [LOCAL ] Saved forecast: HI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HI.txt [2025-10-18T03:25:54.090277] [INFO ] [sig ] [862/2083] Completed HI in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:54.090320] [INFO ] [sig ] [863/2083] Forecasting HIG... [2025-10-18T03:25:54.090351] [INFO ] [sig ] Generating forecast for: HIG [2025-10-18T03:25:54.090382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-10-18T03:25:54.100466] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIG'. [2025-10-18T03:25:54.100781] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-10-18T03:25:54.126985] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:54.127843] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-10-18T03:25:54.127902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:54.127937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:54.127966] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:54.128026] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:54.145358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:54.145988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:54.146071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:54.146106] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:54.193730] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:54.193873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:54.193913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:54.193942] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:54.197209] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=94.16%) [2025-10-18T03:25:54.197477] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-10-18T03:25:54.197617] [INFO ] [sig ] HIG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:54.339951] [INFO ] [LOCAL ] Saved forecast: HIG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HIG.txt [2025-10-18T03:25:54.340177] [INFO ] [sig ] [863/2083] Completed HIG in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:54.340220] [INFO ] [sig ] [864/2083] Forecasting HII... [2025-10-18T03:25:54.340252] [INFO ] [sig ] Generating forecast for: HII [2025-10-18T03:25:54.340285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-10-18T03:25:54.352978] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HII'. [2025-10-18T03:25:54.353399] [INFO ] [FORECASTER] Starting predict_future for HII [2025-10-18T03:25:54.381333] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:54.382110] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-10-18T03:25:54.382168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:54.382203] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:54.382232] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:54.382331] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:54.399742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:54.400348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:54.400429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:54.400462] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:54.443511] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:54.444013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:54.444068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:54.444100] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:54.448730] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=80.87%) [2025-10-18T03:25:54.449005] [INFO ] [FORECASTER] Completed predict_future for HII [2025-10-18T03:25:54.449144] [INFO ] [sig ] HII: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:54.591219] [INFO ] [LOCAL ] Saved forecast: HII 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HII.txt [2025-10-18T03:25:54.591446] [INFO ] [sig ] [864/2083] Completed HII in 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:54.591488] [INFO ] [sig ] [865/2083] Forecasting HIMS... [2025-10-18T03:25:54.591518] [INFO ] [sig ] Generating forecast for: HIMS [2025-10-18T03:25:54.591549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-10-18T03:25:54.603997] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIMS'. [2025-10-18T03:25:54.604583] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-10-18T03:25:54.635348] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:54.636417] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-10-18T03:25:54.636493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:54.636546] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:54.636595] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:54.636722] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:54.656395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:54.657941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:54.658079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:54.658154] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:54.719264] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:54.719576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:54.719640] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:54.719722] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:54.724490] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=9.27%) [2025-10-18T03:25:54.725008] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-10-18T03:25:54.725194] [INFO ] [sig ] HIMS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:54.875457] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HIMS.txt [2025-10-18T03:25:54.875839] [INFO ] [sig ] [865/2083] Completed HIMS in 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:54.875904] [INFO ] [sig ] [866/2083] Forecasting HIO... [2025-10-18T03:25:54.875937] [INFO ] [sig ] Generating forecast for: HIO [2025-10-18T03:25:54.875971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-10-18T03:25:54.887094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIO'. [2025-10-18T03:25:54.887699] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-10-18T03:25:54.914311] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:54.915234] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-10-18T03:25:54.915290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:54.915326] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:54.915355] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:54.915414] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:54.933273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:54.934130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:54.934228] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:54.934264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:54.983027] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:54.983270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:54.983356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:54.983403] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:54.987696] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=89.43%) [2025-10-18T03:25:54.988128] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-10-18T03:25:54.988300] [INFO ] [sig ] HIO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:55.136397] [INFO ] [LOCAL ] Saved forecast: HIO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HIO.txt [2025-10-18T03:25:55.136842] [INFO ] [sig ] [866/2083] Completed HIO in 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:55.136906] [INFO ] [sig ] [867/2083] Forecasting HIPO... [2025-10-18T03:25:55.136940] [INFO ] [sig ] Generating forecast for: HIPO [2025-10-18T03:25:55.136974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-10-18T03:25:55.147905] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIPO'. [2025-10-18T03:25:55.148527] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-10-18T03:25:55.174985] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:55.175784] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-10-18T03:25:55.175841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:55.175875] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:55.175903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:55.175961] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:55.192532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:55.193125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:55.193209] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:55.193242] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:55.235505] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:55.235779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:55.235837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:55.235872] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:55.240360] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=74.64%) [2025-10-18T03:25:55.240821] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-10-18T03:25:55.241013] [INFO ] [sig ] HIPO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:55.392161] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HIPO.txt [2025-10-18T03:25:55.392563] [INFO ] [sig ] [867/2083] Completed HIPO in 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:55.392663] [INFO ] [sig ] [868/2083] Forecasting HIW... [2025-10-18T03:25:55.392721] [INFO ] [sig ] Generating forecast for: HIW [2025-10-18T03:25:55.392758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'. [2025-10-18T03:25:55.403403] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIW'. [2025-10-18T03:25:55.403837] [INFO ] [FORECASTER] Starting predict_future for HIW [2025-10-18T03:25:55.431071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:55.431982] [DEBUG] [LOCAL ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt [2025-10-18T03:25:55.432045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:55.432082] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:55.432113] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:55.432176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:55.449893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:55.450699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:55.450796] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:55.450831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:55.500262] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:55.500497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:55.500543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:55.500575] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:55.504705] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: UP (p=75.34%) [2025-10-18T03:25:55.505030] [INFO ] [FORECASTER] Completed predict_future for HIW [2025-10-18T03:25:55.505204] [INFO ] [sig ] HIW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:55.651377] [INFO ] [LOCAL ] Saved forecast: HIW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HIW.txt [2025-10-18T03:25:55.651769] [INFO ] [sig ] [868/2083] Completed HIW in 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:55.651835] [INFO ] [sig ] [869/2083] Forecasting HIX... [2025-10-18T03:25:55.651869] [INFO ] [sig ] Generating forecast for: HIX [2025-10-18T03:25:55.651903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-10-18T03:25:55.662903] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIX'. [2025-10-18T03:25:55.663406] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-10-18T03:25:55.690887] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:55.691721] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-10-18T03:25:55.691780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:55.691815] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:55.691843] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:55.691906] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:55.709951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:55.710738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:55.710833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:55.710868] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:55.756146] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:55.756302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:55.756341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:55.756396] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:55.760104] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=94.54%) [2025-10-18T03:25:55.760404] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-10-18T03:25:55.760556] [INFO ] [sig ] HIX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:55.904625] [INFO ] [LOCAL ] Saved forecast: HIX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HIX.txt [2025-10-18T03:25:55.905081] [INFO ] [sig ] [869/2083] Completed HIX in 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:55.905135] [INFO ] [sig ] [870/2083] Forecasting HKD... [2025-10-18T03:25:55.905167] [INFO ] [sig ] Generating forecast for: HKD [2025-10-18T03:25:55.905202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'. [2025-10-18T03:25:55.917012] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HKD'. [2025-10-18T03:25:55.917534] [INFO ] [FORECASTER] Starting predict_future for HKD [2025-10-18T03:25:55.944982] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:55.945816] [DEBUG] [LOCAL ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt [2025-10-18T03:25:55.945873] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:55.945907] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:55.945934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:55.945994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:55.963495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:55.964385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:55.964487] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:55.964525] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:56.010570] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:56.010831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:56.010888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:56.010922] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:56.014820] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=22.39%) [2025-10-18T03:25:56.015134] [INFO ] [FORECASTER] Completed predict_future for HKD [2025-10-18T03:25:56.015293] [INFO ] [sig ] HKD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:56.164876] [INFO ] [LOCAL ] Saved forecast: HKD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HKD.txt [2025-10-18T03:25:56.165285] [INFO ] [sig ] [870/2083] Completed HKD in 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:56.165346] [INFO ] [sig ] [871/2083] Forecasting HL... [2025-10-18T03:25:56.165389] [INFO ] [sig ] Generating forecast for: HL [2025-10-18T03:25:56.165432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-10-18T03:25:56.176155] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HL'. [2025-10-18T03:25:56.176580] [INFO ] [FORECASTER] Starting predict_future for HL [2025-10-18T03:25:56.202368] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:56.203128] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-10-18T03:25:56.203198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:56.203250] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:56.203282] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:56.203340] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:56.221156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:56.221911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:56.222006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:56.222040] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:56.267755] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:56.267927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:56.267969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:56.267998] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:56.271381] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=62.44%) [2025-10-18T03:25:56.271690] [INFO ] [FORECASTER] Completed predict_future for HL [2025-10-18T03:25:56.271838] [INFO ] [sig ] HL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:56.409552] [INFO ] [LOCAL ] Saved forecast: HL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HL.txt [2025-10-18T03:25:56.409852] [INFO ] [sig ] [871/2083] Completed HL in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:56.409914] [INFO ] [sig ] [872/2083] Forecasting HLF... [2025-10-18T03:25:56.409948] [INFO ] [sig ] Generating forecast for: HLF [2025-10-18T03:25:56.409979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-10-18T03:25:56.419703] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLF'. [2025-10-18T03:25:56.420092] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-10-18T03:25:56.444975] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:56.445750] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-10-18T03:25:56.445806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:56.445841] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:56.445869] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:56.445926] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:56.462890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:56.463605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:56.463717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:56.463762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:56.490424] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:56.490604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:56.490668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:56.490725] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:56.494094] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=33.59%) [2025-10-18T03:25:56.494369] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-10-18T03:25:56.494493] [INFO ] [sig ] HLF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:56.634573] [INFO ] [LOCAL ] Saved forecast: HLF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HLF.txt [2025-10-18T03:25:56.634804] [INFO ] [sig ] [872/2083] Completed HLF in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:56.634864] [INFO ] [sig ] [873/2083] Forecasting HLI... [2025-10-18T03:25:56.634898] [INFO ] [sig ] Generating forecast for: HLI [2025-10-18T03:25:56.634929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-10-18T03:25:56.644109] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLI'. [2025-10-18T03:25:56.644424] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-10-18T03:25:56.670213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:56.670998] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-10-18T03:25:56.671054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:56.671089] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:56.671118] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:56.671176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:56.688177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:56.688850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:56.688935] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:56.688969] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:56.714132] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:56.714228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:56.714265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:56.714293] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:56.717629] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=73.04%) [2025-10-18T03:25:56.717960] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-10-18T03:25:56.718093] [INFO ] [sig ] HLI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:56.862766] [INFO ] [LOCAL ] Saved forecast: HLI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HLI.txt [2025-10-18T03:25:56.863007] [INFO ] [sig ] [873/2083] Completed HLI in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:56.863053] [INFO ] [sig ] [874/2083] Forecasting HLIO... [2025-10-18T03:25:56.863084] [INFO ] [sig ] Generating forecast for: HLIO [2025-10-18T03:25:56.863115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-10-18T03:25:56.872701] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLIO'. [2025-10-18T03:25:56.873179] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-10-18T03:25:56.900925] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:56.901826] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-10-18T03:25:56.901883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:56.901974] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:56.902012] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:56.902073] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:56.920804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:56.921450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:56.921535] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:56.921569] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:56.947203] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:56.947323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:56.947368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:56.947404] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:56.950734] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=87.43%) [2025-10-18T03:25:56.951018] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-10-18T03:25:56.951144] [INFO ] [sig ] HLIO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:57.095946] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HLIO.txt [2025-10-18T03:25:57.096183] [INFO ] [sig ] [874/2083] Completed HLIO in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:57.096232] [INFO ] [sig ] [875/2083] Forecasting HLLY... [2025-10-18T03:25:57.096263] [INFO ] [sig ] Generating forecast for: HLLY [2025-10-18T03:25:57.096294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-10-18T03:25:57.105439] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLLY'. [2025-10-18T03:25:57.105840] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-10-18T03:25:57.132488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:57.133312] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-10-18T03:25:57.133369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:57.133404] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:57.133434] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:57.133493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:57.151922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:57.152573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:57.152681] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:57.152737] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:57.180435] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:57.180610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:57.180708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:57.180776] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:57.184358] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=62.69%) [2025-10-18T03:25:57.184636] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-10-18T03:25:57.184823] [INFO ] [sig ] HLLY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:57.337064] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HLLY.txt [2025-10-18T03:25:57.337307] [INFO ] [sig ] [875/2083] Completed HLLY in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:57.337350] [INFO ] [sig ] [876/2083] Forecasting HLN... [2025-10-18T03:25:57.337380] [INFO ] [sig ] Generating forecast for: HLN [2025-10-18T03:25:57.337412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-10-18T03:25:57.346700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLN'. [2025-10-18T03:25:57.347068] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-10-18T03:25:57.373197] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:57.374010] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-10-18T03:25:57.374068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:57.374104] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:57.374134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:57.374194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:57.393121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:57.394084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:57.394183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:57.394220] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:57.424490] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:57.424698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:57.424761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:57.424816] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:57.428909] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=1.63%) [2025-10-18T03:25:57.429245] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-10-18T03:25:57.429416] [INFO ] [sig ] HLN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:57.578214] [INFO ] [LOCAL ] Saved forecast: HLN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HLN.txt [2025-10-18T03:25:57.578503] [INFO ] [sig ] [876/2083] Completed HLN in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:57.578550] [INFO ] [sig ] [877/2083] Forecasting HLT... [2025-10-18T03:25:57.578617] [INFO ] [sig ] Generating forecast for: HLT [2025-10-18T03:25:57.578714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'. [2025-10-18T03:25:57.588862] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLT'. [2025-10-18T03:25:57.589366] [INFO ] [FORECASTER] Starting predict_future for HLT [2025-10-18T03:25:57.614437] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:57.615143] [DEBUG] [LOCAL ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt [2025-10-18T03:25:57.615197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:57.615229] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:57.615257] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:57.615314] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:57.632023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:57.632561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:57.632639] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:57.632713] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:57.667608] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:57.667747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:57.667809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:57.667842] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:57.670988] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=98.79%) [2025-10-18T03:25:57.671242] [INFO ] [FORECASTER] Completed predict_future for HLT [2025-10-18T03:25:57.671369] [INFO ] [sig ] HLT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:57.809448] [INFO ] [LOCAL ] Saved forecast: HLT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HLT.txt [2025-10-18T03:25:57.809663] [INFO ] [sig ] [877/2083] Completed HLT in 0.2s | 4.12 sym/s | Total: 3.5m | ETA: 4.9m [2025-10-18T03:25:57.809723] [INFO ] [sig ] [878/2083] Forecasting HLX... [2025-10-18T03:25:57.809757] [INFO ] [sig ] Generating forecast for: HLX [2025-10-18T03:25:57.809788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-10-18T03:25:57.818735] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLX'. [2025-10-18T03:25:57.819003] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-10-18T03:25:57.843881] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:57.844568] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-10-18T03:25:57.844621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:57.844685] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:57.844729] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:57.844788] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:57.861556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:57.862125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:57.862202] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:57.862235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:57.894436] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:57.894546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:57.894582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:57.894611] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:57.897765] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=77.74%) [2025-10-18T03:25:57.898036] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-10-18T03:25:57.898161] [INFO ] [sig ] HLX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:58.036182] [INFO ] [LOCAL ] Saved forecast: HLX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HLX.txt [2025-10-18T03:25:58.036449] [INFO ] [sig ] [878/2083] Completed HLX in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.9m [2025-10-18T03:25:58.036491] [INFO ] [sig ] [879/2083] Forecasting HMC... [2025-10-18T03:25:58.036521] [INFO ] [sig ] Generating forecast for: HMC [2025-10-18T03:25:58.036553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-10-18T03:25:58.045765] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HMC'. [2025-10-18T03:25:58.046191] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-10-18T03:25:58.075690] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:58.076803] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-10-18T03:25:58.076882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:58.076924] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:58.076960] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:58.077040] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:58.097000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:58.097902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:58.097990] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:58.098023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:58.130545] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:58.130638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:58.130715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:58.130749] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:58.133825] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=5.01%) [2025-10-18T03:25:58.134079] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-10-18T03:25:58.134206] [INFO ] [sig ] HMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:25:58.270864] [INFO ] [LOCAL ] Saved forecast: HMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HMC.txt [2025-10-18T03:25:58.271066] [INFO ] [sig ] [879/2083] Completed HMC in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.9m [2025-10-18T03:25:58.271106] [INFO ] [sig ] [880/2083] Forecasting HMN... [2025-10-18T03:25:58.271136] [INFO ] [sig ] Generating forecast for: HMN [2025-10-18T03:25:58.271166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-10-18T03:25:58.280004] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HMN'. [2025-10-18T03:25:58.280277] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-10-18T03:25:58.304859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:58.305538] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-10-18T03:25:58.305592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:58.305625] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:58.305685] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:58.305758] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:58.322325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:58.322879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:58.322959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:58.322991] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:58.353185] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:58.353274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:58.353310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:58.353338] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:58.356420] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=99.54%) [2025-10-18T03:25:58.356701] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-10-18T03:25:58.356861] [INFO ] [sig ] HMN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:58.494258] [INFO ] [LOCAL ] Saved forecast: HMN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HMN.txt [2025-10-18T03:25:58.494449] [INFO ] [sig ] [880/2083] Completed HMN in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.9m [2025-10-18T03:25:58.494489] [INFO ] [sig ] [881/2083] Forecasting HMY... [2025-10-18T03:25:58.494519] [INFO ] [sig ] Generating forecast for: HMY [2025-10-18T03:25:58.494551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-10-18T03:25:58.503340] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HMY'. [2025-10-18T03:25:58.503638] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-10-18T03:25:58.528323] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:58.529061] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-10-18T03:25:58.529115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:58.529148] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:58.529176] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:58.529232] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:58.546081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:58.546597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:58.546699] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:58.546748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:58.579679] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:58.579766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:58.579802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:58.579831] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:58.582838] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=63.78%) [2025-10-18T03:25:58.583090] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-10-18T03:25:58.583211] [INFO ] [sig ] HMY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:58.720724] [INFO ] [LOCAL ] Saved forecast: HMY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HMY.txt [2025-10-18T03:25:58.720930] [INFO ] [sig ] [881/2083] Completed HMY in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.9m [2025-10-18T03:25:58.720972] [INFO ] [sig ] [882/2083] Forecasting HNI... [2025-10-18T03:25:58.721009] [INFO ] [sig ] Generating forecast for: HNI [2025-10-18T03:25:58.721041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-10-18T03:25:58.730803] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HNI'. [2025-10-18T03:25:58.731162] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-10-18T03:25:58.757207] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:58.758045] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-10-18T03:25:58.758103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:58.758136] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:58.758164] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:58.758223] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:58.775486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:58.776128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:58.776214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:58.776249] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:58.811588] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:58.811731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:58.811780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:58.811811] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:58.815071] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=85.55%) [2025-10-18T03:25:58.815344] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-10-18T03:25:58.815477] [INFO ] [sig ] HNI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:58.954394] [INFO ] [LOCAL ] Saved forecast: HNI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HNI.txt [2025-10-18T03:25:58.954672] [INFO ] [sig ] [882/2083] Completed HNI in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.9m [2025-10-18T03:25:58.954733] [INFO ] [sig ] [883/2083] Forecasting HOG... [2025-10-18T03:25:58.954766] [INFO ] [sig ] Generating forecast for: HOG [2025-10-18T03:25:58.954797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-10-18T03:25:58.963822] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOG'. [2025-10-18T03:25:58.964169] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-10-18T03:25:58.989953] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:58.990827] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-10-18T03:25:58.990896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:58.990937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:58.990965] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:58.991035] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:59.008806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:59.009440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:59.009527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:59.009561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:59.045980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:59.046110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:59.046149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:59.046179] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:59.049668] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=94.10%) [2025-10-18T03:25:59.049969] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-10-18T03:25:59.050137] [INFO ] [sig ] HOG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:59.190343] [INFO ] [LOCAL ] Saved forecast: HOG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HOG.txt [2025-10-18T03:25:59.190571] [INFO ] [sig ] [883/2083] Completed HOG in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.9m [2025-10-18T03:25:59.190614] [INFO ] [sig ] [884/2083] Forecasting HOMB... [2025-10-18T03:25:59.190673] [INFO ] [sig ] Generating forecast for: HOMB [2025-10-18T03:25:59.190727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-10-18T03:25:59.199834] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOMB'. [2025-10-18T03:25:59.200149] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-10-18T03:25:59.225505] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:59.226356] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-10-18T03:25:59.226414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:59.226448] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:59.226475] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:59.226533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:59.243992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:59.244778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:59.244872] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:59.244906] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:59.283635] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:59.283853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:59.283897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:59.283926] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:59.287348] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=62.63%) [2025-10-18T03:25:59.287617] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-10-18T03:25:59.287820] [INFO ] [sig ] HOMB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:59.427566] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HOMB.txt [2025-10-18T03:25:59.427875] [INFO ] [sig ] [884/2083] Completed HOMB in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.9m [2025-10-18T03:25:59.427948] [INFO ] [sig ] [885/2083] Forecasting HOUS... [2025-10-18T03:25:59.427991] [INFO ] [sig ] Generating forecast for: HOUS [2025-10-18T03:25:59.428052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-10-18T03:25:59.438454] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOUS'. [2025-10-18T03:25:59.438855] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-10-18T03:25:59.464213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:59.465190] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-10-18T03:25:59.465247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:59.465282] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:59.465309] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:59.465366] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:59.482455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:59.483081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:59.483183] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:59.483218] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:59.519071] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:59.519207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:59.519245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:59.519274] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:59.522575] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: UP (p=70.77%) [2025-10-18T03:25:59.522873] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-10-18T03:25:59.523015] [INFO ] [sig ] HOUS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:59.663192] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HOUS.txt [2025-10-18T03:25:59.663475] [INFO ] [sig ] [885/2083] Completed HOUS in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:25:59.663518] [INFO ] [sig ] [886/2083] Forecasting HOV... [2025-10-18T03:25:59.663550] [INFO ] [sig ] Generating forecast for: HOV [2025-10-18T03:25:59.663581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'. [2025-10-18T03:25:59.673271] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOV'. [2025-10-18T03:25:59.673602] [INFO ] [FORECASTER] Starting predict_future for HOV [2025-10-18T03:25:59.699193] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:59.699998] [DEBUG] [LOCAL ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt [2025-10-18T03:25:59.700058] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:59.700095] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:59.700127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:59.700187] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:59.717205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:59.718040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:59.718137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:59.718171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:59.756077] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:59.756170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:59.756206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:59.756234] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:59.759301] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: UP (p=83.10%) [2025-10-18T03:25:59.759563] [INFO ] [FORECASTER] Completed predict_future for HOV [2025-10-18T03:25:59.759735] [INFO ] [sig ] HOV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:25:59.897864] [INFO ] [LOCAL ] Saved forecast: HOV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HOV.txt [2025-10-18T03:25:59.898129] [INFO ] [sig ] [886/2083] Completed HOV in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:25:59.898172] [INFO ] [sig ] [887/2083] Forecasting HP... [2025-10-18T03:25:59.898203] [INFO ] [sig ] Generating forecast for: HP [2025-10-18T03:25:59.898234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-10-18T03:25:59.907447] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HP'. [2025-10-18T03:25:59.907795] [INFO ] [FORECASTER] Starting predict_future for HP [2025-10-18T03:25:59.932694] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:25:59.933384] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-10-18T03:25:59.933452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:25:59.933533] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:25:59.933570] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:25:59.933628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:25:59.950690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:25:59.951249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:25:59.951332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:25:59.951366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:25:59.988271] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:25:59.988383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:25:59.988420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:25:59.988450] [INFO ] [FORECASTER] Training complete [2025-10-18T03:25:59.991735] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=16.50%) [2025-10-18T03:25:59.992070] [INFO ] [FORECASTER] Completed predict_future for HP [2025-10-18T03:25:59.992215] [INFO ] [sig ] HP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:00.131220] [INFO ] [LOCAL ] Saved forecast: HP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HP.txt [2025-10-18T03:26:00.131466] [INFO ] [sig ] [887/2083] Completed HP in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:00.131511] [INFO ] [sig ] [888/2083] Forecasting HPE... [2025-10-18T03:26:00.131543] [INFO ] [sig ] Generating forecast for: HPE [2025-10-18T03:26:00.131576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-10-18T03:26:00.141431] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPE'. [2025-10-18T03:26:00.141821] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-10-18T03:26:00.166690] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:00.167445] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-10-18T03:26:00.167500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:00.167533] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:00.167560] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:00.167617] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:00.184178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:00.184760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:00.184840] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:00.184874] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:00.222820] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:00.222975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:00.223016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:00.223044] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:00.226343] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=90.03%) [2025-10-18T03:26:00.226610] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-10-18T03:26:00.226779] [INFO ] [sig ] HPE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:00.364031] [INFO ] [LOCAL ] Saved forecast: HPE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HPE.txt [2025-10-18T03:26:00.364305] [INFO ] [sig ] [888/2083] Completed HPE in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:00.364348] [INFO ] [sig ] [889/2083] Forecasting HPF... [2025-10-18T03:26:00.364377] [INFO ] [sig ] Generating forecast for: HPF [2025-10-18T03:26:00.364415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-10-18T03:26:00.373682] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPF'. [2025-10-18T03:26:00.374019] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-10-18T03:26:00.399537] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:00.400335] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-10-18T03:26:00.400392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:00.400426] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:00.400453] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:00.400511] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:00.418555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:00.419463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:00.419552] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:00.419587] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:00.455097] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:00.455249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:00.455290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:00.455319] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:00.458734] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=43.14%) [2025-10-18T03:26:00.459012] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-10-18T03:26:00.459151] [INFO ] [sig ] HPF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:00.596706] [INFO ] [LOCAL ] Saved forecast: HPF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HPF.txt [2025-10-18T03:26:00.596931] [INFO ] [sig ] [889/2083] Completed HPF in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:00.596976] [INFO ] [sig ] [890/2083] Forecasting HPI... [2025-10-18T03:26:00.597006] [INFO ] [sig ] Generating forecast for: HPI [2025-10-18T03:26:00.597037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-10-18T03:26:00.606484] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPI'. [2025-10-18T03:26:00.606784] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-10-18T03:26:00.631965] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:00.632760] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-10-18T03:26:00.632818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:00.632851] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:00.632879] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:00.632936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:00.649930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:00.650481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:00.650562] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:00.650595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:00.685894] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:00.685997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:00.686034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:00.686062] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:00.689236] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=64.19%) [2025-10-18T03:26:00.689515] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-10-18T03:26:00.689667] [INFO ] [sig ] HPI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:00.827424] [INFO ] [LOCAL ] Saved forecast: HPI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HPI.txt [2025-10-18T03:26:00.827637] [INFO ] [sig ] [890/2083] Completed HPI in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:00.827717] [INFO ] [sig ] [891/2083] Forecasting HPP... [2025-10-18T03:26:00.827785] [INFO ] [sig ] Generating forecast for: HPP [2025-10-18T03:26:00.827831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-10-18T03:26:00.837289] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPP'. [2025-10-18T03:26:00.837586] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-10-18T03:26:00.863613] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:00.864430] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-10-18T03:26:00.864488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:00.864522] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:00.864550] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:00.864607] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:00.881682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:00.882250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:00.882330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:00.882363] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:00.920385] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:00.920497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:00.920534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:00.920564] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:00.923969] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=35.85%) [2025-10-18T03:26:00.924242] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-10-18T03:26:00.924379] [INFO ] [sig ] HPP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:01.062570] [INFO ] [LOCAL ] Saved forecast: HPP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HPP.txt [2025-10-18T03:26:01.062812] [INFO ] [sig ] [891/2083] Completed HPP in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:01.062872] [INFO ] [sig ] [892/2083] Forecasting HPQ... [2025-10-18T03:26:01.062906] [INFO ] [sig ] Generating forecast for: HPQ [2025-10-18T03:26:01.062936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-10-18T03:26:01.072084] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPQ'. [2025-10-18T03:26:01.072400] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-10-18T03:26:01.097261] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:01.098019] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-10-18T03:26:01.098073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:01.098106] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:01.098134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:01.098191] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:01.115078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:01.115597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:01.115700] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:01.115763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:01.158410] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:01.158532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:01.158569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:01.158599] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:01.161824] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=5.60%) [2025-10-18T03:26:01.162089] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-10-18T03:26:01.162220] [INFO ] [sig ] HPQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:01.308180] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HPQ.txt [2025-10-18T03:26:01.308438] [INFO ] [sig ] [892/2083] Completed HPQ in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:01.308481] [INFO ] [sig ] [893/2083] Forecasting HPS... [2025-10-18T03:26:01.308512] [INFO ] [sig ] Generating forecast for: HPS [2025-10-18T03:26:01.308544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-10-18T03:26:01.318358] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPS'. [2025-10-18T03:26:01.318732] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-10-18T03:26:01.346635] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:01.347579] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-10-18T03:26:01.347671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:01.347765] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:01.347828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:01.347912] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:01.372263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:01.373173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:01.373280] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:01.373321] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:01.415603] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:01.415774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:01.415821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:01.415852] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:01.419201] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=65.01%) [2025-10-18T03:26:01.419469] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-10-18T03:26:01.419623] [INFO ] [sig ] HPS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:01.557126] [INFO ] [LOCAL ] Saved forecast: HPS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HPS.txt [2025-10-18T03:26:01.557386] [INFO ] [sig ] [893/2083] Completed HPS in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:01.557431] [INFO ] [sig ] [894/2083] Forecasting HQH... [2025-10-18T03:26:01.557463] [INFO ] [sig ] Generating forecast for: HQH [2025-10-18T03:26:01.557497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'. [2025-10-18T03:26:01.568296] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HQH'. [2025-10-18T03:26:01.568733] [INFO ] [FORECASTER] Starting predict_future for HQH [2025-10-18T03:26:01.594201] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:01.595025] [DEBUG] [LOCAL ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt [2025-10-18T03:26:01.595100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:01.595135] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:01.595164] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:01.595226] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:01.612258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:01.613006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:01.613093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:01.613128] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:01.646939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:01.647099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:01.647140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:01.647169] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:01.650770] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=81.05%) [2025-10-18T03:26:01.651048] [INFO ] [FORECASTER] Completed predict_future for HQH [2025-10-18T03:26:01.651177] [INFO ] [sig ] HQH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:01.793900] [INFO ] [LOCAL ] Saved forecast: HQH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HQH.txt [2025-10-18T03:26:01.794196] [INFO ] [sig ] [894/2083] Completed HQH in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:01.794259] [INFO ] [sig ] [895/2083] Forecasting HQL... [2025-10-18T03:26:01.794329] [INFO ] [sig ] Generating forecast for: HQL [2025-10-18T03:26:01.794381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-10-18T03:26:01.803883] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HQL'. [2025-10-18T03:26:01.804255] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-10-18T03:26:01.830327] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:01.831193] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-10-18T03:26:01.831253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:01.831287] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:01.831313] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:01.831371] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:01.848916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:01.849742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:01.849830] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:01.849865] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:01.883138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:01.883283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:01.883323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:01.883354] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:01.886742] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=96.26%) [2025-10-18T03:26:01.887017] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-10-18T03:26:01.887145] [INFO ] [sig ] HQL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:02.026366] [INFO ] [LOCAL ] Saved forecast: HQL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HQL.txt [2025-10-18T03:26:02.026604] [INFO ] [sig ] [895/2083] Completed HQL in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:02.026669] [INFO ] [sig ] [896/2083] Forecasting HR... [2025-10-18T03:26:02.026723] [INFO ] [sig ] Generating forecast for: HR [2025-10-18T03:26:02.026760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'. [2025-10-18T03:26:02.036459] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HR'. [2025-10-18T03:26:02.036780] [INFO ] [FORECASTER] Starting predict_future for HR [2025-10-18T03:26:02.062401] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:02.063187] [DEBUG] [LOCAL ] No optimal features file found for HR: ./output/feature-sets/HR.txt [2025-10-18T03:26:02.063243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:02.063277] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:02.063305] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:02.063363] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:02.080384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:02.081050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:02.081134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:02.081167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:02.115244] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:02.115387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:02.115427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:02.115457] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:02.118840] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: UP (p=73.27%) [2025-10-18T03:26:02.119108] [INFO ] [FORECASTER] Completed predict_future for HR [2025-10-18T03:26:02.119240] [INFO ] [sig ] HR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:02.260337] [INFO ] [LOCAL ] Saved forecast: HR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HR.txt [2025-10-18T03:26:02.260551] [INFO ] [sig ] [896/2083] Completed HR in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:02.260593] [INFO ] [sig ] [897/2083] Forecasting HRB... [2025-10-18T03:26:02.260624] [INFO ] [sig ] Generating forecast for: HRB [2025-10-18T03:26:02.260692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-10-18T03:26:02.273551] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRB'. [2025-10-18T03:26:02.274030] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-10-18T03:26:02.307509] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:02.308402] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-10-18T03:26:02.308457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:02.308490] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:02.308517] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:02.308576] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:02.325513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:02.326268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:02.326355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:02.326389] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:02.367277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:02.367465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:02.367510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:02.367542] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:02.371601] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=3.25%) [2025-10-18T03:26:02.371940] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-10-18T03:26:02.372102] [INFO ] [sig ] HRB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:02.515599] [INFO ] [LOCAL ] Saved forecast: HRB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HRB.txt [2025-10-18T03:26:02.515858] [INFO ] [sig ] [897/2083] Completed HRB in 0.3s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:02.515908] [INFO ] [sig ] [898/2083] Forecasting HRI... [2025-10-18T03:26:02.515940] [INFO ] [sig ] Generating forecast for: HRI [2025-10-18T03:26:02.515971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'. [2025-10-18T03:26:02.525104] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRI'. [2025-10-18T03:26:02.525395] [INFO ] [FORECASTER] Starting predict_future for HRI [2025-10-18T03:26:02.550055] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:02.550764] [DEBUG] [LOCAL ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt [2025-10-18T03:26:02.550819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:02.550856] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:02.550885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:02.550943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:02.567714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:02.568376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:02.568464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:02.568500] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:02.600116] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:02.600207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:02.600244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:02.600272] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:02.603266] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: DOWN (p=0.15%) [2025-10-18T03:26:02.603517] [INFO ] [FORECASTER] Completed predict_future for HRI [2025-10-18T03:26:02.603637] [INFO ] [sig ] HRI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:02.741385] [INFO ] [LOCAL ] Saved forecast: HRI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HRI.txt [2025-10-18T03:26:02.741674] [INFO ] [sig ] [898/2083] Completed HRI in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:02.741742] [INFO ] [sig ] [899/2083] Forecasting HRL... [2025-10-18T03:26:02.741777] [INFO ] [sig ] Generating forecast for: HRL [2025-10-18T03:26:02.741810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-10-18T03:26:02.751306] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRL'. [2025-10-18T03:26:02.751637] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-10-18T03:26:02.778192] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:02.778999] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-10-18T03:26:02.779069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:02.779135] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:02.779180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:02.779244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:02.796719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:02.797274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:02.797355] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:02.797389] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:02.831227] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:02.831350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:02.831406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:02.831459] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:02.834738] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-10-18T03:26:02.835006] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-10-18T03:26:02.835134] [INFO ] [sig ] HRL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:02.973820] [INFO ] [LOCAL ] Saved forecast: HRL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HRL.txt [2025-10-18T03:26:02.974032] [INFO ] [sig ] [899/2083] Completed HRL in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:02.974074] [INFO ] [sig ] [900/2083] Forecasting HRTG... [2025-10-18T03:26:02.974104] [INFO ] [sig ] Generating forecast for: HRTG [2025-10-18T03:26:02.974134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-10-18T03:26:02.983340] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRTG'. [2025-10-18T03:26:02.983621] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-10-18T03:26:03.008329] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:03.009068] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-10-18T03:26:03.009123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:03.009203] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:03.009241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:03.009299] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:03.026073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:03.026672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:03.026756] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:03.026790] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:03.058847] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:03.058943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:03.058978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:03.059007] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:03.062033] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=32.52%) [2025-10-18T03:26:03.062283] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-10-18T03:26:03.062402] [INFO ] [sig ] HRTG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:03.200124] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HRTG.txt [2025-10-18T03:26:03.200329] [INFO ] [sig ] [900/2083] Completed HRTG in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:03.200370] [INFO ] [sig ] [901/2083] Forecasting HSBC... [2025-10-18T03:26:03.200400] [INFO ] [sig ] Generating forecast for: HSBC [2025-10-18T03:26:03.200430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-10-18T03:26:03.209308] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HSBC'. [2025-10-18T03:26:03.209584] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-10-18T03:26:03.234562] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:03.235350] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-10-18T03:26:03.235405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:03.235472] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:03.235502] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:03.235564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:03.253005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:03.253592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:03.253696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:03.253746] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:03.286467] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:03.286563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:03.286598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:03.286627] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:03.289791] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=26.84%) [2025-10-18T03:26:03.290047] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-10-18T03:26:03.290167] [INFO ] [sig ] HSBC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:03.428337] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HSBC.txt [2025-10-18T03:26:03.428545] [INFO ] [sig ] [901/2083] Completed HSBC in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:03.428586] [INFO ] [sig ] [902/2083] Forecasting HSHP... [2025-10-18T03:26:03.428617] [INFO ] [sig ] Generating forecast for: HSHP [2025-10-18T03:26:03.428672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-10-18T03:26:03.437692] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HSHP'. [2025-10-18T03:26:03.438002] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-10-18T03:26:03.462598] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:03.463341] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-10-18T03:26:03.463396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:03.463430] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:03.463458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:03.463516] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:03.480541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:03.481086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:03.481163] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:03.481197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:03.514470] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:03.514571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:03.514608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:03.514637] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:03.517768] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=63.82%) [2025-10-18T03:26:03.518034] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-10-18T03:26:03.518158] [INFO ] [sig ] HSHP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:03.655615] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HSHP.txt [2025-10-18T03:26:03.655849] [INFO ] [sig ] [902/2083] Completed HSHP in 0.2s | 4.12 sym/s | Total: 3.6m | ETA: 4.8m [2025-10-18T03:26:03.655897] [INFO ] [sig ] [903/2083] Forecasting HSY... [2025-10-18T03:26:03.655927] [INFO ] [sig ] Generating forecast for: HSY [2025-10-18T03:26:03.655958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-10-18T03:26:03.665430] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HSY'. [2025-10-18T03:26:03.665724] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-10-18T03:26:03.690286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:03.691019] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-10-18T03:26:03.691074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:03.691107] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:03.691134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:03.691191] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:03.708044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:03.708834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:03.708921] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:03.708954] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:03.744954] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:03.745038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:03.745073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:03.745102] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:03.748185] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=32.18%) [2025-10-18T03:26:03.748445] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-10-18T03:26:03.748574] [INFO ] [sig ] HSY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:03.887153] [INFO ] [LOCAL ] Saved forecast: HSY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HSY.txt [2025-10-18T03:26:03.887362] [INFO ] [sig ] [903/2083] Completed HSY in 0.2s | 4.12 sym/s | Total: 3.7m | ETA: 4.8m [2025-10-18T03:26:03.887403] [INFO ] [sig ] [904/2083] Forecasting HTD... [2025-10-18T03:26:03.887433] [INFO ] [sig ] Generating forecast for: HTD [2025-10-18T03:26:03.887465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-10-18T03:26:03.896033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HTD'. [2025-10-18T03:26:03.896316] [INFO ] [FORECASTER] Starting predict_future for HTD [2025-10-18T03:26:03.921006] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:03.921687] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-10-18T03:26:03.921743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:03.921776] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:03.921805] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:03.921861] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:03.939095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:03.939625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:03.939730] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:03.939772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:03.964998] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:03.965085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:03.965120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:03.965149] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:03.968248] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=84.08%) [2025-10-18T03:26:03.968547] [INFO ] [FORECASTER] Completed predict_future for HTD [2025-10-18T03:26:03.968727] [INFO ] [sig ] HTD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:04.107869] [INFO ] [LOCAL ] Saved forecast: HTD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HTD.txt [2025-10-18T03:26:04.108076] [INFO ] [sig ] [904/2083] Completed HTD in 0.2s | 4.12 sym/s | Total: 3.7m | ETA: 4.8m [2025-10-18T03:26:04.108117] [INFO ] [sig ] [905/2083] Forecasting HTH... [2025-10-18T03:26:04.108146] [INFO ] [sig ] Generating forecast for: HTH [2025-10-18T03:26:04.108177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-10-18T03:26:04.116965] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HTH'. [2025-10-18T03:26:04.117243] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-10-18T03:26:04.141789] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:04.142442] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-10-18T03:26:04.142495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:04.142528] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:04.142557] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:04.142624] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:04.159697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:04.160212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:04.160289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:04.160322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:04.185089] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:04.185171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:04.185207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:04.185235] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:04.188232] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=97.14%) [2025-10-18T03:26:04.188480] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-10-18T03:26:04.188596] [INFO ] [sig ] HTH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:04.327193] [INFO ] [LOCAL ] Saved forecast: HTH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HTH.txt [2025-10-18T03:26:04.327418] [INFO ] [sig ] [905/2083] Completed HTH in 0.2s | 4.12 sym/s | Total: 3.7m | ETA: 4.8m [2025-10-18T03:26:04.327472] [INFO ] [sig ] [906/2083] Forecasting HUBB... [2025-10-18T03:26:04.327512] [INFO ] [sig ] Generating forecast for: HUBB [2025-10-18T03:26:04.327553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-10-18T03:26:04.336583] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUBB'. [2025-10-18T03:26:04.336894] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-10-18T03:26:04.361492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:04.362195] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-10-18T03:26:04.362249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:04.362281] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:04.362308] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:04.362364] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:04.379265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:04.379875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:04.379953] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:04.379986] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:04.403675] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:04.403766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:04.403802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:04.403831] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:04.406756] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=48.31%) [2025-10-18T03:26:04.407003] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-10-18T03:26:04.407458] [INFO ] [sig ] HUBB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:04.545086] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HUBB.txt [2025-10-18T03:26:04.545275] [INFO ] [sig ] [906/2083] Completed HUBB in 0.2s | 4.12 sym/s | Total: 3.7m | ETA: 4.8m [2025-10-18T03:26:04.545315] [INFO ] [sig ] [907/2083] Forecasting HUBS... [2025-10-18T03:26:04.545346] [INFO ] [sig ] Generating forecast for: HUBS [2025-10-18T03:26:04.545377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-10-18T03:26:04.554077] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUBS'. [2025-10-18T03:26:04.554356] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-10-18T03:26:04.579026] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:04.579718] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-10-18T03:26:04.579773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:04.579806] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:04.579833] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:04.579889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:04.596794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:04.597298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:04.597374] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:04.597407] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:04.623497] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:04.623574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:04.623608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:04.623637] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:04.626600] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=76.18%) [2025-10-18T03:26:04.626874] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-10-18T03:26:04.626996] [INFO ] [sig ] HUBS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:04.763964] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HUBS.txt [2025-10-18T03:26:04.764149] [INFO ] [sig ] [907/2083] Completed HUBS in 0.2s | 4.12 sym/s | Total: 3.7m | ETA: 4.8m [2025-10-18T03:26:04.764189] [INFO ] [sig ] [908/2083] Forecasting HUM... [2025-10-18T03:26:04.764219] [INFO ] [sig ] Generating forecast for: HUM [2025-10-18T03:26:04.764249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-10-18T03:26:04.773075] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUM'. [2025-10-18T03:26:04.773382] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-10-18T03:26:04.798073] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:04.798814] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-10-18T03:26:04.798869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:04.798914] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:04.798944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:04.799001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:04.815933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:04.816442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:04.816519] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:04.816553] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:04.845829] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:04.845909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:04.845947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:04.845979] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:04.849624] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=85.59%) [2025-10-18T03:26:04.849933] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-10-18T03:26:04.850063] [INFO ] [sig ] HUM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:04.999351] [INFO ] [LOCAL ] Saved forecast: HUM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HUM.txt [2025-10-18T03:26:04.999549] [INFO ] [sig ] [908/2083] Completed HUM in 0.2s | 4.12 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:04.999589] [INFO ] [sig ] [909/2083] Forecasting HUN... [2025-10-18T03:26:04.999619] [INFO ] [sig ] Generating forecast for: HUN [2025-10-18T03:26:04.999676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-10-18T03:26:05.008600] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUN'. [2025-10-18T03:26:05.008926] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-10-18T03:26:05.033428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:05.034106] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-10-18T03:26:05.034160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:05.034193] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:05.034220] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:05.034276] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:05.051311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:05.051858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:05.051935] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:05.051968] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:05.082561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:05.082663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:05.082724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:05.082759] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:05.086228] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=85.31%) [2025-10-18T03:26:05.086502] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-10-18T03:26:05.086628] [INFO ] [sig ] HUN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:05.224412] [INFO ] [LOCAL ] Saved forecast: HUN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HUN.txt [2025-10-18T03:26:05.224595] [INFO ] [sig ] [909/2083] Completed HUN in 0.2s | 4.12 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:05.224635] [INFO ] [sig ] [910/2083] Forecasting HUYA... [2025-10-18T03:26:05.224705] [INFO ] [sig ] Generating forecast for: HUYA [2025-10-18T03:26:05.224787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-10-18T03:26:05.233480] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUYA'. [2025-10-18T03:26:05.233789] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-10-18T03:26:05.258626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:05.259314] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-10-18T03:26:05.259368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:05.259400] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:05.259428] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:05.259484] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:05.276519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:05.277061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:05.277139] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:05.277172] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:05.301996] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:05.302070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:05.302105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:05.302133] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:05.305160] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-10-18T03:26:05.305403] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-10-18T03:26:05.305520] [INFO ] [sig ] HUYA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:05.444365] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HUYA.txt [2025-10-18T03:26:05.444550] [INFO ] [sig ] [910/2083] Completed HUYA in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:05.444589] [INFO ] [sig ] [911/2083] Forecasting HVT... [2025-10-18T03:26:05.444619] [INFO ] [sig ] Generating forecast for: HVT [2025-10-18T03:26:05.444678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'. [2025-10-18T03:26:05.453225] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HVT'. [2025-10-18T03:26:05.453499] [INFO ] [FORECASTER] Starting predict_future for HVT [2025-10-18T03:26:05.478189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:05.478883] [DEBUG] [LOCAL ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt [2025-10-18T03:26:05.478937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:05.478971] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:05.478998] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:05.479055] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:05.495886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:05.496389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:05.496464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:05.496497] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:05.522503] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:05.522581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:05.522614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:05.522665] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:05.525676] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: UP (p=74.68%) [2025-10-18T03:26:05.525925] [INFO ] [FORECASTER] Completed predict_future for HVT [2025-10-18T03:26:05.526042] [INFO ] [sig ] HVT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:05.662258] [INFO ] [LOCAL ] Saved forecast: HVT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HVT.txt [2025-10-18T03:26:05.662450] [INFO ] [sig ] [911/2083] Completed HVT in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:05.662490] [INFO ] [sig ] [912/2083] Forecasting HWM... [2025-10-18T03:26:05.662519] [INFO ] [sig ] Generating forecast for: HWM [2025-10-18T03:26:05.662549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-10-18T03:26:05.671674] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HWM'. [2025-10-18T03:26:05.671965] [INFO ] [FORECASTER] Starting predict_future for HWM [2025-10-18T03:26:05.697203] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:05.697984] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-10-18T03:26:05.698040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:05.698075] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:05.698105] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:05.698163] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:05.715743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:05.716272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:05.716352] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:05.716385] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:05.754900] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:05.754978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:05.755016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:05.755047] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:05.758573] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=73.74%) [2025-10-18T03:26:05.758850] [INFO ] [FORECASTER] Completed predict_future for HWM [2025-10-18T03:26:05.758973] [INFO ] [sig ] HWM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:05.895408] [INFO ] [LOCAL ] Saved forecast: HWM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HWM.txt [2025-10-18T03:26:05.895581] [INFO ] [sig ] [912/2083] Completed HWM in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:05.895620] [INFO ] [sig ] [913/2083] Forecasting HXL... [2025-10-18T03:26:05.895679] [INFO ] [sig ] Generating forecast for: HXL [2025-10-18T03:26:05.895729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-10-18T03:26:05.904890] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HXL'. [2025-10-18T03:26:05.905160] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-10-18T03:26:05.929692] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:05.930346] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-10-18T03:26:05.930432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:05.930471] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:05.930500] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:05.930556] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:05.947492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:05.948116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:05.948195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:05.948228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:05.979937] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:05.980023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:05.980058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:05.980086] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:05.982981] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=54.96%) [2025-10-18T03:26:05.983226] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-10-18T03:26:05.983344] [INFO ] [sig ] HXL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:06.121318] [INFO ] [LOCAL ] Saved forecast: HXL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HXL.txt [2025-10-18T03:26:06.121516] [INFO ] [sig ] [913/2083] Completed HXL in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:06.121559] [INFO ] [sig ] [914/2083] Forecasting HY... [2025-10-18T03:26:06.121592] [INFO ] [sig ] Generating forecast for: HY [2025-10-18T03:26:06.121622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-10-18T03:26:06.131946] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HY'. [2025-10-18T03:26:06.132299] [INFO ] [FORECASTER] Starting predict_future for HY [2025-10-18T03:26:06.158886] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:06.159668] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-10-18T03:26:06.159730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:06.159765] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:06.159793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:06.159852] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:06.178184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:06.178815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:06.178901] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:06.178935] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:06.214170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:06.214322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:06.214364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:06.214393] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:06.217872] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-10-18T03:26:06.218154] [INFO ] [FORECASTER] Completed predict_future for HY [2025-10-18T03:26:06.218294] [INFO ] [sig ] HY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:06.365898] [INFO ] [LOCAL ] Saved forecast: HY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HY.txt [2025-10-18T03:26:06.366140] [INFO ] [sig ] [914/2083] Completed HY in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:06.366183] [INFO ] [sig ] [915/2083] Forecasting HYI... [2025-10-18T03:26:06.366213] [INFO ] [sig ] Generating forecast for: HYI [2025-10-18T03:26:06.366243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-10-18T03:26:06.375495] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HYI'. [2025-10-18T03:26:06.375820] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-10-18T03:26:06.400444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:06.401159] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-10-18T03:26:06.401212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:06.401244] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:06.401283] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:06.401341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:06.417999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:06.418509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:06.418586] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:06.418619] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:06.449828] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:06.450036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:06.450104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:06.450141] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:06.454032] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: DOWN (p=21.86%) [2025-10-18T03:26:06.454371] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-10-18T03:26:06.454546] [INFO ] [sig ] HYI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:06.598832] [INFO ] [LOCAL ] Saved forecast: HYI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HYI.txt [2025-10-18T03:26:06.599103] [INFO ] [sig ] [915/2083] Completed HYI in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:06.599146] [INFO ] [sig ] [916/2083] Forecasting HYT... [2025-10-18T03:26:06.599176] [INFO ] [sig ] Generating forecast for: HYT [2025-10-18T03:26:06.599207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'. [2025-10-18T03:26:06.609134] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HYT'. [2025-10-18T03:26:06.609434] [INFO ] [FORECASTER] Starting predict_future for HYT [2025-10-18T03:26:06.634928] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:06.635634] [DEBUG] [LOCAL ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt [2025-10-18T03:26:06.635717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:06.635755] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:06.635784] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:06.635844] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:06.652628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:06.653208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:06.653334] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:06.653374] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:06.690224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:06.690311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:06.690347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:06.690375] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:06.693553] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=92.50%) [2025-10-18T03:26:06.693869] [INFO ] [FORECASTER] Completed predict_future for HYT [2025-10-18T03:26:06.694017] [INFO ] [sig ] HYT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:06.832380] [INFO ] [LOCAL ] Saved forecast: HYT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HYT.txt [2025-10-18T03:26:06.832627] [INFO ] [sig ] [916/2083] Completed HYT in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:06.832703] [INFO ] [sig ] [917/2083] Forecasting HYTR... [2025-10-18T03:26:06.832745] [INFO ] [sig ] Generating forecast for: HYTR [2025-10-18T03:26:06.832777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'. [2025-10-18T03:26:06.841487] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'HYTR'. [2025-10-18T03:26:06.841797] [INFO ] [FORECASTER] Starting predict_future for HYTR [2025-10-18T03:26:06.867020] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:06.867766] [DEBUG] [LOCAL ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt [2025-10-18T03:26:06.867827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:06.867865] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:06.867892] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:06.867949] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:06.884534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:06.885141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:06.885221] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:06.885254] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:06.919944] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:06.920028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:06.920063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:06.920091] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:06.923068] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: DOWN (p=44.52%) [2025-10-18T03:26:06.923321] [INFO ] [FORECASTER] Completed predict_future for HYTR [2025-10-18T03:26:06.923452] [INFO ] [sig ] HYTR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:07.060506] [INFO ] [LOCAL ] Saved forecast: HYTR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/HYTR.txt [2025-10-18T03:26:07.060954] [INFO ] [sig ] [917/2083] Completed HYTR in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:07.061014] [INFO ] [sig ] [918/2083] Forecasting HZO... [2025-10-18T03:26:07.061047] [INFO ] [sig ] Generating forecast for: HZO [2025-10-18T03:26:07.061078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-10-18T03:26:07.072565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HZO'. [2025-10-18T03:26:07.073008] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-10-18T03:26:07.098705] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:07.099543] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-10-18T03:26:07.099612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:07.099689] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:07.099743] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:07.099803] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:07.117024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:07.117864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:07.117951] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:07.117985] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:07.154558] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:07.154752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:07.154803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:07.154834] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:07.158287] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=73.34%) [2025-10-18T03:26:07.158577] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-10-18T03:26:07.158760] [INFO ] [sig ] HZO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:07.303870] [INFO ] [LOCAL ] Saved forecast: HZO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/HZO.txt [2025-10-18T03:26:07.304104] [INFO ] [sig ] [918/2083] Completed HZO in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:07.304147] [INFO ] [sig ] [919/2083] Forecasting IAE... [2025-10-18T03:26:07.304177] [INFO ] [sig ] Generating forecast for: IAE [2025-10-18T03:26:07.304207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-10-18T03:26:07.313269] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IAE'. [2025-10-18T03:26:07.313565] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-10-18T03:26:07.338573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:07.339326] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-10-18T03:26:07.339381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:07.339414] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:07.339441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:07.339497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:07.356478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:07.357166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:07.357250] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:07.357284] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:07.391905] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:07.392044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:07.392085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:07.392115] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:07.396357] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=12.38%) [2025-10-18T03:26:07.396661] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-10-18T03:26:07.396831] [INFO ] [sig ] IAE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:07.535633] [INFO ] [LOCAL ] Saved forecast: IAE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IAE.txt [2025-10-18T03:26:07.535910] [INFO ] [sig ] [919/2083] Completed IAE in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:07.535955] [INFO ] [sig ] [920/2083] Forecasting IAG... [2025-10-18T03:26:07.535985] [INFO ] [sig ] Generating forecast for: IAG [2025-10-18T03:26:07.536017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-10-18T03:26:07.544766] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IAG'. [2025-10-18T03:26:07.545023] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-10-18T03:26:07.569686] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:07.570356] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-10-18T03:26:07.570411] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:07.570443] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:07.570470] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:07.570526] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:07.587556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:07.588126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:07.588206] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:07.588239] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:07.625963] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:07.626123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:07.626182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:07.626214] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:07.629738] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=47.56%) [2025-10-18T03:26:07.630013] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-10-18T03:26:07.630149] [INFO ] [sig ] IAG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:07.768850] [INFO ] [LOCAL ] Saved forecast: IAG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IAG.txt [2025-10-18T03:26:07.769819] [INFO ] [sig ] [920/2083] Completed IAG in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:07.769883] [INFO ] [sig ] [921/2083] Forecasting IBM... [2025-10-18T03:26:07.769917] [INFO ] [sig ] Generating forecast for: IBM [2025-10-18T03:26:07.769949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-10-18T03:26:07.779291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBM'. [2025-10-18T03:26:07.779666] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-10-18T03:26:07.804782] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:07.805517] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-10-18T03:26:07.805572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:07.805607] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:07.805636] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:07.805735] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:07.823053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:07.823928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:07.824013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:07.824047] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:07.861261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:07.861444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:07.861489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:07.861520] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:07.865139] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=54.64%) [2025-10-18T03:26:07.865420] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-10-18T03:26:07.865559] [INFO ] [sig ] IBM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:08.017147] [INFO ] [LOCAL ] Saved forecast: IBM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IBM.txt [2025-10-18T03:26:08.017408] [INFO ] [sig ] [921/2083] Completed IBM in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:08.017454] [INFO ] [sig ] [922/2083] Forecasting IBN... [2025-10-18T03:26:08.017487] [INFO ] [sig ] Generating forecast for: IBN [2025-10-18T03:26:08.017519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-10-18T03:26:08.027882] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBN'. [2025-10-18T03:26:08.028297] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-10-18T03:26:08.053630] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:08.054715] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-10-18T03:26:08.054797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:08.054846] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:08.054885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:08.054979] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:08.072494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:08.073270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:08.073357] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:08.073393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:08.109523] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:08.109732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:08.109790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:08.109823] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:08.113574] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=35.49%) [2025-10-18T03:26:08.114000] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-10-18T03:26:08.114156] [INFO ] [sig ] IBN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:08.254569] [INFO ] [LOCAL ] Saved forecast: IBN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IBN.txt [2025-10-18T03:26:08.254817] [INFO ] [sig ] [922/2083] Completed IBN in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:08.254904] [INFO ] [sig ] [923/2083] Forecasting IBP... [2025-10-18T03:26:08.254943] [INFO ] [sig ] Generating forecast for: IBP [2025-10-18T03:26:08.254975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-10-18T03:26:08.264418] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBP'. [2025-10-18T03:26:08.264730] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-10-18T03:26:08.289346] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:08.290099] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-10-18T03:26:08.290153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:08.290186] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:08.290214] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:08.290271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:08.307076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:08.307605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:08.307706] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:08.307772] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:08.343506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:08.343625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:08.343700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:08.343743] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:08.346967] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=89.16%) [2025-10-18T03:26:08.347226] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-10-18T03:26:08.347354] [INFO ] [sig ] IBP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:08.485147] [INFO ] [LOCAL ] Saved forecast: IBP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IBP.txt [2025-10-18T03:26:08.485373] [INFO ] [sig ] [923/2083] Completed IBP in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:08.485415] [INFO ] [sig ] [924/2083] Forecasting IBTA... [2025-10-18T03:26:08.485445] [INFO ] [sig ] Generating forecast for: IBTA [2025-10-18T03:26:08.485477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'. [2025-10-18T03:26:08.494754] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBTA'. [2025-10-18T03:26:08.495070] [INFO ] [FORECASTER] Starting predict_future for IBTA [2025-10-18T03:26:08.520111] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:08.520874] [DEBUG] [LOCAL ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt [2025-10-18T03:26:08.520929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:08.520963] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:08.520991] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:08.521047] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:08.537877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:08.538468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:08.538548] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:08.538581] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:08.573998] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:08.574125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:08.574162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:08.574191] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:08.577426] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: DOWN (p=34.64%) [2025-10-18T03:26:08.577716] [INFO ] [FORECASTER] Completed predict_future for IBTA [2025-10-18T03:26:08.577928] [INFO ] [sig ] IBTA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:08.720986] [INFO ] [LOCAL ] Saved forecast: IBTA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IBTA.txt [2025-10-18T03:26:08.721243] [INFO ] [sig ] [924/2083] Completed IBTA in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:08.721288] [INFO ] [sig ] [925/2083] Forecasting ICE... [2025-10-18T03:26:08.721320] [INFO ] [sig ] Generating forecast for: ICE [2025-10-18T03:26:08.721352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-10-18T03:26:08.730861] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ICE'. [2025-10-18T03:26:08.731157] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-10-18T03:26:08.758077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:08.758899] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-10-18T03:26:08.758956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:08.758991] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:08.759019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:08.759078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:08.777187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:08.777802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:08.777883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:08.777917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:08.813891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:08.813987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:08.814024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:08.814054] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:08.817793] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=62.83%) [2025-10-18T03:26:08.818062] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-10-18T03:26:08.818211] [INFO ] [sig ] ICE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:08.962227] [INFO ] [LOCAL ] Saved forecast: ICE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ICE.txt [2025-10-18T03:26:08.962471] [INFO ] [sig ] [925/2083] Completed ICE in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:08.962513] [INFO ] [sig ] [926/2083] Forecasting ICL... [2025-10-18T03:26:08.962543] [INFO ] [sig ] Generating forecast for: ICL [2025-10-18T03:26:08.962575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-10-18T03:26:08.971633] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ICL'. [2025-10-18T03:26:08.972035] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-10-18T03:26:08.996950] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:08.997626] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-10-18T03:26:08.997706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:08.997781] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:08.997826] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:08.997887] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:09.015555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:09.016142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:09.016222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:09.016258] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:09.051197] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:09.051321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:09.051361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:09.051391] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:09.054744] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: DOWN (p=15.09%) [2025-10-18T03:26:09.055015] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-10-18T03:26:09.055151] [INFO ] [sig ] ICL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:09.197284] [INFO ] [LOCAL ] Saved forecast: ICL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ICL.txt [2025-10-18T03:26:09.197522] [INFO ] [sig ] [926/2083] Completed ICL in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:09.197567] [INFO ] [sig ] [927/2083] Forecasting IDA... [2025-10-18T03:26:09.197599] [INFO ] [sig ] Generating forecast for: IDA [2025-10-18T03:26:09.197632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-10-18T03:26:09.207529] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IDA'. [2025-10-18T03:26:09.207892] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-10-18T03:26:09.233430] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:09.234223] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-10-18T03:26:09.234279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:09.234312] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:09.234340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:09.234397] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:09.252165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:09.252759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:09.252839] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:09.252873] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:09.287503] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:09.287623] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:09.287693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:09.287779] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:09.291017] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=68.17%) [2025-10-18T03:26:09.291277] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-10-18T03:26:09.291400] [INFO ] [sig ] IDA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:09.433790] [INFO ] [LOCAL ] Saved forecast: IDA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IDA.txt [2025-10-18T03:26:09.434000] [INFO ] [sig ] [927/2083] Completed IDA in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:09.434042] [INFO ] [sig ] [928/2083] Forecasting IDE... [2025-10-18T03:26:09.434073] [INFO ] [sig ] Generating forecast for: IDE [2025-10-18T03:26:09.434103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-10-18T03:26:09.443805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IDE'. [2025-10-18T03:26:09.444104] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-10-18T03:26:09.469808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:09.470492] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-10-18T03:26:09.470547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:09.470581] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:09.470609] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:09.470688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:09.488679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:09.489244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:09.489324] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:09.489358] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:09.522476] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:09.522588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:09.522680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:09.522730] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:09.525894] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=6.89%) [2025-10-18T03:26:09.526159] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-10-18T03:26:09.526291] [INFO ] [sig ] IDE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:09.669048] [INFO ] [LOCAL ] Saved forecast: IDE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IDE.txt [2025-10-18T03:26:09.669285] [INFO ] [sig ] [928/2083] Completed IDE in 0.2s | 4.13 sym/s | Total: 3.7m | ETA: 4.7m [2025-10-18T03:26:09.669329] [INFO ] [sig ] [929/2083] Forecasting IDT... [2025-10-18T03:26:09.669361] [INFO ] [sig ] Generating forecast for: IDT [2025-10-18T03:26:09.669394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'. [2025-10-18T03:26:09.678279] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IDT'. [2025-10-18T03:26:09.678591] [INFO ] [FORECASTER] Starting predict_future for IDT [2025-10-18T03:26:09.703342] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:09.704116] [DEBUG] [LOCAL ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt [2025-10-18T03:26:09.704173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:09.704208] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:09.704238] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:09.704358] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:09.721461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:09.722296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:09.722378] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:09.722412] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:09.758935] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:09.759123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:09.759175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:09.759209] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:09.762736] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: DOWN (p=7.09%) [2025-10-18T03:26:09.763026] [INFO ] [FORECASTER] Completed predict_future for IDT [2025-10-18T03:26:09.763160] [INFO ] [sig ] IDT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:09.901703] [INFO ] [LOCAL ] Saved forecast: IDT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IDT.txt [2025-10-18T03:26:09.901965] [INFO ] [sig ] [929/2083] Completed IDT in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.7m [2025-10-18T03:26:09.902009] [INFO ] [sig ] [930/2083] Forecasting IEX... [2025-10-18T03:26:09.902040] [INFO ] [sig ] Generating forecast for: IEX [2025-10-18T03:26:09.902074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-10-18T03:26:09.911625] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IEX'. [2025-10-18T03:26:09.912066] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-10-18T03:26:09.937582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:09.938400] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-10-18T03:26:09.938457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:09.938492] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:09.938521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:09.938578] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:09.955875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:09.956432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:09.956510] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:09.956543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:09.995729] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:09.995909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:09.995953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:09.995986] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:10.000091] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=12.04%) [2025-10-18T03:26:10.000472] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-10-18T03:26:10.000620] [INFO ] [sig ] IEX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:10.167374] [INFO ] [LOCAL ] Saved forecast: IEX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IEX.txt [2025-10-18T03:26:10.167607] [INFO ] [sig ] [930/2083] Completed IEX in 0.3s | 4.13 sym/s | Total: 3.8m | ETA: 4.7m [2025-10-18T03:26:10.167678] [INFO ] [sig ] [931/2083] Forecasting IFF... [2025-10-18T03:26:10.167730] [INFO ] [sig ] Generating forecast for: IFF [2025-10-18T03:26:10.167814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-10-18T03:26:10.176449] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IFF'. [2025-10-18T03:26:10.176790] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-10-18T03:26:10.204701] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:10.205636] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-10-18T03:26:10.205721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:10.205759] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:10.205789] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:10.205847] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:10.224325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:10.224932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:10.225014] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:10.225049] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:10.260568] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:10.260712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:10.260762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:10.260795] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:10.264359] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=74.72%) [2025-10-18T03:26:10.264638] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-10-18T03:26:10.264809] [INFO ] [sig ] IFF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:10.424123] [INFO ] [LOCAL ] Saved forecast: IFF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IFF.txt [2025-10-18T03:26:10.424349] [INFO ] [sig ] [931/2083] Completed IFF in 0.3s | 4.13 sym/s | Total: 3.8m | ETA: 4.7m [2025-10-18T03:26:10.424393] [INFO ] [sig ] [932/2083] Forecasting IFN... [2025-10-18T03:26:10.424426] [INFO ] [sig ] Generating forecast for: IFN [2025-10-18T03:26:10.424459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-10-18T03:26:10.433958] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IFN'. [2025-10-18T03:26:10.434268] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-10-18T03:26:10.462000] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:10.462763] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-10-18T03:26:10.462820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:10.462854] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:10.462884] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:10.462943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:10.482636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:10.483257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:10.483341] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:10.483376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:10.520719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:10.520843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:10.520934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:10.520975] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:10.526229] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=31.40%) [2025-10-18T03:26:10.526554] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-10-18T03:26:10.526723] [INFO ] [sig ] IFN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:10.745906] [INFO ] [LOCAL ] Saved forecast: IFN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IFN.txt [2025-10-18T03:26:10.746158] [INFO ] [sig ] [932/2083] Completed IFN in 0.3s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:10.746209] [INFO ] [sig ] [933/2083] Forecasting IFS... [2025-10-18T03:26:10.746244] [INFO ] [sig ] Generating forecast for: IFS [2025-10-18T03:26:10.746278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-10-18T03:26:10.756874] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IFS'. [2025-10-18T03:26:10.757400] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-10-18T03:26:10.787711] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:10.788930] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-10-18T03:26:10.788991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:10.789026] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:10.789055] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:10.789113] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:10.809472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:10.810229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:10.810315] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:10.810351] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:10.848312] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:10.848475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:10.848516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:10.848559] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:10.852980] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=11.11%) [2025-10-18T03:26:10.853373] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-10-18T03:26:10.853533] [INFO ] [sig ] IFS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:11.021104] [INFO ] [LOCAL ] Saved forecast: IFS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IFS.txt [2025-10-18T03:26:11.021388] [INFO ] [sig ] [933/2083] Completed IFS in 0.3s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:11.021451] [INFO ] [sig ] [934/2083] Forecasting IGA... [2025-10-18T03:26:11.021487] [INFO ] [sig ] Generating forecast for: IGA [2025-10-18T03:26:11.021521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-10-18T03:26:11.031442] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGA'. [2025-10-18T03:26:11.031866] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-10-18T03:26:11.061687] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:11.062557] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-10-18T03:26:11.062617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:11.062679] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:11.062728] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:11.062793] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:11.080686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:11.081272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:11.081350] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:11.081382] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:11.120516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:11.120692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:11.120747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:11.120797] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:11.124140] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=90.52%) [2025-10-18T03:26:11.124413] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-10-18T03:26:11.124549] [INFO ] [sig ] IGA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:11.283270] [INFO ] [LOCAL ] Saved forecast: IGA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IGA.txt [2025-10-18T03:26:11.283495] [INFO ] [sig ] [934/2083] Completed IGA in 0.3s | 4.12 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:11.283557] [INFO ] [sig ] [935/2083] Forecasting IGD... [2025-10-18T03:26:11.283592] [INFO ] [sig ] Generating forecast for: IGD [2025-10-18T03:26:11.283626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-10-18T03:26:11.293310] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGD'. [2025-10-18T03:26:11.293615] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-10-18T03:26:11.321200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:11.322002] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-10-18T03:26:11.322059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:11.322093] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:11.322123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:11.322181] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:11.341958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:11.342555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:11.342637] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:11.342713] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:11.377920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:11.378036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:11.378074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:11.378105] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:11.381429] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=99.27%) [2025-10-18T03:26:11.381760] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-10-18T03:26:11.381920] [INFO ] [sig ] IGD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:11.520393] [INFO ] [LOCAL ] Saved forecast: IGD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IGD.txt [2025-10-18T03:26:11.520697] [INFO ] [sig ] [935/2083] Completed IGD in 0.2s | 4.12 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:11.520759] [INFO ] [sig ] [936/2083] Forecasting IGI... [2025-10-18T03:26:11.520792] [INFO ] [sig ] Generating forecast for: IGI [2025-10-18T03:26:11.520823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-10-18T03:26:11.530428] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGI'. [2025-10-18T03:26:11.530799] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-10-18T03:26:11.556469] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:11.557254] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-10-18T03:26:11.557309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:11.557344] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:11.557372] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:11.557428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:11.577177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:11.578060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:11.578148] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:11.578184] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:11.611085] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:11.611237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:11.611290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:11.611322] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:11.615524] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=2.85%) [2025-10-18T03:26:11.615932] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-10-18T03:26:11.616111] [INFO ] [sig ] IGI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:11.755577] [INFO ] [LOCAL ] Saved forecast: IGI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IGI.txt [2025-10-18T03:26:11.755866] [INFO ] [sig ] [936/2083] Completed IGI in 0.2s | 4.12 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:11.755921] [INFO ] [sig ] [937/2083] Forecasting IGR... [2025-10-18T03:26:11.755955] [INFO ] [sig ] Generating forecast for: IGR [2025-10-18T03:26:11.755986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'. [2025-10-18T03:26:11.765889] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGR'. [2025-10-18T03:26:11.766276] [INFO ] [FORECASTER] Starting predict_future for IGR [2025-10-18T03:26:11.791898] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:11.792684] [DEBUG] [LOCAL ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt [2025-10-18T03:26:11.792744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:11.792780] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:11.792809] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:11.792866] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:11.810679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:11.811543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:11.811635] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:11.811709] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:11.847044] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:11.847227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:11.847273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:11.847305] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:11.851014] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=10.57%) [2025-10-18T03:26:11.851294] [INFO ] [FORECASTER] Completed predict_future for IGR [2025-10-18T03:26:11.851464] [INFO ] [sig ] IGR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:12.000549] [INFO ] [LOCAL ] Saved forecast: IGR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IGR.txt [2025-10-18T03:26:12.000792] [INFO ] [sig ] [937/2083] Completed IGR in 0.2s | 4.12 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:12.000856] [INFO ] [sig ] [938/2083] Forecasting IHD... [2025-10-18T03:26:12.000891] [INFO ] [sig ] Generating forecast for: IHD [2025-10-18T03:26:12.000923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-10-18T03:26:12.010403] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IHD'. [2025-10-18T03:26:12.010771] [INFO ] [FORECASTER] Starting predict_future for IHD [2025-10-18T03:26:12.037690] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:12.038537] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-10-18T03:26:12.038597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:12.038632] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:12.038703] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:12.038773] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:12.056291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:12.057167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:12.057257] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:12.057293] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:12.092839] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:12.092971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:12.093034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:12.093104] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:12.096431] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=99.35%) [2025-10-18T03:26:12.096752] [INFO ] [FORECASTER] Completed predict_future for IHD [2025-10-18T03:26:12.096897] [INFO ] [sig ] IHD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:12.234802] [INFO ] [LOCAL ] Saved forecast: IHD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IHD.txt [2025-10-18T03:26:12.235016] [INFO ] [sig ] [938/2083] Completed IHD in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:12.235057] [INFO ] [sig ] [939/2083] Forecasting IHG... [2025-10-18T03:26:12.235088] [INFO ] [sig ] Generating forecast for: IHG [2025-10-18T03:26:12.235119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-10-18T03:26:12.245624] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IHG'. [2025-10-18T03:26:12.246206] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-10-18T03:26:12.271560] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:12.272289] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-10-18T03:26:12.272343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:12.272377] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:12.272405] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:12.272461] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:12.289436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:12.290025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:12.290103] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:12.290136] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:12.325204] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:12.325339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:12.325379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:12.325409] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:12.328910] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=60.88%) [2025-10-18T03:26:12.329187] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-10-18T03:26:12.329328] [INFO ] [sig ] IHG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:12.477774] [INFO ] [LOCAL ] Saved forecast: IHG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IHG.txt [2025-10-18T03:26:12.478019] [INFO ] [sig ] [939/2083] Completed IHG in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:12.478072] [INFO ] [sig ] [940/2083] Forecasting IHS... [2025-10-18T03:26:12.478105] [INFO ] [sig ] Generating forecast for: IHS [2025-10-18T03:26:12.478138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-10-18T03:26:12.488074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IHS'. [2025-10-18T03:26:12.488444] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-10-18T03:26:12.514351] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:12.515258] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-10-18T03:26:12.515316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:12.515352] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:12.515383] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:12.515442] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:12.533279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:12.533917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:12.534001] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:12.534035] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:12.571804] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:12.571991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:12.572048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:12.572080] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:12.575521] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=96.08%) [2025-10-18T03:26:12.575838] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-10-18T03:26:12.575985] [INFO ] [sig ] IHS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:12.716572] [INFO ] [LOCAL ] Saved forecast: IHS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IHS.txt [2025-10-18T03:26:12.716829] [INFO ] [sig ] [940/2083] Completed IHS in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:12.716886] [INFO ] [sig ] [941/2083] Forecasting IIF... [2025-10-18T03:26:12.716919] [INFO ] [sig ] Generating forecast for: IIF [2025-10-18T03:26:12.716951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-10-18T03:26:12.727108] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IIF'. [2025-10-18T03:26:12.727447] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-10-18T03:26:12.753131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:12.753906] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-10-18T03:26:12.753963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:12.753996] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:12.754025] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:12.754084] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:12.771606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:12.772417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:12.772505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:12.772540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:12.809209] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:12.809395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:12.809437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:12.809467] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:12.813026] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=58.61%) [2025-10-18T03:26:12.813331] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-10-18T03:26:12.813470] [INFO ] [sig ] IIF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:12.965218] [INFO ] [LOCAL ] Saved forecast: IIF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IIF.txt [2025-10-18T03:26:12.965515] [INFO ] [sig ] [941/2083] Completed IIF in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:12.965566] [INFO ] [sig ] [942/2083] Forecasting IIIN... [2025-10-18T03:26:12.965599] [INFO ] [sig ] Generating forecast for: IIIN [2025-10-18T03:26:12.965632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'. [2025-10-18T03:26:12.975703] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IIIN'. [2025-10-18T03:26:12.976051] [INFO ] [FORECASTER] Starting predict_future for IIIN [2025-10-18T03:26:13.001937] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:13.002637] [DEBUG] [LOCAL ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt [2025-10-18T03:26:13.002718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:13.002754] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:13.002835] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:13.002906] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:13.019780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:13.020339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:13.020417] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:13.020450] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:13.054239] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:13.054326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:13.054361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:13.054389] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:13.057446] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=86.24%) [2025-10-18T03:26:13.057729] [INFO ] [FORECASTER] Completed predict_future for IIIN [2025-10-18T03:26:13.057884] [INFO ] [sig ] IIIN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:13.195461] [INFO ] [LOCAL ] Saved forecast: IIIN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IIIN.txt [2025-10-18T03:26:13.195688] [INFO ] [sig ] [942/2083] Completed IIIN in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:13.195749] [INFO ] [sig ] [943/2083] Forecasting IIM... [2025-10-18T03:26:13.195781] [INFO ] [sig ] Generating forecast for: IIM [2025-10-18T03:26:13.195812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-10-18T03:26:13.205074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IIM'. [2025-10-18T03:26:13.205374] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-10-18T03:26:13.230131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:13.230873] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-10-18T03:26:13.230928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:13.230962] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:13.230990] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:13.231046] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:13.247724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:13.248314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:13.248392] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:13.248425] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:13.280480] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:13.280568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:13.280604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:13.280632] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:13.283687] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=90.72%) [2025-10-18T03:26:13.283948] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-10-18T03:26:13.284076] [INFO ] [sig ] IIM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:13.440745] [INFO ] [LOCAL ] Saved forecast: IIM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IIM.txt [2025-10-18T03:26:13.441074] [INFO ] [sig ] [943/2083] Completed IIM in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:13.441142] [INFO ] [sig ] [944/2083] Forecasting IIPR... [2025-10-18T03:26:13.441206] [INFO ] [sig ] Generating forecast for: IIPR [2025-10-18T03:26:13.441281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'. [2025-10-18T03:26:13.451567] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IIPR'. [2025-10-18T03:26:13.451918] [INFO ] [FORECASTER] Starting predict_future for IIPR [2025-10-18T03:26:13.476513] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:13.477184] [DEBUG] [LOCAL ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt [2025-10-18T03:26:13.477238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:13.477272] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:13.477299] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:13.477355] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:13.494017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:13.494527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:13.494603] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:13.494636] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:13.531354] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:13.531445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:13.531479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:13.531507] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:13.534579] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=56.99%) [2025-10-18T03:26:13.534859] [INFO ] [FORECASTER] Completed predict_future for IIPR [2025-10-18T03:26:13.534994] [INFO ] [sig ] IIPR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:13.671873] [INFO ] [LOCAL ] Saved forecast: IIPR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IIPR.txt [2025-10-18T03:26:13.672086] [INFO ] [sig ] [944/2083] Completed IIPR in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:13.672126] [INFO ] [sig ] [945/2083] Forecasting IMAX... [2025-10-18T03:26:13.672156] [INFO ] [sig ] Generating forecast for: IMAX [2025-10-18T03:26:13.672187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-10-18T03:26:13.681434] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IMAX'. [2025-10-18T03:26:13.681711] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-10-18T03:26:13.706303] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:13.707002] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-10-18T03:26:13.707056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:13.707088] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:13.707115] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:13.707174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:13.724043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:13.724547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:13.724624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:13.724690] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:13.759950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:13.760064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:13.760112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:13.760141] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:13.765190] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=82.56%) [2025-10-18T03:26:13.765433] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-10-18T03:26:13.765558] [INFO ] [sig ] IMAX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:13.903269] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IMAX.txt [2025-10-18T03:26:13.903510] [INFO ] [sig ] [945/2083] Completed IMAX in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:13.903554] [INFO ] [sig ] [946/2083] Forecasting INFA... [2025-10-18T03:26:13.903585] [INFO ] [sig ] Generating forecast for: INFA [2025-10-18T03:26:13.903617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'. [2025-10-18T03:26:13.913342] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INFA'. [2025-10-18T03:26:13.913749] [INFO ] [FORECASTER] Starting predict_future for INFA [2025-10-18T03:26:13.938477] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:13.939235] [DEBUG] [LOCAL ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt [2025-10-18T03:26:13.939289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:13.939322] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:13.939349] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:13.939406] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:13.956296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:13.956852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:13.956929] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:13.956963] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:14.001683] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:14.001784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:14.001836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:14.001866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:14.004837] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: UP (p=83.65%) [2025-10-18T03:26:14.005086] [INFO ] [FORECASTER] Completed predict_future for INFA [2025-10-18T03:26:14.005209] [INFO ] [sig ] INFA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:14.143328] [INFO ] [LOCAL ] Saved forecast: INFA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/INFA.txt [2025-10-18T03:26:14.143533] [INFO ] [sig ] [946/2083] Completed INFA in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:14.143574] [INFO ] [sig ] [947/2083] Forecasting INFY... [2025-10-18T03:26:14.143611] [INFO ] [sig ] Generating forecast for: INFY [2025-10-18T03:26:14.143663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-10-18T03:26:14.155885] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INFY'. [2025-10-18T03:26:14.156459] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-10-18T03:26:14.186444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:14.187419] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-10-18T03:26:14.187480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:14.187517] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:14.187546] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:14.187610] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:14.206127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:14.207385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:14.207510] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:14.207548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:14.249431] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:14.249686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:14.249752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:14.249785] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:14.254018] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=18.44%) [2025-10-18T03:26:14.254418] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-10-18T03:26:14.254590] [INFO ] [sig ] INFY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:14.410621] [INFO ] [LOCAL ] Saved forecast: INFY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/INFY.txt [2025-10-18T03:26:14.410990] [INFO ] [sig ] [947/2083] Completed INFY in 0.3s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:14.411038] [INFO ] [sig ] [948/2083] Forecasting ING... [2025-10-18T03:26:14.411068] [INFO ] [sig ] Generating forecast for: ING [2025-10-18T03:26:14.411101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-10-18T03:26:14.421608] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ING'. [2025-10-18T03:26:14.422018] [INFO ] [FORECASTER] Starting predict_future for ING [2025-10-18T03:26:14.448114] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:14.448974] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-10-18T03:26:14.449030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:14.449065] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:14.449094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:14.449150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:14.466155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:14.467087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:14.467182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:14.467216] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:14.505294] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:14.505509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:14.505555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:14.505586] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:14.509426] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=90.72%) [2025-10-18T03:26:14.509751] [INFO ] [FORECASTER] Completed predict_future for ING [2025-10-18T03:26:14.510329] [INFO ] [sig ] ING: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:14.648021] [INFO ] [LOCAL ] Saved forecast: ING 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ING.txt [2025-10-18T03:26:14.648324] [INFO ] [sig ] [948/2083] Completed ING in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:14.648369] [INFO ] [sig ] [949/2083] Forecasting INGM... [2025-10-18T03:26:14.648399] [INFO ] [sig ] Generating forecast for: INGM [2025-10-18T03:26:14.648431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'. [2025-10-18T03:26:14.658916] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INGM'. [2025-10-18T03:26:14.659326] [INFO ] [FORECASTER] Starting predict_future for INGM [2025-10-18T03:26:14.684568] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:14.685406] [DEBUG] [LOCAL ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt [2025-10-18T03:26:14.685461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:14.685495] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:14.685523] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:14.685580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:14.702281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:14.703151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:14.703244] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:14.703277] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:14.739230] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:14.739418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:14.739458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:14.739488] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:14.743033] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: DOWN (p=32.84%) [2025-10-18T03:26:14.743307] [INFO ] [FORECASTER] Completed predict_future for INGM [2025-10-18T03:26:14.743446] [INFO ] [sig ] INGM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:14.882024] [INFO ] [LOCAL ] Saved forecast: INGM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/INGM.txt [2025-10-18T03:26:14.882321] [INFO ] [sig ] [949/2083] Completed INGM in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:14.882365] [INFO ] [sig ] [950/2083] Forecasting INGR... [2025-10-18T03:26:14.882396] [INFO ] [sig ] Generating forecast for: INGR [2025-10-18T03:26:14.882427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'. [2025-10-18T03:26:14.892509] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INGR'. [2025-10-18T03:26:14.892906] [INFO ] [FORECASTER] Starting predict_future for INGR [2025-10-18T03:26:14.917835] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:14.918576] [DEBUG] [LOCAL ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt [2025-10-18T03:26:14.918631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:14.918702] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:14.918741] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:14.918799] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:14.935625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:14.936292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:14.936377] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:14.936410] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:14.972529] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:14.972722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:14.972778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:14.972810] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:14.976246] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: UP (p=87.55%) [2025-10-18T03:26:14.976517] [INFO ] [FORECASTER] Completed predict_future for INGR [2025-10-18T03:26:14.976678] [INFO ] [sig ] INGR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:15.116766] [INFO ] [LOCAL ] Saved forecast: INGR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/INGR.txt [2025-10-18T03:26:15.116974] [INFO ] [sig ] [950/2083] Completed INGR in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:15.117017] [INFO ] [sig ] [951/2083] Forecasting INN... [2025-10-18T03:26:15.117047] [INFO ] [sig ] Generating forecast for: INN [2025-10-18T03:26:15.117077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-10-18T03:26:15.126026] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INN'. [2025-10-18T03:26:15.126272] [INFO ] [FORECASTER] Starting predict_future for INN [2025-10-18T03:26:15.150776] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:15.151418] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-10-18T03:26:15.151472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:15.151504] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:15.151531] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:15.151585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:15.168277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:15.168857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:15.168934] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:15.168966] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:15.204833] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:15.204904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:15.204937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:15.204965] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:15.207942] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=85.03%) [2025-10-18T03:26:15.208183] [INFO ] [FORECASTER] Completed predict_future for INN [2025-10-18T03:26:15.208315] [INFO ] [sig ] INN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:15.345676] [INFO ] [LOCAL ] Saved forecast: INN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/INN.txt [2025-10-18T03:26:15.345857] [INFO ] [sig ] [951/2083] Completed INN in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:15.345900] [INFO ] [sig ] [952/2083] Forecasting INSP... [2025-10-18T03:26:15.345929] [INFO ] [sig ] Generating forecast for: INSP [2025-10-18T03:26:15.346005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-10-18T03:26:15.355270] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INSP'. [2025-10-18T03:26:15.355519] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-10-18T03:26:15.380098] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:15.380803] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-10-18T03:26:15.380857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:15.380890] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:15.380916] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:15.380972] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:15.397555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:15.398132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:15.398210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:15.398243] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:15.433904] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:15.433983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:15.434018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:15.434045] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:15.436987] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=62.28%) [2025-10-18T03:26:15.437232] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-10-18T03:26:15.437355] [INFO ] [sig ] INSP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:15.574657] [INFO ] [LOCAL ] Saved forecast: INSP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/INSP.txt [2025-10-18T03:26:15.574861] [INFO ] [sig ] [952/2083] Completed INSP in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:15.574902] [INFO ] [sig ] [953/2083] Forecasting INSW... [2025-10-18T03:26:15.574932] [INFO ] [sig ] Generating forecast for: INSW [2025-10-18T03:26:15.574962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'. [2025-10-18T03:26:15.584155] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INSW'. [2025-10-18T03:26:15.584410] [INFO ] [FORECASTER] Starting predict_future for INSW [2025-10-18T03:26:15.608959] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:15.609625] [DEBUG] [LOCAL ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt [2025-10-18T03:26:15.609703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:15.609748] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:15.609777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:15.609832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:15.626476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:15.627023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:15.627100] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:15.627132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:15.667789] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:15.667862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:15.668070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:15.668097] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:15.671142] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: DOWN (p=31.01%) [2025-10-18T03:26:15.671383] [INFO ] [FORECASTER] Completed predict_future for INSW [2025-10-18T03:26:15.671518] [INFO ] [sig ] INSW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:15.809836] [INFO ] [LOCAL ] Saved forecast: INSW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/INSW.txt [2025-10-18T03:26:15.810003] [INFO ] [sig ] [953/2083] Completed INSW in 0.2s | 4.13 sym/s | Total: 3.8m | ETA: 4.6m [2025-10-18T03:26:15.810044] [INFO ] [sig ] [954/2083] Forecasting INVH... [2025-10-18T03:26:15.810080] [INFO ] [sig ] Generating forecast for: INVH [2025-10-18T03:26:15.810112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-10-18T03:26:15.819442] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INVH'. [2025-10-18T03:26:15.819721] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-10-18T03:26:15.844241] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:15.844924] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-10-18T03:26:15.844979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:15.845011] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:15.845039] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:15.845095] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:15.861732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:15.862236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:15.862312] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:15.862344] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:15.901398] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:15.901473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:15.901507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:15.901536] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:15.904493] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=52.56%) [2025-10-18T03:26:15.904782] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-10-18T03:26:15.904917] [INFO ] [sig ] INVH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:16.040352] [INFO ] [LOCAL ] Saved forecast: INVH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/INVH.txt [2025-10-18T03:26:16.040536] [INFO ] [sig ] [954/2083] Completed INVH in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.6m [2025-10-18T03:26:16.040576] [INFO ] [sig ] [955/2083] Forecasting IONQ... [2025-10-18T03:26:16.040605] [INFO ] [sig ] Generating forecast for: IONQ [2025-10-18T03:26:16.040634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'. [2025-10-18T03:26:16.049789] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IONQ'. [2025-10-18T03:26:16.050052] [INFO ] [FORECASTER] Starting predict_future for IONQ [2025-10-18T03:26:16.074461] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:16.075177] [DEBUG] [LOCAL ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt [2025-10-18T03:26:16.075232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:16.075265] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:16.075292] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:16.075348] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:16.092090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:16.092597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:16.092698] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:16.092746] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:16.127803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:16.127889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:16.127925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:16.127953] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:16.130932] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-10-18T03:26:16.131174] [INFO ] [FORECASTER] Completed predict_future for IONQ [2025-10-18T03:26:16.131301] [INFO ] [sig ] IONQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:16.266539] [INFO ] [LOCAL ] Saved forecast: IONQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IONQ.txt [2025-10-18T03:26:16.266753] [INFO ] [sig ] [955/2083] Completed IONQ in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.6m [2025-10-18T03:26:16.266818] [INFO ] [sig ] [956/2083] Forecasting IOT... [2025-10-18T03:26:16.266851] [INFO ] [sig ] Generating forecast for: IOT [2025-10-18T03:26:16.266882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'. [2025-10-18T03:26:16.275901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IOT'. [2025-10-18T03:26:16.276162] [INFO ] [FORECASTER] Starting predict_future for IOT [2025-10-18T03:26:16.300503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:16.301182] [DEBUG] [LOCAL ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt [2025-10-18T03:26:16.301236] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:16.301269] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:16.301296] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:16.301352] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:16.318146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:16.318680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:16.318764] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:16.318799] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:16.352089] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:16.352160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:16.352194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:16.352221] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:16.355124] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: DOWN (p=10.87%) [2025-10-18T03:26:16.355365] [INFO ] [FORECASTER] Completed predict_future for IOT [2025-10-18T03:26:16.355492] [INFO ] [sig ] IOT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:16.491192] [INFO ] [LOCAL ] Saved forecast: IOT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IOT.txt [2025-10-18T03:26:16.491365] [INFO ] [sig ] [956/2083] Completed IOT in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.6m [2025-10-18T03:26:16.491406] [INFO ] [sig ] [957/2083] Forecasting IP... [2025-10-18T03:26:16.491435] [INFO ] [sig ] Generating forecast for: IP [2025-10-18T03:26:16.491465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'. [2025-10-18T03:26:16.500399] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IP'. [2025-10-18T03:26:16.500695] [INFO ] [FORECASTER] Starting predict_future for IP [2025-10-18T03:26:16.525170] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:16.525859] [DEBUG] [LOCAL ] No optimal features file found for IP: ./output/feature-sets/IP.txt [2025-10-18T03:26:16.525914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:16.525947] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:16.525974] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:16.526030] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:16.542716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:16.543231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:16.543319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:16.543352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:16.578495] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:16.578564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:16.578598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:16.578625] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:16.581557] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=30.43%) [2025-10-18T03:26:16.581830] [INFO ] [FORECASTER] Completed predict_future for IP [2025-10-18T03:26:16.581964] [INFO ] [sig ] IP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:16.720714] [INFO ] [LOCAL ] Saved forecast: IP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IP.txt [2025-10-18T03:26:16.720909] [INFO ] [sig ] [957/2083] Completed IP in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:16.720948] [INFO ] [sig ] [958/2083] Forecasting IPG... [2025-10-18T03:26:16.720977] [INFO ] [sig ] Generating forecast for: IPG [2025-10-18T03:26:16.721006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-10-18T03:26:16.732101] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IPG'. [2025-10-18T03:26:16.732563] [INFO ] [FORECASTER] Starting predict_future for IPG [2025-10-18T03:26:16.759861] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:16.760748] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-10-18T03:26:16.760808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:16.760844] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:16.760871] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:16.760929] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:16.778676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:16.779417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:16.779513] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:16.779548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:16.820305] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:16.820482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:16.820525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:16.820555] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:16.824286] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: UP (p=53.64%) [2025-10-18T03:26:16.824683] [INFO ] [FORECASTER] Completed predict_future for IPG [2025-10-18T03:26:16.824866] [INFO ] [sig ] IPG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:16.975826] [INFO ] [LOCAL ] Saved forecast: IPG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IPG.txt [2025-10-18T03:26:16.976146] [INFO ] [sig ] [958/2083] Completed IPG in 0.3s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:16.976209] [INFO ] [sig ] [959/2083] Forecasting IPI... [2025-10-18T03:26:16.976244] [INFO ] [sig ] Generating forecast for: IPI [2025-10-18T03:26:16.976276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-10-18T03:26:16.986106] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IPI'. [2025-10-18T03:26:16.986467] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-10-18T03:26:17.012700] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:17.013461] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-10-18T03:26:17.013542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:17.013577] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:17.013605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:17.013683] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:17.030546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:17.031174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:17.031258] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:17.031291] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:17.073225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:17.073416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:17.073461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:17.073491] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:17.077145] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=12.13%) [2025-10-18T03:26:17.077430] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-10-18T03:26:17.077580] [INFO ] [sig ] IPI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:17.215414] [INFO ] [LOCAL ] Saved forecast: IPI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IPI.txt [2025-10-18T03:26:17.215742] [INFO ] [sig ] [959/2083] Completed IPI in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:17.215809] [INFO ] [sig ] [960/2083] Forecasting IQI... [2025-10-18T03:26:17.215843] [INFO ] [sig ] Generating forecast for: IQI [2025-10-18T03:26:17.215876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-10-18T03:26:17.225508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IQI'. [2025-10-18T03:26:17.225921] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-10-18T03:26:17.252082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:17.252934] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-10-18T03:26:17.252991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:17.253024] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:17.253052] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:17.253112] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:17.270702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:17.271482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:17.271572] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:17.271605] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:17.313327] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:17.313510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:17.313552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:17.313585] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:17.317274] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=74.13%) [2025-10-18T03:26:17.317568] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-10-18T03:26:17.317765] [INFO ] [sig ] IQI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:17.467133] [INFO ] [LOCAL ] Saved forecast: IQI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IQI.txt [2025-10-18T03:26:17.467509] [INFO ] [sig ] [960/2083] Completed IQI in 0.3s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:17.467574] [INFO ] [sig ] [961/2083] Forecasting IQV... [2025-10-18T03:26:17.467612] [INFO ] [sig ] Generating forecast for: IQV [2025-10-18T03:26:17.467714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'. [2025-10-18T03:26:17.478158] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IQV'. [2025-10-18T03:26:17.478537] [INFO ] [FORECASTER] Starting predict_future for IQV [2025-10-18T03:26:17.508464] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:17.509618] [DEBUG] [LOCAL ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt [2025-10-18T03:26:17.509707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:17.509773] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:17.509827] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:17.509888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:17.528267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:17.528858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:17.528938] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:17.528972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:17.569059] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:17.569183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:17.569221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:17.569284] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:17.574932] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: DOWN (p=16.48%) [2025-10-18T03:26:17.575334] [INFO ] [FORECASTER] Completed predict_future for IQV [2025-10-18T03:26:17.575532] [INFO ] [sig ] IQV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:17.726090] [INFO ] [LOCAL ] Saved forecast: IQV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IQV.txt [2025-10-18T03:26:17.726314] [INFO ] [sig ] [961/2083] Completed IQV in 0.3s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:17.726356] [INFO ] [sig ] [962/2083] Forecasting IR... [2025-10-18T03:26:17.726387] [INFO ] [sig ] Generating forecast for: IR [2025-10-18T03:26:17.726419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'. [2025-10-18T03:26:17.736459] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IR'. [2025-10-18T03:26:17.736760] [INFO ] [FORECASTER] Starting predict_future for IR [2025-10-18T03:26:17.764126] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:17.764861] [DEBUG] [LOCAL ] No optimal features file found for IR: ./output/feature-sets/IR.txt [2025-10-18T03:26:17.764916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:17.764949] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:17.764976] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:17.765034] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:17.782893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:17.783425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:17.783505] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:17.783538] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:17.825170] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:17.825358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:17.825425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:17.825459] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:17.829178] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: UP (p=61.77%) [2025-10-18T03:26:17.829544] [INFO ] [FORECASTER] Completed predict_future for IR [2025-10-18T03:26:17.829746] [INFO ] [sig ] IR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:17.988060] [INFO ] [LOCAL ] Saved forecast: IR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IR.txt [2025-10-18T03:26:17.988335] [INFO ] [sig ] [962/2083] Completed IR in 0.3s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:17.988392] [INFO ] [sig ] [963/2083] Forecasting IRM... [2025-10-18T03:26:17.988425] [INFO ] [sig ] Generating forecast for: IRM [2025-10-18T03:26:17.988456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-10-18T03:26:18.000582] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IRM'. [2025-10-18T03:26:18.001113] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-10-18T03:26:18.034796] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:18.035896] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-10-18T03:26:18.035974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:18.036031] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:18.036069] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:18.036163] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:18.053791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:18.054756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:18.054854] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:18.054890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:18.092137] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:18.092319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:18.092363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:18.092393] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:18.095953] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=26.28%) [2025-10-18T03:26:18.096272] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-10-18T03:26:18.096419] [INFO ] [sig ] IRM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:18.236886] [INFO ] [LOCAL ] Saved forecast: IRM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IRM.txt [2025-10-18T03:26:18.237141] [INFO ] [sig ] [963/2083] Completed IRM in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:18.237185] [INFO ] [sig ] [964/2083] Forecasting IRS... [2025-10-18T03:26:18.237216] [INFO ] [sig ] Generating forecast for: IRS [2025-10-18T03:26:18.237248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'. [2025-10-18T03:26:18.246443] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IRS'. [2025-10-18T03:26:18.246840] [INFO ] [FORECASTER] Starting predict_future for IRS [2025-10-18T03:26:18.272140] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:18.272961] [DEBUG] [LOCAL ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt [2025-10-18T03:26:18.273018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:18.273053] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:18.273080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:18.273138] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:18.290033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:18.290811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:18.290901] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:18.290954] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:18.326062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:18.326249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:18.326291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:18.326321] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:18.329973] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: UP (p=62.94%) [2025-10-18T03:26:18.330292] [INFO ] [FORECASTER] Completed predict_future for IRS [2025-10-18T03:26:18.330434] [INFO ] [sig ] IRS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:18.469547] [INFO ] [LOCAL ] Saved forecast: IRS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IRS.txt [2025-10-18T03:26:18.469845] [INFO ] [sig ] [964/2083] Completed IRS in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:18.469994] [INFO ] [sig ] [965/2083] Forecasting IRT... [2025-10-18T03:26:18.470033] [INFO ] [sig ] Generating forecast for: IRT [2025-10-18T03:26:18.470067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'. [2025-10-18T03:26:18.479580] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IRT'. [2025-10-18T03:26:18.480003] [INFO ] [FORECASTER] Starting predict_future for IRT [2025-10-18T03:26:18.505513] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:18.506319] [DEBUG] [LOCAL ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt [2025-10-18T03:26:18.506375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:18.506408] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:18.506436] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:18.506493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:18.523299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:18.524175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:18.524269] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:18.524302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:18.561798] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:18.562012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:18.562083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:18.562120] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:18.566194] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: DOWN (p=41.46%) [2025-10-18T03:26:18.566592] [INFO ] [FORECASTER] Completed predict_future for IRT [2025-10-18T03:26:18.566792] [INFO ] [sig ] IRT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:18.721293] [INFO ] [LOCAL ] Saved forecast: IRT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IRT.txt [2025-10-18T03:26:18.721576] [INFO ] [sig ] [965/2083] Completed IRT in 0.3s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:18.721621] [INFO ] [sig ] [966/2083] Forecasting ISD... [2025-10-18T03:26:18.721689] [INFO ] [sig ] Generating forecast for: ISD [2025-10-18T03:26:18.721738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-10-18T03:26:18.731550] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ISD'. [2025-10-18T03:26:18.731982] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-10-18T03:26:18.757183] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:18.758051] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-10-18T03:26:18.758127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:18.758163] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:18.758191] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:18.758247] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:18.775703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:18.776529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:18.776624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:18.776698] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:18.812789] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:18.813154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:18.813195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:18.813224] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:18.816745] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=7.03%) [2025-10-18T03:26:18.817033] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-10-18T03:26:18.817173] [INFO ] [sig ] ISD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:18.956203] [INFO ] [LOCAL ] Saved forecast: ISD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ISD.txt [2025-10-18T03:26:18.956404] [INFO ] [sig ] [966/2083] Completed ISD in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:18.956445] [INFO ] [sig ] [967/2083] Forecasting IT... [2025-10-18T03:26:18.956475] [INFO ] [sig ] Generating forecast for: IT [2025-10-18T03:26:18.956506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'. [2025-10-18T03:26:18.965059] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IT'. [2025-10-18T03:26:18.965319] [INFO ] [FORECASTER] Starting predict_future for IT [2025-10-18T03:26:18.989839] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:18.990491] [DEBUG] [LOCAL ] No optimal features file found for IT: ./output/feature-sets/IT.txt [2025-10-18T03:26:18.990544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:18.990576] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:18.990603] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:18.990682] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:19.007292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:19.007883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:19.007959] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:19.007992] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:19.045110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:19.045185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:19.045219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:19.045247] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:19.048227] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: UP (p=85.37%) [2025-10-18T03:26:19.048471] [INFO ] [FORECASTER] Completed predict_future for IT [2025-10-18T03:26:19.048600] [INFO ] [sig ] IT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:19.185632] [INFO ] [LOCAL ] Saved forecast: IT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IT.txt [2025-10-18T03:26:19.185865] [INFO ] [sig ] [967/2083] Completed IT in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:19.185909] [INFO ] [sig ] [968/2083] Forecasting ITGR... [2025-10-18T03:26:19.185938] [INFO ] [sig ] Generating forecast for: ITGR [2025-10-18T03:26:19.185968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'. [2025-10-18T03:26:19.194954] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITGR'. [2025-10-18T03:26:19.195211] [INFO ] [FORECASTER] Starting predict_future for ITGR [2025-10-18T03:26:19.219634] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:19.220316] [DEBUG] [LOCAL ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt [2025-10-18T03:26:19.220380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:19.220425] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:19.220458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:19.220515] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:19.237385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:19.237976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:19.238053] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:19.238086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:19.275727] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:19.275799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:19.275833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:19.275860] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:19.278806] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=12.23%) [2025-10-18T03:26:19.279054] [INFO ] [FORECASTER] Completed predict_future for ITGR [2025-10-18T03:26:19.279189] [INFO ] [sig ] ITGR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:19.415433] [INFO ] [LOCAL ] Saved forecast: ITGR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ITGR.txt [2025-10-18T03:26:19.415615] [INFO ] [sig ] [968/2083] Completed ITGR in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:19.415683] [INFO ] [sig ] [969/2083] Forecasting ITT... [2025-10-18T03:26:19.415730] [INFO ] [sig ] Generating forecast for: ITT [2025-10-18T03:26:19.415763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'. [2025-10-18T03:26:19.426243] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITT'. [2025-10-18T03:26:19.426612] [INFO ] [FORECASTER] Starting predict_future for ITT [2025-10-18T03:26:19.451713] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:19.452379] [DEBUG] [LOCAL ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt [2025-10-18T03:26:19.452433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:19.452467] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:19.452494] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:19.452552] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:19.469280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:19.469920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:19.470006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:19.470039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:19.508629] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:19.508764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:19.508805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:19.508833] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:19.511993] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: UP (p=90.76%) [2025-10-18T03:26:19.512262] [INFO ] [FORECASTER] Completed predict_future for ITT [2025-10-18T03:26:19.512415] [INFO ] [sig ] ITT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:19.648928] [INFO ] [LOCAL ] Saved forecast: ITT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ITT.txt [2025-10-18T03:26:19.649171] [INFO ] [sig ] [969/2083] Completed ITT in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:19.649215] [INFO ] [sig ] [970/2083] Forecasting ITUB... [2025-10-18T03:26:19.649244] [INFO ] [sig ] Generating forecast for: ITUB [2025-10-18T03:26:19.649275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-10-18T03:26:19.659173] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITUB'. [2025-10-18T03:26:19.659473] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-10-18T03:26:19.684213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:19.684972] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-10-18T03:26:19.685026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:19.685059] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:19.685086] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:19.685142] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:19.701760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:19.702299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:19.702382] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:19.702414] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:19.739174] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:19.739260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:19.739295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:19.739323] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:19.742308] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-10-18T03:26:19.742561] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-10-18T03:26:19.742718] [INFO ] [sig ] ITUB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:19.878754] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ITUB.txt [2025-10-18T03:26:19.878948] [INFO ] [sig ] [970/2083] Completed ITUB in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:19.878989] [INFO ] [sig ] [971/2083] Forecasting ITW... [2025-10-18T03:26:19.879019] [INFO ] [sig ] Generating forecast for: ITW [2025-10-18T03:26:19.879050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'. [2025-10-18T03:26:19.889240] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITW'. [2025-10-18T03:26:19.889593] [INFO ] [FORECASTER] Starting predict_future for ITW [2025-10-18T03:26:19.914529] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:19.915206] [DEBUG] [LOCAL ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt [2025-10-18T03:26:19.915260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:19.915292] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:19.915320] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:19.915428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:19.932034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:19.932550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:19.932634] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:19.932705] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:19.967718] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:19.967823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:19.967863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:19.967896] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:19.970860] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=4.35%) [2025-10-18T03:26:19.971107] [INFO ] [FORECASTER] Completed predict_future for ITW [2025-10-18T03:26:19.971241] [INFO ] [sig ] ITW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:20.106763] [INFO ] [LOCAL ] Saved forecast: ITW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ITW.txt [2025-10-18T03:26:20.106965] [INFO ] [sig ] [971/2083] Completed ITW in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:20.107006] [INFO ] [sig ] [972/2083] Forecasting IVR... [2025-10-18T03:26:20.107035] [INFO ] [sig ] Generating forecast for: IVR [2025-10-18T03:26:20.107065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'. [2025-10-18T03:26:20.116389] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IVR'. [2025-10-18T03:26:20.116695] [INFO ] [FORECASTER] Starting predict_future for IVR [2025-10-18T03:26:20.141445] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:20.142129] [DEBUG] [LOCAL ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt [2025-10-18T03:26:20.142183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:20.142215] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:20.142242] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:20.142298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:20.159007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:20.159531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:20.159611] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:20.159671] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:20.195934] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:20.196003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:20.196039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:20.196067] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:20.199003] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: UP (p=67.80%) [2025-10-18T03:26:20.199244] [INFO ] [FORECASTER] Completed predict_future for IVR [2025-10-18T03:26:20.199372] [INFO ] [sig ] IVR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:20.335552] [INFO ] [LOCAL ] Saved forecast: IVR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IVR.txt [2025-10-18T03:26:20.335797] [INFO ] [sig ] [972/2083] Completed IVR in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:20.335857] [INFO ] [sig ] [973/2083] Forecasting IVT... [2025-10-18T03:26:20.335889] [INFO ] [sig ] Generating forecast for: IVT [2025-10-18T03:26:20.335920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'. [2025-10-18T03:26:20.345034] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IVT'. [2025-10-18T03:26:20.345282] [INFO ] [FORECASTER] Starting predict_future for IVT [2025-10-18T03:26:20.369672] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:20.370323] [DEBUG] [LOCAL ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt [2025-10-18T03:26:20.370376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:20.370420] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:20.370448] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:20.370504] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:20.387080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:20.387586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:20.387684] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:20.390895] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:20.427696] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:20.427781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:20.427826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:20.427856] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:20.430781] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: UP (p=71.13%) [2025-10-18T03:26:20.431034] [INFO ] [FORECASTER] Completed predict_future for IVT [2025-10-18T03:26:20.431180] [INFO ] [sig ] IVT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:20.566975] [INFO ] [LOCAL ] Saved forecast: IVT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IVT.txt [2025-10-18T03:26:20.567193] [INFO ] [sig ] [973/2083] Completed IVT in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:20.567234] [INFO ] [sig ] [974/2083] Forecasting IVZ... [2025-10-18T03:26:20.567264] [INFO ] [sig ] Generating forecast for: IVZ [2025-10-18T03:26:20.567294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-10-18T03:26:20.577448] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IVZ'. [2025-10-18T03:26:20.577802] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-10-18T03:26:20.602362] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:20.603073] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-10-18T03:26:20.603126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:20.603158] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:20.603185] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:20.603241] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:20.619820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:20.620339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:20.620419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:20.620452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:20.658757] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:20.658828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:20.659318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:20.659356] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:20.663758] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=49.47%) [2025-10-18T03:26:20.664005] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-10-18T03:26:20.664136] [INFO ] [sig ] IVZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:20.800744] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/IVZ.txt [2025-10-18T03:26:20.800961] [INFO ] [sig ] [974/2083] Completed IVZ in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:20.801002] [INFO ] [sig ] [975/2083] Forecasting IX... [2025-10-18T03:26:20.801031] [INFO ] [sig ] Generating forecast for: IX [2025-10-18T03:26:20.801062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-10-18T03:26:20.812576] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IX'. [2025-10-18T03:26:20.812995] [INFO ] [FORECASTER] Starting predict_future for IX [2025-10-18T03:26:20.841122] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:20.841983] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-10-18T03:26:20.842041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:20.842077] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:20.842107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:20.842167] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:20.859263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:20.859932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:20.860019] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:20.860054] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:20.894492] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:20.894688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:20.894747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:20.894779] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:20.898416] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=89.71%) [2025-10-18T03:26:20.898753] [INFO ] [FORECASTER] Completed predict_future for IX [2025-10-18T03:26:20.898908] [INFO ] [sig ] IX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:21.046156] [INFO ] [LOCAL ] Saved forecast: IX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/IX.txt [2025-10-18T03:26:21.046461] [INFO ] [sig ] [975/2083] Completed IX in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:21.046507] [INFO ] [sig ] [976/2083] Forecasting J... [2025-10-18T03:26:21.046540] [INFO ] [sig ] Generating forecast for: J [2025-10-18T03:26:21.046573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-10-18T03:26:21.057173] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'J'. [2025-10-18T03:26:21.057635] [INFO ] [FORECASTER] Starting predict_future for J [2025-10-18T03:26:21.086553] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:21.087363] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-10-18T03:26:21.087420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:21.087456] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:21.087486] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:21.087543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:21.106920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:21.107665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:21.107787] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:21.107841] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:21.147604] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:21.147874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:21.147947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:21.148013] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:21.152192] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=48.19%) [2025-10-18T03:26:21.152488] [INFO ] [FORECASTER] Completed predict_future for J [2025-10-18T03:26:21.152627] [INFO ] [sig ] J: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:21.301524] [INFO ] [LOCAL ] Saved forecast: J 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/J.txt [2025-10-18T03:26:21.301887] [INFO ] [sig ] [976/2083] Completed J in 0.3s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:21.301968] [INFO ] [sig ] [977/2083] Forecasting JBGS... [2025-10-18T03:26:21.302038] [INFO ] [sig ] Generating forecast for: JBGS [2025-10-18T03:26:21.302108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-10-18T03:26:21.312637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JBGS'. [2025-10-18T03:26:21.313023] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-10-18T03:26:21.339875] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:21.340688] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-10-18T03:26:21.340747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:21.340782] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:21.340812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:21.340871] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:21.357911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:21.358574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:21.358683] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:21.358738] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:21.394184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:21.394293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:21.394329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:21.394357] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:21.397485] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=87.33%) [2025-10-18T03:26:21.397820] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-10-18T03:26:21.397953] [INFO ] [sig ] JBGS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:21.534960] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JBGS.txt [2025-10-18T03:26:21.535238] [INFO ] [sig ] [977/2083] Completed JBGS in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:21.535286] [INFO ] [sig ] [978/2083] Forecasting JBI... [2025-10-18T03:26:21.535317] [INFO ] [sig ] Generating forecast for: JBI [2025-10-18T03:26:21.535348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-10-18T03:26:21.544398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JBI'. [2025-10-18T03:26:21.544719] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-10-18T03:26:21.569457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:21.570193] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-10-18T03:26:21.570247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:21.570279] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:21.570306] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:21.570362] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:21.586982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:21.587531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:21.587612] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:21.587670] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:21.622256] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:21.622388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:21.622427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:21.622456] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:21.625636] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=44.28%) [2025-10-18T03:26:21.625929] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-10-18T03:26:21.626055] [INFO ] [sig ] JBI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:21.763367] [INFO ] [LOCAL ] Saved forecast: JBI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JBI.txt [2025-10-18T03:26:21.763572] [INFO ] [sig ] [978/2083] Completed JBI in 0.2s | 4.13 sym/s | Total: 3.9m | ETA: 4.5m [2025-10-18T03:26:21.763613] [INFO ] [sig ] [979/2083] Forecasting JBL... [2025-10-18T03:26:21.763668] [INFO ] [sig ] Generating forecast for: JBL [2025-10-18T03:26:21.763724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-10-18T03:26:21.773066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JBL'. [2025-10-18T03:26:21.773338] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-10-18T03:26:21.798960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:21.799668] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-10-18T03:26:21.799729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:21.799764] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:21.799793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:21.799850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:21.817239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:21.817938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:21.818030] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:21.818085] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:21.854697] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:21.854797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:21.854834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:21.854864] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:21.857960] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=49.65%) [2025-10-18T03:26:21.858227] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-10-18T03:26:21.858354] [INFO ] [sig ] JBL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:21.996974] [INFO ] [LOCAL ] Saved forecast: JBL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JBL.txt [2025-10-18T03:26:21.997193] [INFO ] [sig ] [979/2083] Completed JBL in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.5m [2025-10-18T03:26:21.997234] [INFO ] [sig ] [980/2083] Forecasting JBND... [2025-10-18T03:26:21.997265] [INFO ] [sig ] Generating forecast for: JBND [2025-10-18T03:26:21.997296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'. [2025-10-18T03:26:22.006971] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JBND'. [2025-10-18T03:26:22.007296] [INFO ] [FORECASTER] Starting predict_future for JBND [2025-10-18T03:26:22.032284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:22.033091] [DEBUG] [LOCAL ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt [2025-10-18T03:26:22.033147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:22.033194] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:22.033222] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:22.033277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:22.050267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:22.050849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:22.050929] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:22.050962] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:22.085694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:22.085822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:22.085860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:22.085889] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:22.089092] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=86.47%) [2025-10-18T03:26:22.089350] [INFO ] [FORECASTER] Completed predict_future for JBND [2025-10-18T03:26:22.089474] [INFO ] [sig ] JBND: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:22.229857] [INFO ] [LOCAL ] Saved forecast: JBND 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JBND.txt [2025-10-18T03:26:22.230098] [INFO ] [sig ] [980/2083] Completed JBND in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.5m [2025-10-18T03:26:22.230142] [INFO ] [sig ] [981/2083] Forecasting JCE... [2025-10-18T03:26:22.230173] [INFO ] [sig ] Generating forecast for: JCE [2025-10-18T03:26:22.230204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-10-18T03:26:22.239598] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JCE'. [2025-10-18T03:26:22.239953] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-10-18T03:26:22.264827] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:22.265584] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-10-18T03:26:22.265639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:22.265716] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:22.265748] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:22.265806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:22.282833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:22.283478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:22.283558] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:22.283591] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:22.318258] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:22.318391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:22.318433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:22.318463] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:22.321873] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=23.65%) [2025-10-18T03:26:22.322145] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-10-18T03:26:22.322277] [INFO ] [sig ] JCE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:22.464159] [INFO ] [LOCAL ] Saved forecast: JCE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JCE.txt [2025-10-18T03:26:22.464405] [INFO ] [sig ] [981/2083] Completed JCE in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:22.464448] [INFO ] [sig ] [982/2083] Forecasting JCI... [2025-10-18T03:26:22.464480] [INFO ] [sig ] Generating forecast for: JCI [2025-10-18T03:26:22.464511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-10-18T03:26:22.474220] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JCI'. [2025-10-18T03:26:22.474674] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-10-18T03:26:22.499906] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:22.500638] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-10-18T03:26:22.500719] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:22.500754] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:22.500781] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:22.500837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:22.518182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:22.518868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:22.518960] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:22.518995] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:22.553864] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:22.554038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:22.554080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:22.554112] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:22.557610] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=7.63%) [2025-10-18T03:26:22.557950] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-10-18T03:26:22.558095] [INFO ] [sig ] JCI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:22.701189] [INFO ] [LOCAL ] Saved forecast: JCI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JCI.txt [2025-10-18T03:26:22.701423] [INFO ] [sig ] [982/2083] Completed JCI in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:22.701466] [INFO ] [sig ] [983/2083] Forecasting JEF... [2025-10-18T03:26:22.701496] [INFO ] [sig ] Generating forecast for: JEF [2025-10-18T03:26:22.701528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-10-18T03:26:22.710844] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JEF'. [2025-10-18T03:26:22.711174] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-10-18T03:26:22.736020] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:22.736973] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-10-18T03:26:22.737028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:22.737062] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:22.737090] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:22.737148] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:22.754598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:22.755406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:22.755496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:22.755532] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:22.793411] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:22.793586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:22.793628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:22.793697] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:22.797223] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=69.52%) [2025-10-18T03:26:22.797505] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-10-18T03:26:22.797661] [INFO ] [sig ] JEF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:22.937001] [INFO ] [LOCAL ] Saved forecast: JEF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JEF.txt [2025-10-18T03:26:22.937279] [INFO ] [sig ] [983/2083] Completed JEF in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:22.937326] [INFO ] [sig ] [984/2083] Forecasting JELD... [2025-10-18T03:26:22.937360] [INFO ] [sig ] Generating forecast for: JELD [2025-10-18T03:26:22.937392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-10-18T03:26:22.947234] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JELD'. [2025-10-18T03:26:22.947591] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-10-18T03:26:22.973489] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:22.974304] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-10-18T03:26:22.974360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:22.974396] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:22.974479] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:22.974548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:22.991963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:22.992627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:22.992814] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:22.992866] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:23.027226] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:23.027397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:23.027438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:23.027468] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:23.031077] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=2.48%) [2025-10-18T03:26:23.031376] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-10-18T03:26:23.031511] [INFO ] [sig ] JELD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:23.171765] [INFO ] [LOCAL ] Saved forecast: JELD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JELD.txt [2025-10-18T03:26:23.172047] [INFO ] [sig ] [984/2083] Completed JELD in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:23.172102] [INFO ] [sig ] [985/2083] Forecasting JFR... [2025-10-18T03:26:23.172141] [INFO ] [sig ] Generating forecast for: JFR [2025-10-18T03:26:23.172181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'. [2025-10-18T03:26:23.182557] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JFR'. [2025-10-18T03:26:23.182970] [INFO ] [FORECASTER] Starting predict_future for JFR [2025-10-18T03:26:23.208286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:23.209073] [DEBUG] [LOCAL ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt [2025-10-18T03:26:23.209127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:23.209160] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:23.209188] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:23.209244] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:23.226120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:23.226811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:23.226892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:23.226924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:23.264061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:23.264246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:23.264310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:23.264341] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:23.267938] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: UP (p=95.42%) [2025-10-18T03:26:23.268216] [INFO ] [FORECASTER] Completed predict_future for JFR [2025-10-18T03:26:23.268352] [INFO ] [sig ] JFR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:23.406866] [INFO ] [LOCAL ] Saved forecast: JFR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JFR.txt [2025-10-18T03:26:23.407060] [INFO ] [sig ] [985/2083] Completed JFR in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:23.407100] [INFO ] [sig ] [986/2083] Forecasting JGH... [2025-10-18T03:26:23.407129] [INFO ] [sig ] Generating forecast for: JGH [2025-10-18T03:26:23.407159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'. [2025-10-18T03:26:23.416440] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JGH'. [2025-10-18T03:26:23.416751] [INFO ] [FORECASTER] Starting predict_future for JGH [2025-10-18T03:26:23.442132] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:23.442849] [DEBUG] [LOCAL ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt [2025-10-18T03:26:23.442924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:23.442973] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:23.443005] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:23.443063] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:23.459991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:23.460514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:23.460592] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:23.460625] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:23.502690] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:23.503727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:23.503797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:23.503851] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:23.507256] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: UP (p=77.91%) [2025-10-18T03:26:23.507555] [INFO ] [FORECASTER] Completed predict_future for JGH [2025-10-18T03:26:23.507723] [INFO ] [sig ] JGH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:23.652193] [INFO ] [LOCAL ] Saved forecast: JGH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JGH.txt [2025-10-18T03:26:23.652407] [INFO ] [sig ] [986/2083] Completed JGH in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:23.652451] [INFO ] [sig ] [987/2083] Forecasting JHG... [2025-10-18T03:26:23.652483] [INFO ] [sig ] Generating forecast for: JHG [2025-10-18T03:26:23.652517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-10-18T03:26:23.663704] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHG'. [2025-10-18T03:26:23.664012] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-10-18T03:26:23.689408] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:23.690122] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-10-18T03:26:23.690177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:23.690211] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:23.690253] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:23.690311] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:23.707914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:23.708446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:23.708524] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:23.708558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:23.744075] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:23.744220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:23.744263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:23.744294] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:23.749760] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=71.51%) [2025-10-18T03:26:23.750021] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-10-18T03:26:23.750156] [INFO ] [sig ] JHG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:23.893078] [INFO ] [LOCAL ] Saved forecast: JHG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JHG.txt [2025-10-18T03:26:23.893316] [INFO ] [sig ] [987/2083] Completed JHG in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:23.893358] [INFO ] [sig ] [988/2083] Forecasting JHI... [2025-10-18T03:26:23.893390] [INFO ] [sig ] Generating forecast for: JHI [2025-10-18T03:26:23.893420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-10-18T03:26:23.902220] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHI'. [2025-10-18T03:26:23.902478] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-10-18T03:26:23.927760] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:23.928451] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-10-18T03:26:23.928507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:23.928541] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:23.928570] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:23.928627] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:23.945833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:23.946352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:23.946432] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:23.946466] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:23.987692] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:23.987798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:23.987847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:23.987910] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:23.991063] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=88.59%) [2025-10-18T03:26:23.991323] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-10-18T03:26:23.991460] [INFO ] [sig ] JHI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:24.133784] [INFO ] [LOCAL ] Saved forecast: JHI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JHI.txt [2025-10-18T03:26:24.134003] [INFO ] [sig ] [988/2083] Completed JHI in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:24.134045] [INFO ] [sig ] [989/2083] Forecasting JHS... [2025-10-18T03:26:24.134076] [INFO ] [sig ] Generating forecast for: JHS [2025-10-18T03:26:24.134107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'. [2025-10-18T03:26:24.142804] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHS'. [2025-10-18T03:26:24.143055] [INFO ] [FORECASTER] Starting predict_future for JHS [2025-10-18T03:26:24.168064] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:24.168785] [DEBUG] [LOCAL ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt [2025-10-18T03:26:24.168840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:24.168874] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:24.168902] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:24.168959] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:24.186466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:24.187042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:24.187124] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:24.187160] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:24.229796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:24.229938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:24.229986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:24.230060] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:24.233441] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: DOWN (p=40.75%) [2025-10-18T03:26:24.233765] [INFO ] [FORECASTER] Completed predict_future for JHS [2025-10-18T03:26:24.233920] [INFO ] [sig ] JHS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:24.387890] [INFO ] [LOCAL ] Saved forecast: JHS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JHS.txt [2025-10-18T03:26:24.388155] [INFO ] [sig ] [989/2083] Completed JHS in 0.3s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:24.388199] [INFO ] [sig ] [990/2083] Forecasting JHX... [2025-10-18T03:26:24.388230] [INFO ] [sig ] Generating forecast for: JHX [2025-10-18T03:26:24.388262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-10-18T03:26:24.398212] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHX'. [2025-10-18T03:26:24.398555] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-10-18T03:26:24.423393] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:24.424125] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-10-18T03:26:24.424180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:24.424214] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:24.424241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:24.424298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:24.441494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:24.442060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:24.442140] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:24.442172] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:24.476140] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:24.476249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:24.476287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:24.476315] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:24.482523] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: UP (p=89.23%) [2025-10-18T03:26:24.482916] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-10-18T03:26:24.483092] [INFO ] [sig ] JHX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:24.622113] [INFO ] [LOCAL ] Saved forecast: JHX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JHX.txt [2025-10-18T03:26:24.622346] [INFO ] [sig ] [990/2083] Completed JHX in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:24.622392] [INFO ] [sig ] [991/2083] Forecasting JILL... [2025-10-18T03:26:24.622423] [INFO ] [sig ] Generating forecast for: JILL [2025-10-18T03:26:24.622463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-10-18T03:26:24.632824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JILL'. [2025-10-18T03:26:24.633163] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-10-18T03:26:24.658060] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:24.658847] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-10-18T03:26:24.658905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:24.658939] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:24.658966] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:24.659022] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:24.675910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:24.676527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:24.676628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:24.676703] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:24.719503] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:24.719740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:24.719807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:24.719847] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:24.723501] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=62.57%) [2025-10-18T03:26:24.723829] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-10-18T03:26:24.724003] [INFO ] [sig ] JILL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:24.877576] [INFO ] [LOCAL ] Saved forecast: JILL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JILL.txt [2025-10-18T03:26:24.877888] [INFO ] [sig ] [991/2083] Completed JILL in 0.3s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:24.877951] [INFO ] [sig ] [992/2083] Forecasting JKS... [2025-10-18T03:26:24.877987] [INFO ] [sig ] Generating forecast for: JKS [2025-10-18T03:26:24.878020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-10-18T03:26:24.887493] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JKS'. [2025-10-18T03:26:24.887806] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-10-18T03:26:24.912477] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:24.913164] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-10-18T03:26:24.913219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:24.913253] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:24.913281] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:24.913338] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:24.930007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:24.930521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:24.930600] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:24.930634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:24.965009] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:24.965133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:24.965193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:24.965223] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:24.968473] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=88.02%) [2025-10-18T03:26:24.968778] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-10-18T03:26:24.968944] [INFO ] [sig ] JKS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:25.106301] [INFO ] [LOCAL ] Saved forecast: JKS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JKS.txt [2025-10-18T03:26:25.106485] [INFO ] [sig ] [992/2083] Completed JKS in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:25.106525] [INFO ] [sig ] [993/2083] Forecasting JLL... [2025-10-18T03:26:25.106555] [INFO ] [sig ] Generating forecast for: JLL [2025-10-18T03:26:25.106586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-10-18T03:26:25.116910] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JLL'. [2025-10-18T03:26:25.117247] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-10-18T03:26:25.142249] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:25.142959] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-10-18T03:26:25.143014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:25.143048] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:25.143075] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:25.143132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:25.161131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:25.161773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:25.161858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:25.161892] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:25.201363] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:25.201466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:25.201503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:25.201531] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:25.204631] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=46.76%) [2025-10-18T03:26:25.204914] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-10-18T03:26:25.205048] [INFO ] [sig ] JLL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:25.343372] [INFO ] [LOCAL ] Saved forecast: JLL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JLL.txt [2025-10-18T03:26:25.343600] [INFO ] [sig ] [993/2083] Completed JLL in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:25.343664] [INFO ] [sig ] [994/2083] Forecasting JLS... [2025-10-18T03:26:25.343726] [INFO ] [sig ] Generating forecast for: JLS [2025-10-18T03:26:25.343760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-10-18T03:26:25.353102] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JLS'. [2025-10-18T03:26:25.353365] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-10-18T03:26:25.378044] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:25.378736] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-10-18T03:26:25.378790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:25.378823] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:25.378850] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:25.378919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:25.395859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:25.396396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:25.396472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:25.396505] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:25.432869] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:25.432961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:25.432996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:25.433023] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:25.436016] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=9.60%) [2025-10-18T03:26:25.436268] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-10-18T03:26:25.436399] [INFO ] [sig ] JLS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:25.574046] [INFO ] [LOCAL ] Saved forecast: JLS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JLS.txt [2025-10-18T03:26:25.574253] [INFO ] [sig ] [994/2083] Completed JLS in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:25.574293] [INFO ] [sig ] [995/2083] Forecasting JMIA... [2025-10-18T03:26:25.574324] [INFO ] [sig ] Generating forecast for: JMIA [2025-10-18T03:26:25.574354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-10-18T03:26:25.584364] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JMIA'. [2025-10-18T03:26:25.584699] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-10-18T03:26:25.609434] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:25.610153] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-10-18T03:26:25.610206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:25.610237] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:25.610264] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:25.610319] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:25.627112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:25.627707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:25.627820] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:25.627862] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:25.664659] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:25.664752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:25.664788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:25.664815] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:25.667845] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=95.55%) [2025-10-18T03:26:25.668104] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-10-18T03:26:25.668234] [INFO ] [sig ] JMIA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:25.810002] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JMIA.txt [2025-10-18T03:26:25.810244] [INFO ] [sig ] [995/2083] Completed JMIA in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:25.810303] [INFO ] [sig ] [996/2083] Forecasting JNJ... [2025-10-18T03:26:25.810337] [INFO ] [sig ] Generating forecast for: JNJ [2025-10-18T03:26:25.810368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-10-18T03:26:25.820473] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JNJ'. [2025-10-18T03:26:25.820771] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-10-18T03:26:25.845700] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:25.846372] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-10-18T03:26:25.846425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:25.846458] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:25.846486] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:25.846543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:25.863394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:25.863944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:25.864028] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:25.864061] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:25.900397] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:25.900490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:25.900526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:25.900554] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:25.903692] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=73.49%) [2025-10-18T03:26:25.903951] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-10-18T03:26:25.904087] [INFO ] [sig ] JNJ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:26.042125] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JNJ.txt [2025-10-18T03:26:26.042355] [INFO ] [sig ] [996/2083] Completed JNJ in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:26.042398] [INFO ] [sig ] [997/2083] Forecasting JOBY... [2025-10-18T03:26:26.042429] [INFO ] [sig ] Generating forecast for: JOBY [2025-10-18T03:26:26.042461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-10-18T03:26:26.052318] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JOBY'. [2025-10-18T03:26:26.052599] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-10-18T03:26:26.078701] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:26.079453] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-10-18T03:26:26.079509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:26.079590] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:26.079628] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:26.079723] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:26.098411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:26.099024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:26.099104] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:26.099139] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:26.137462] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:26.137556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:26.137594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:26.137624] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:26.140887] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=14.03%) [2025-10-18T03:26:26.141182] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-10-18T03:26:26.141324] [INFO ] [sig ] JOBY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:26.286724] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JOBY.txt [2025-10-18T03:26:26.286958] [INFO ] [sig ] [997/2083] Completed JOBY in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:26.287004] [INFO ] [sig ] [998/2083] Forecasting JOE... [2025-10-18T03:26:26.287036] [INFO ] [sig ] Generating forecast for: JOE [2025-10-18T03:26:26.287069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-10-18T03:26:26.298465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JOE'. [2025-10-18T03:26:26.298858] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-10-18T03:26:26.331139] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:26.332015] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-10-18T03:26:26.332075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:26.332109] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:26.332138] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:26.332195] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:26.349418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:26.350301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:26.350396] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:26.350430] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:26.387727] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:26.387916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:26.387960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:26.387989] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:26.391424] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=99.23%) [2025-10-18T03:26:26.391751] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-10-18T03:26:26.391892] [INFO ] [sig ] JOE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:26.534707] [INFO ] [LOCAL ] Saved forecast: JOE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JOE.txt [2025-10-18T03:26:26.534991] [INFO ] [sig ] [998/2083] Completed JOE in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:26.535051] [INFO ] [sig ] [999/2083] Forecasting JOF... [2025-10-18T03:26:26.535085] [INFO ] [sig ] Generating forecast for: JOF [2025-10-18T03:26:26.535118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-10-18T03:26:26.544981] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JOF'. [2025-10-18T03:26:26.545430] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-10-18T03:26:26.571106] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:26.571895] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-10-18T03:26:26.571950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:26.571984] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:26.572013] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:26.572070] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:26.588988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:26.589857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:26.589944] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:26.589978] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:26.626295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:26.626418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:26.626456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:26.626503] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:26.629785] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=0.98%) [2025-10-18T03:26:26.630046] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-10-18T03:26:26.630178] [INFO ] [sig ] JOF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:26.767853] [INFO ] [LOCAL ] Saved forecast: JOF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JOF.txt [2025-10-18T03:26:26.768070] [INFO ] [sig ] [999/2083] Completed JOF in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:26.768112] [INFO ] [sig ] [1000/2083] Forecasting JPC... [2025-10-18T03:26:26.768143] [INFO ] [sig ] Generating forecast for: JPC [2025-10-18T03:26:26.768173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-10-18T03:26:26.777273] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JPC'. [2025-10-18T03:26:26.777539] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-10-18T03:26:26.802032] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:26.802716] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-10-18T03:26:26.802771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:26.802804] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:26.802831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:26.802886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:26.819834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:26.820472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:26.820553] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:26.820586] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:26.857291] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:26.857382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:26.857417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:26.857445] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:26.860474] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=87.69%) [2025-10-18T03:26:26.860769] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-10-18T03:26:26.860901] [INFO ] [sig ] JPC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:26.997516] [INFO ] [LOCAL ] Saved forecast: JPC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JPC.txt [2025-10-18T03:26:26.997730] [INFO ] [sig ] [1000/2083] Completed JPC in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:26.997803] [INFO ] [sig ] [1001/2083] Forecasting JPM... [2025-10-18T03:26:26.997836] [INFO ] [sig ] Generating forecast for: JPM [2025-10-18T03:26:26.997869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-10-18T03:26:27.007084] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JPM'. [2025-10-18T03:26:27.007351] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-10-18T03:26:27.031989] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:27.032669] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-10-18T03:26:27.032727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:27.032761] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:27.032788] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:27.032844] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:27.049813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:27.050342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:27.050417] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:27.050450] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:27.090072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:27.090177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:27.090213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:27.090241] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:27.093359] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=88.34%) [2025-10-18T03:26:27.093616] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-10-18T03:26:27.093780] [INFO ] [sig ] JPM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:27.230815] [INFO ] [LOCAL ] Saved forecast: JPM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JPM.txt [2025-10-18T03:26:27.231017] [INFO ] [sig ] [1001/2083] Completed JPM in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:27.231059] [INFO ] [sig ] [1002/2083] Forecasting JQC... [2025-10-18T03:26:27.231089] [INFO ] [sig ] Generating forecast for: JQC [2025-10-18T03:26:27.231119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-10-18T03:26:27.239952] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JQC'. [2025-10-18T03:26:27.240218] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-10-18T03:26:27.264902] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:27.265597] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-10-18T03:26:27.265673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:27.265725] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:27.265756] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:27.265812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:27.286521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:27.287302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:27.287382] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:27.287415] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:27.324891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:27.325017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:27.325054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:27.325082] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:27.328322] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=59.96%) [2025-10-18T03:26:27.328592] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-10-18T03:26:27.328758] [INFO ] [sig ] JQC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:27.465498] [INFO ] [LOCAL ] Saved forecast: JQC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JQC.txt [2025-10-18T03:26:27.465760] [INFO ] [sig ] [1002/2083] Completed JQC in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:27.465820] [INFO ] [sig ] [1003/2083] Forecasting JRI... [2025-10-18T03:26:27.465853] [INFO ] [sig ] Generating forecast for: JRI [2025-10-18T03:26:27.465885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-10-18T03:26:27.476105] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JRI'. [2025-10-18T03:26:27.476491] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-10-18T03:26:27.501848] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:27.502637] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-10-18T03:26:27.502725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:27.502762] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:27.502790] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:27.502847] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:27.519852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:27.520733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:27.520824] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:27.520857] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:27.554786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:27.554961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:27.555005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:27.555035] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:27.558513] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=34.24%) [2025-10-18T03:26:27.558853] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-10-18T03:26:27.559037] [INFO ] [sig ] JRI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:27.698595] [INFO ] [LOCAL ] Saved forecast: JRI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JRI.txt [2025-10-18T03:26:27.698842] [INFO ] [sig ] [1003/2083] Completed JRI in 0.2s | 4.13 sym/s | Total: 4.0m | ETA: 4.4m [2025-10-18T03:26:27.698895] [INFO ] [sig ] [1004/2083] Forecasting JRS... [2025-10-18T03:26:27.698927] [INFO ] [sig ] Generating forecast for: JRS [2025-10-18T03:26:27.698958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-10-18T03:26:27.708242] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JRS'. [2025-10-18T03:26:27.708523] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-10-18T03:26:27.733510] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:27.734285] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-10-18T03:26:27.734339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:27.734372] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:27.734401] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:27.734457] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:27.751210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:27.751778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:27.751856] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:27.751889] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:27.787010] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:27.787112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:27.787148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:27.787175] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:27.790269] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: UP (p=92.11%) [2025-10-18T03:26:27.790527] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-10-18T03:26:27.790683] [INFO ] [sig ] JRS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:27.929103] [INFO ] [LOCAL ] Saved forecast: JRS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/JRS.txt [2025-10-18T03:26:27.929315] [INFO ] [sig ] [1004/2083] Completed JRS in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.4m [2025-10-18T03:26:27.929362] [INFO ] [sig ] [1005/2083] Forecasting JXN... [2025-10-18T03:26:27.929394] [INFO ] [sig ] Generating forecast for: JXN [2025-10-18T03:26:27.929424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-10-18T03:26:27.938571] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JXN'. [2025-10-18T03:26:27.938860] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-10-18T03:26:27.963573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:27.964249] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-10-18T03:26:27.964302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:27.964334] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:27.964361] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:27.964417] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:27.981351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:27.981899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:27.981976] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:27.982009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:28.019299] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:28.019386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:28.019420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:28.019448] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:28.022429] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=3.40%) [2025-10-18T03:26:28.022703] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-10-18T03:26:28.022845] [INFO ] [sig ] JXN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:28.163881] [INFO ] [LOCAL ] Saved forecast: JXN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/JXN.txt [2025-10-18T03:26:28.164096] [INFO ] [sig ] [1005/2083] Completed JXN in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:28.164154] [INFO ] [sig ] [1006/2083] Forecasting K... [2025-10-18T03:26:28.164187] [INFO ] [sig ] Generating forecast for: K [2025-10-18T03:26:28.164219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-10-18T03:26:28.174095] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'K'. [2025-10-18T03:26:28.174367] [INFO ] [FORECASTER] Starting predict_future for K [2025-10-18T03:26:28.199418] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:28.200110] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-10-18T03:26:28.200163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:28.200196] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:28.200223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:28.200278] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:28.216869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:28.217426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:28.217504] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:28.217537] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:28.253416] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:28.253501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:28.253537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:28.253581] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:28.256600] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: UP (p=50.53%) [2025-10-18T03:26:28.256878] [INFO ] [FORECASTER] Completed predict_future for K [2025-10-18T03:26:28.257011] [INFO ] [sig ] K: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:28.393882] [INFO ] [LOCAL ] Saved forecast: K 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/K.txt [2025-10-18T03:26:28.394137] [INFO ] [sig ] [1006/2083] Completed K in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:28.394183] [INFO ] [sig ] [1007/2083] Forecasting KAI... [2025-10-18T03:26:28.394212] [INFO ] [sig ] Generating forecast for: KAI [2025-10-18T03:26:28.394243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-10-18T03:26:28.404009] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KAI'. [2025-10-18T03:26:28.404362] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-10-18T03:26:28.429202] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:28.429903] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-10-18T03:26:28.429956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:28.429988] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:28.430014] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:28.430074] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:28.446604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:28.447146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:28.447223] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:28.447256] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:28.481868] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:28.481948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:28.481982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:28.482009] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:28.484932] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=52.26%) [2025-10-18T03:26:28.485174] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-10-18T03:26:28.485302] [INFO ] [sig ] KAI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:28.622075] [INFO ] [LOCAL ] Saved forecast: KAI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KAI.txt [2025-10-18T03:26:28.622253] [INFO ] [sig ] [1007/2083] Completed KAI in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:28.622292] [INFO ] [sig ] [1008/2083] Forecasting KAR... [2025-10-18T03:26:28.622321] [INFO ] [sig ] Generating forecast for: KAR [2025-10-18T03:26:28.622351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'. [2025-10-18T03:26:28.631364] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KAR'. [2025-10-18T03:26:28.631624] [INFO ] [FORECASTER] Starting predict_future for KAR [2025-10-18T03:26:28.656248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:28.656963] [DEBUG] [LOCAL ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt [2025-10-18T03:26:28.657018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:28.657051] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:28.657079] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:28.657135] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:28.674126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:28.674683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:28.674763] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:28.674796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:28.711172] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:28.711254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:28.711289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:28.711316] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:28.714295] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: UP (p=87.93%) [2025-10-18T03:26:28.714546] [INFO ] [FORECASTER] Completed predict_future for KAR [2025-10-18T03:26:28.714700] [INFO ] [sig ] KAR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:28.859396] [INFO ] [LOCAL ] Saved forecast: KAR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KAR.txt [2025-10-18T03:26:28.859831] [INFO ] [sig ] [1008/2083] Completed KAR in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:28.859892] [INFO ] [sig ] [1009/2083] Forecasting KB... [2025-10-18T03:26:28.859925] [INFO ] [sig ] Generating forecast for: KB [2025-10-18T03:26:28.859979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-10-18T03:26:28.870915] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KB'. [2025-10-18T03:26:28.871523] [INFO ] [FORECASTER] Starting predict_future for KB [2025-10-18T03:26:28.897582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:28.898322] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-10-18T03:26:28.898377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:28.898410] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:28.898438] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:28.898493] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:28.915702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:28.916332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:28.916413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:28.916447] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:28.955803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:28.955944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:28.955984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:28.956013] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:28.959374] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=40.49%) [2025-10-18T03:26:28.959660] [INFO ] [FORECASTER] Completed predict_future for KB [2025-10-18T03:26:28.959806] [INFO ] [sig ] KB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:29.098011] [INFO ] [LOCAL ] Saved forecast: KB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KB.txt [2025-10-18T03:26:29.098222] [INFO ] [sig ] [1009/2083] Completed KB in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:29.098262] [INFO ] [sig ] [1010/2083] Forecasting KBDC... [2025-10-18T03:26:29.098292] [INFO ] [sig ] Generating forecast for: KBDC [2025-10-18T03:26:29.098322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'. [2025-10-18T03:26:29.107098] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KBDC'. [2025-10-18T03:26:29.107393] [INFO ] [FORECASTER] Starting predict_future for KBDC [2025-10-18T03:26:29.132075] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:29.132851] [DEBUG] [LOCAL ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt [2025-10-18T03:26:29.132905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:29.133004] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:29.133042] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:29.133104] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:29.150140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:29.150754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:29.150835] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:29.150868] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:29.186987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:29.187114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:29.187152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:29.187179] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:29.190456] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: UP (p=81.52%) [2025-10-18T03:26:29.190762] [INFO ] [FORECASTER] Completed predict_future for KBDC [2025-10-18T03:26:29.190901] [INFO ] [sig ] KBDC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:29.332031] [INFO ] [LOCAL ] Saved forecast: KBDC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KBDC.txt [2025-10-18T03:26:29.332295] [INFO ] [sig ] [1010/2083] Completed KBDC in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:29.332339] [INFO ] [sig ] [1011/2083] Forecasting KBH... [2025-10-18T03:26:29.332370] [INFO ] [sig ] Generating forecast for: KBH [2025-10-18T03:26:29.332401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-10-18T03:26:29.341697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KBH'. [2025-10-18T03:26:29.341983] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-10-18T03:26:29.366635] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:29.367355] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-10-18T03:26:29.367413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:29.367447] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:29.367475] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:29.367532] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:29.384446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:29.385030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:29.385109] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:29.385141] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:29.422475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:29.422581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:29.422618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:29.422674] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:29.425832] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=7.67%) [2025-10-18T03:26:29.426093] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-10-18T03:26:29.426222] [INFO ] [sig ] KBH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:29.563929] [INFO ] [LOCAL ] Saved forecast: KBH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KBH.txt [2025-10-18T03:26:29.564148] [INFO ] [sig ] [1011/2083] Completed KBH in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:29.564189] [INFO ] [sig ] [1012/2083] Forecasting KBR... [2025-10-18T03:26:29.564227] [INFO ] [sig ] Generating forecast for: KBR [2025-10-18T03:26:29.564260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'. [2025-10-18T03:26:29.573321] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KBR'. [2025-10-18T03:26:29.573607] [INFO ] [FORECASTER] Starting predict_future for KBR [2025-10-18T03:26:29.598891] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:29.599721] [DEBUG] [LOCAL ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt [2025-10-18T03:26:29.599778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:29.599814] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:29.599844] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:29.599902] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:29.616712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:29.617275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:29.617356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:29.617389] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:29.654229] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:29.654366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:29.654405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:29.654433] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:29.657722] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: UP (p=83.63%) [2025-10-18T03:26:29.658016] [INFO ] [FORECASTER] Completed predict_future for KBR [2025-10-18T03:26:29.658153] [INFO ] [sig ] KBR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:29.795155] [INFO ] [LOCAL ] Saved forecast: KBR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KBR.txt [2025-10-18T03:26:29.795367] [INFO ] [sig ] [1012/2083] Completed KBR in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:29.795410] [INFO ] [sig ] [1013/2083] Forecasting KD... [2025-10-18T03:26:29.795440] [INFO ] [sig ] Generating forecast for: KD [2025-10-18T03:26:29.795472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-10-18T03:26:29.804927] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KD'. [2025-10-18T03:26:29.805259] [INFO ] [FORECASTER] Starting predict_future for KD [2025-10-18T03:26:29.830727] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:29.831461] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-10-18T03:26:29.831518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:29.831554] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:29.831584] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:29.831667] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:29.849137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:29.849741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:29.849823] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:29.849858] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:29.889014] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:29.889133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:29.889173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:29.889204] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:29.892462] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=1.37%) [2025-10-18T03:26:29.892815] [INFO ] [FORECASTER] Completed predict_future for KD [2025-10-18T03:26:29.892984] [INFO ] [sig ] KD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:30.032075] [INFO ] [LOCAL ] Saved forecast: KD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KD.txt [2025-10-18T03:26:30.032303] [INFO ] [sig ] [1013/2083] Completed KD in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:30.032376] [INFO ] [sig ] [1014/2083] Forecasting KEN... [2025-10-18T03:26:30.032422] [INFO ] [sig ] Generating forecast for: KEN [2025-10-18T03:26:30.032457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-10-18T03:26:30.041786] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KEN'. [2025-10-18T03:26:30.042059] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-10-18T03:26:30.066822] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:30.067530] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-10-18T03:26:30.067584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:30.067617] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:30.067669] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:30.067771] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:30.084859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:30.085391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:30.085475] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:30.085509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:30.125829] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:30.126136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:30.126197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:30.126251] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:30.130040] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=14.88%) [2025-10-18T03:26:30.130344] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-10-18T03:26:30.130577] [INFO ] [sig ] KEN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:30.269072] [INFO ] [LOCAL ] Saved forecast: KEN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KEN.txt [2025-10-18T03:26:30.269326] [INFO ] [sig ] [1014/2083] Completed KEN in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:30.269393] [INFO ] [sig ] [1015/2083] Forecasting KEP... [2025-10-18T03:26:30.269456] [INFO ] [sig ] Generating forecast for: KEP [2025-10-18T03:26:30.269523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-10-18T03:26:30.279975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KEP'. [2025-10-18T03:26:30.280354] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-10-18T03:26:30.305497] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:30.306217] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-10-18T03:26:30.306271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:30.306304] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:30.306331] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:30.306386] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:30.323327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:30.323891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:30.323986] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:30.324020] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:30.361930] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:30.362028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:30.362063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:30.362091] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:30.365130] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=28.89%) [2025-10-18T03:26:30.365382] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-10-18T03:26:30.365514] [INFO ] [sig ] KEP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:30.503026] [INFO ] [LOCAL ] Saved forecast: KEP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KEP.txt [2025-10-18T03:26:30.503246] [INFO ] [sig ] [1015/2083] Completed KEP in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:30.503286] [INFO ] [sig ] [1016/2083] Forecasting KEX... [2025-10-18T03:26:30.503316] [INFO ] [sig ] Generating forecast for: KEX [2025-10-18T03:26:30.503346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-10-18T03:26:30.512524] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KEX'. [2025-10-18T03:26:30.512820] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-10-18T03:26:30.537851] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:30.538529] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-10-18T03:26:30.538584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:30.538615] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:30.538670] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:30.538752] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:30.555451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:30.556008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:30.556088] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:30.556121] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:30.594715] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:30.594829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:30.594866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:30.594895] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:30.598041] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=4.17%) [2025-10-18T03:26:30.598296] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-10-18T03:26:30.598848] [INFO ] [sig ] KEX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:30.736861] [INFO ] [LOCAL ] Saved forecast: KEX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KEX.txt [2025-10-18T03:26:30.737085] [INFO ] [sig ] [1016/2083] Completed KEX in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:30.737127] [INFO ] [sig ] [1017/2083] Forecasting KF... [2025-10-18T03:26:30.737158] [INFO ] [sig ] Generating forecast for: KF [2025-10-18T03:26:30.737190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'. [2025-10-18T03:26:30.745631] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KF'. [2025-10-18T03:26:30.745891] [INFO ] [FORECASTER] Starting predict_future for KF [2025-10-18T03:26:30.770469] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:30.771196] [DEBUG] [LOCAL ] No optimal features file found for KF: ./output/feature-sets/KF.txt [2025-10-18T03:26:30.771265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:30.771299] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:30.771326] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:30.771381] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:30.788219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:30.788775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:30.788853] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:30.788885] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:30.826800] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:30.826905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:30.826941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:30.826969] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:30.830056] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: DOWN (p=9.80%) [2025-10-18T03:26:30.830307] [INFO ] [FORECASTER] Completed predict_future for KF [2025-10-18T03:26:30.830433] [INFO ] [sig ] KF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:30.971336] [INFO ] [LOCAL ] Saved forecast: KF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KF.txt [2025-10-18T03:26:30.971616] [INFO ] [sig ] [1017/2083] Completed KF in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:30.971700] [INFO ] [sig ] [1018/2083] Forecasting KFRC... [2025-10-18T03:26:30.971744] [INFO ] [sig ] Generating forecast for: KFRC [2025-10-18T03:26:30.971777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'. [2025-10-18T03:26:30.981852] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KFRC'. [2025-10-18T03:26:30.982112] [INFO ] [FORECASTER] Starting predict_future for KFRC [2025-10-18T03:26:31.007134] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:31.007892] [DEBUG] [LOCAL ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt [2025-10-18T03:26:31.007947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:31.007979] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:31.008006] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:31.008061] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:31.024898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:31.025448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:31.025527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:31.025559] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:31.060610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:31.060732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:31.060777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:31.060806] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:31.063857] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: DOWN (p=49.96%) [2025-10-18T03:26:31.064114] [INFO ] [FORECASTER] Completed predict_future for KFRC [2025-10-18T03:26:31.064243] [INFO ] [sig ] KFRC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:31.200876] [INFO ] [LOCAL ] Saved forecast: KFRC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KFRC.txt [2025-10-18T03:26:31.201120] [INFO ] [sig ] [1018/2083] Completed KFRC in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:31.201161] [INFO ] [sig ] [1019/2083] Forecasting KFS... [2025-10-18T03:26:31.201191] [INFO ] [sig ] Generating forecast for: KFS [2025-10-18T03:26:31.201228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-10-18T03:26:31.210379] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'KFS'. [2025-10-18T03:26:31.210662] [INFO ] [FORECASTER] Starting predict_future for KFS [2025-10-18T03:26:31.235511] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:31.236289] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-10-18T03:26:31.236344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:31.236377] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:31.236404] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:31.236460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:31.253159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:31.253732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:31.253812] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:31.253845] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:31.288309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:31.288416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:31.288451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:31.288479] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:31.291807] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=9.17%) [2025-10-18T03:26:31.292067] [INFO ] [FORECASTER] Completed predict_future for KFS [2025-10-18T03:26:31.292198] [INFO ] [sig ] KFS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:31.428393] [INFO ] [LOCAL ] Saved forecast: KFS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KFS.txt [2025-10-18T03:26:31.428675] [INFO ] [sig ] [1019/2083] Completed KFS in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:31.428736] [INFO ] [sig ] [1020/2083] Forecasting KFY... [2025-10-18T03:26:31.428770] [INFO ] [sig ] Generating forecast for: KFY [2025-10-18T03:26:31.428854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-10-18T03:26:31.438145] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KFY'. [2025-10-18T03:26:31.438445] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-10-18T03:26:31.463042] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:31.463763] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-10-18T03:26:31.463817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:31.463849] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:31.463876] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:31.463932] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:31.480606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:31.481234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:31.481313] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:31.481346] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:31.516098] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:31.516236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:31.516274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:31.516302] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:31.519630] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=30.67%) [2025-10-18T03:26:31.519950] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-10-18T03:26:31.520087] [INFO ] [sig ] KFY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:31.667327] [INFO ] [LOCAL ] Saved forecast: KFY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KFY.txt [2025-10-18T03:26:31.667571] [INFO ] [sig ] [1020/2083] Completed KFY in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:31.667627] [INFO ] [sig ] [1021/2083] Forecasting KGC... [2025-10-18T03:26:31.667728] [INFO ] [sig ] Generating forecast for: KGC [2025-10-18T03:26:31.667828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'. [2025-10-18T03:26:31.678431] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KGC'. [2025-10-18T03:26:31.678841] [INFO ] [FORECASTER] Starting predict_future for KGC [2025-10-18T03:26:31.706880] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:31.707855] [DEBUG] [LOCAL ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt [2025-10-18T03:26:31.707919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:31.707982] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:31.708050] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:31.708127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:31.727337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:31.728243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:31.728347] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:31.728403] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:31.764508] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:31.764703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:31.764763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:31.764796] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:31.768373] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: DOWN (p=24.81%) [2025-10-18T03:26:31.768696] [INFO ] [FORECASTER] Completed predict_future for KGC [2025-10-18T03:26:31.768854] [INFO ] [sig ] KGC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:31.909278] [INFO ] [LOCAL ] Saved forecast: KGC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KGC.txt [2025-10-18T03:26:31.909486] [INFO ] [sig ] [1021/2083] Completed KGC in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:31.909527] [INFO ] [sig ] [1022/2083] Forecasting KGS... [2025-10-18T03:26:31.909558] [INFO ] [sig ] Generating forecast for: KGS [2025-10-18T03:26:31.909589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-10-18T03:26:31.918485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KGS'. [2025-10-18T03:26:31.918822] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-10-18T03:26:31.944071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:31.944834] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-10-18T03:26:31.944889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:31.944925] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:31.944954] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:31.945012] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:31.962100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:31.962640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:31.962746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:31.962832] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:32.001386] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:32.001494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:32.001531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:32.001563] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:32.004828] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=47.84%) [2025-10-18T03:26:32.005098] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-10-18T03:26:32.005233] [INFO ] [sig ] KGS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:32.143710] [INFO ] [LOCAL ] Saved forecast: KGS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KGS.txt [2025-10-18T03:26:32.143924] [INFO ] [sig ] [1022/2083] Completed KGS in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:32.143965] [INFO ] [sig ] [1023/2083] Forecasting KIM... [2025-10-18T03:26:32.143995] [INFO ] [sig ] Generating forecast for: KIM [2025-10-18T03:26:32.144025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-10-18T03:26:32.152711] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KIM'. [2025-10-18T03:26:32.153008] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-10-18T03:26:32.178170] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:32.178961] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-10-18T03:26:32.179054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:32.179096] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:32.179128] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:32.179188] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:32.196608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:32.197207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:32.197289] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:32.197324] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:32.234551] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:32.234682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:32.234738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:32.234772] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:32.238074] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=3.02%) [2025-10-18T03:26:32.238375] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-10-18T03:26:32.238527] [INFO ] [sig ] KIM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:32.379477] [INFO ] [LOCAL ] Saved forecast: KIM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KIM.txt [2025-10-18T03:26:32.379767] [INFO ] [sig ] [1023/2083] Completed KIM in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:32.379839] [INFO ] [sig ] [1024/2083] Forecasting KIO... [2025-10-18T03:26:32.379885] [INFO ] [sig ] Generating forecast for: KIO [2025-10-18T03:26:32.379918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-10-18T03:26:32.389235] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KIO'. [2025-10-18T03:26:32.389535] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-10-18T03:26:32.414387] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:32.415114] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-10-18T03:26:32.415185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:32.415219] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:32.415246] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:32.415302] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:32.432011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:32.432618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:32.432725] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:32.432766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:32.466043] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:32.466145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:32.466180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:32.466208] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:32.469323] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=26.49%) [2025-10-18T03:26:32.469581] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-10-18T03:26:32.469739] [INFO ] [sig ] KIO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:32.606954] [INFO ] [LOCAL ] Saved forecast: KIO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KIO.txt [2025-10-18T03:26:32.607172] [INFO ] [sig ] [1024/2083] Completed KIO in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:32.607213] [INFO ] [sig ] [1025/2083] Forecasting KKR... [2025-10-18T03:26:32.607244] [INFO ] [sig ] Generating forecast for: KKR [2025-10-18T03:26:32.607275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'. [2025-10-18T03:26:32.616279] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KKR'. [2025-10-18T03:26:32.616715] [INFO ] [FORECASTER] Starting predict_future for KKR [2025-10-18T03:26:32.642885] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:32.643788] [DEBUG] [LOCAL ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt [2025-10-18T03:26:32.643846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:32.643883] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:32.643912] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:32.643971] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:32.661402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:32.662209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:32.662296] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:32.662332] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:32.700050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:32.700157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:32.700194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:32.700223] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:32.703307] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: DOWN (p=19.45%) [2025-10-18T03:26:32.703562] [INFO ] [FORECASTER] Completed predict_future for KKR [2025-10-18T03:26:32.703719] [INFO ] [sig ] KKR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:32.844231] [INFO ] [LOCAL ] Saved forecast: KKR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KKR.txt [2025-10-18T03:26:32.844462] [INFO ] [sig ] [1025/2083] Completed KKR in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:32.844504] [INFO ] [sig ] [1026/2083] Forecasting KKRS... [2025-10-18T03:26:32.844533] [INFO ] [sig ] Generating forecast for: KKRS [2025-10-18T03:26:32.844572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-10-18T03:26:32.853094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KKRS'. [2025-10-18T03:26:32.853360] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-10-18T03:26:32.878141] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:32.878902] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-10-18T03:26:32.878957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:32.878990] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:32.879020] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:32.879077] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:32.896793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:32.897341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:32.897458] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:32.897498] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:32.933611] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:32.933747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:32.933793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:32.933824] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:32.937347] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=94.68%) [2025-10-18T03:26:32.937630] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-10-18T03:26:32.937833] [INFO ] [sig ] KKRS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:33.076508] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KKRS.txt [2025-10-18T03:26:33.076741] [INFO ] [sig ] [1026/2083] Completed KKRS in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:33.076802] [INFO ] [sig ] [1027/2083] Forecasting KLC... [2025-10-18T03:26:33.076834] [INFO ] [sig ] Generating forecast for: KLC [2025-10-18T03:26:33.076866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'. [2025-10-18T03:26:33.085683] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KLC'. [2025-10-18T03:26:33.085973] [INFO ] [FORECASTER] Starting predict_future for KLC [2025-10-18T03:26:33.115495] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:33.116325] [DEBUG] [LOCAL ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt [2025-10-18T03:26:33.116381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:33.116417] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:33.116448] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:33.116518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:33.133981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:33.134544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:33.134623] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:33.134694] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:33.170245] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:33.170378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:33.170418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:33.170450] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:33.173815] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-10-18T03:26:33.174088] [INFO ] [FORECASTER] Completed predict_future for KLC [2025-10-18T03:26:33.174238] [INFO ] [sig ] KLC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:33.314195] [INFO ] [LOCAL ] Saved forecast: KLC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KLC.txt [2025-10-18T03:26:33.314444] [INFO ] [sig ] [1027/2083] Completed KLC in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:33.314503] [INFO ] [sig ] [1028/2083] Forecasting KMI... [2025-10-18T03:26:33.314538] [INFO ] [sig ] Generating forecast for: KMI [2025-10-18T03:26:33.314569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-10-18T03:26:33.324199] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMI'. [2025-10-18T03:26:33.324516] [INFO ] [FORECASTER] Starting predict_future for KMI [2025-10-18T03:26:33.349561] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:33.350359] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-10-18T03:26:33.350424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:33.350459] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:33.350487] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:33.350544] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:33.367388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:33.368246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:33.368333] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:33.368367] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:33.404476] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:33.404671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:33.404733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:33.404766] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:33.408280] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=98.66%) [2025-10-18T03:26:33.408569] [INFO ] [FORECASTER] Completed predict_future for KMI [2025-10-18T03:26:33.408736] [INFO ] [sig ] KMI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:33.549062] [INFO ] [LOCAL ] Saved forecast: KMI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KMI.txt [2025-10-18T03:26:33.549287] [INFO ] [sig ] [1028/2083] Completed KMI in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.3m [2025-10-18T03:26:33.549329] [INFO ] [sig ] [1029/2083] Forecasting KMPB... [2025-10-18T03:26:33.549359] [INFO ] [sig ] Generating forecast for: KMPB [2025-10-18T03:26:33.549390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-10-18T03:26:33.558277] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMPB'. [2025-10-18T03:26:33.558577] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-10-18T03:26:33.583722] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:33.584390] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-10-18T03:26:33.584444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:33.584477] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:33.584505] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:33.584561] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:33.601410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:33.602031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:33.602113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:33.602162] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:33.634048] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:33.634133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:33.634171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:33.634203] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:33.639688] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=98.62%) [2025-10-18T03:26:33.639946] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-10-18T03:26:33.640072] [INFO ] [sig ] KMPB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:33.779928] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KMPB.txt [2025-10-18T03:26:33.780150] [INFO ] [sig ] [1029/2083] Completed KMPB in 0.2s | 4.13 sym/s | Total: 4.1m | ETA: 4.2m [2025-10-18T03:26:33.780191] [INFO ] [sig ] [1030/2083] Forecasting KMPR... [2025-10-18T03:26:33.780221] [INFO ] [sig ] Generating forecast for: KMPR [2025-10-18T03:26:33.780252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'. [2025-10-18T03:26:33.788424] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMPR'. [2025-10-18T03:26:33.788723] [INFO ] [FORECASTER] Starting predict_future for KMPR [2025-10-18T03:26:33.813388] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:33.814125] [DEBUG] [LOCAL ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt [2025-10-18T03:26:33.814180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:33.814213] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:33.814240] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:33.814295] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:33.830962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:33.831475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:33.831553] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:33.831586] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:33.869420] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:33.869593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:33.869671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:33.869726] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:33.873418] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: UP (p=96.70%) [2025-10-18T03:26:33.873748] [INFO ] [FORECASTER] Completed predict_future for KMPR [2025-10-18T03:26:33.873881] [INFO ] [sig ] KMPR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:34.012966] [INFO ] [LOCAL ] Saved forecast: KMPR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KMPR.txt [2025-10-18T03:26:34.013232] [INFO ] [sig ] [1030/2083] Completed KMPR in 0.2s | 4.13 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:34.013292] [INFO ] [sig ] [1031/2083] Forecasting KMT... [2025-10-18T03:26:34.013325] [INFO ] [sig ] Generating forecast for: KMT [2025-10-18T03:26:34.013356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'. [2025-10-18T03:26:34.022249] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMT'. [2025-10-18T03:26:34.022526] [INFO ] [FORECASTER] Starting predict_future for KMT [2025-10-18T03:26:34.047660] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:34.048375] [DEBUG] [LOCAL ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt [2025-10-18T03:26:34.048443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:34.048477] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:34.048506] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:34.048561] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:34.065527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:34.066104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:34.066184] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:34.066220] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:34.104694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:34.104788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:34.104824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:34.104852] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:34.107895] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=21.45%) [2025-10-18T03:26:34.108154] [INFO ] [FORECASTER] Completed predict_future for KMT [2025-10-18T03:26:34.108283] [INFO ] [sig ] KMT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:34.244488] [INFO ] [LOCAL ] Saved forecast: KMT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KMT.txt [2025-10-18T03:26:34.244762] [INFO ] [sig ] [1031/2083] Completed KMT in 0.2s | 4.13 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:34.244823] [INFO ] [sig ] [1032/2083] Forecasting KMX... [2025-10-18T03:26:34.244857] [INFO ] [sig ] Generating forecast for: KMX [2025-10-18T03:26:34.244888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-10-18T03:26:34.254317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMX'. [2025-10-18T03:26:34.254620] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-10-18T03:26:34.279444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:34.280183] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-10-18T03:26:34.280238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:34.280271] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:34.280299] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:34.280360] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:34.297278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:34.298059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:34.298138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:34.298171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:34.335501] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:34.335609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:34.335669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:34.335722] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:34.338835] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=3.51%) [2025-10-18T03:26:34.339088] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-10-18T03:26:34.339214] [INFO ] [sig ] KMX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:34.476337] [INFO ] [LOCAL ] Saved forecast: KMX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KMX.txt [2025-10-18T03:26:34.476599] [INFO ] [sig ] [1032/2083] Completed KMX in 0.2s | 4.13 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:34.476717] [INFO ] [sig ] [1033/2083] Forecasting KN... [2025-10-18T03:26:34.476757] [INFO ] [sig ] Generating forecast for: KN [2025-10-18T03:26:34.476790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-10-18T03:26:34.485994] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KN'. [2025-10-18T03:26:34.486340] [INFO ] [FORECASTER] Starting predict_future for KN [2025-10-18T03:26:34.512238] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:34.513184] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-10-18T03:26:34.513246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:34.513281] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:34.513311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:34.513369] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:34.531210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:34.531807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:34.531887] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:34.531920] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:34.557798] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:34.557907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:34.557943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:34.557972] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:34.561130] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=18.71%) [2025-10-18T03:26:34.561387] [INFO ] [FORECASTER] Completed predict_future for KN [2025-10-18T03:26:34.561507] [INFO ] [sig ] KN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:34.706101] [INFO ] [LOCAL ] Saved forecast: KN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KN.txt [2025-10-18T03:26:34.706355] [INFO ] [sig ] [1033/2083] Completed KN in 0.2s | 4.13 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:34.706415] [INFO ] [sig ] [1034/2083] Forecasting KNF... [2025-10-18T03:26:34.706449] [INFO ] [sig ] Generating forecast for: KNF [2025-10-18T03:26:34.706488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-10-18T03:26:34.715735] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNF'. [2025-10-18T03:26:34.716005] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-10-18T03:26:34.741506] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:34.742218] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-10-18T03:26:34.742272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:34.742305] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:34.742333] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:34.742390] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:34.759915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:34.760513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:34.760597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:34.760632] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:34.785928] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:34.786007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:34.786042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:34.786070] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:34.789101] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=10.69%) [2025-10-18T03:26:34.789350] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-10-18T03:26:34.789485] [INFO ] [sig ] KNF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:34.930197] [INFO ] [LOCAL ] Saved forecast: KNF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KNF.txt [2025-10-18T03:26:34.930464] [INFO ] [sig ] [1034/2083] Completed KNF in 0.2s | 4.13 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:34.930526] [INFO ] [sig ] [1035/2083] Forecasting KNOP... [2025-10-18T03:26:34.930561] [INFO ] [sig ] Generating forecast for: KNOP [2025-10-18T03:26:34.930592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-10-18T03:26:34.939026] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNOP'. [2025-10-18T03:26:34.939316] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-10-18T03:26:34.964410] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:34.965167] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-10-18T03:26:34.965223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:34.965258] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:34.965286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:34.965348] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:34.982726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:34.983258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:34.983336] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:34.983369] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:35.017872] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:35.017952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:35.017989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:35.018017] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:35.021026] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: UP (p=81.94%) [2025-10-18T03:26:35.021326] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-10-18T03:26:35.021460] [INFO ] [sig ] KNOP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:35.164247] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KNOP.txt [2025-10-18T03:26:35.164454] [INFO ] [sig ] [1035/2083] Completed KNOP in 0.2s | 4.13 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:35.164494] [INFO ] [sig ] [1036/2083] Forecasting KNSL... [2025-10-18T03:26:35.164524] [INFO ] [sig ] Generating forecast for: KNSL [2025-10-18T03:26:35.164555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-10-18T03:26:35.173170] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNSL'. [2025-10-18T03:26:35.173446] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-10-18T03:26:35.198027] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:35.198711] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-10-18T03:26:35.198766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:35.198799] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:35.198825] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:35.198880] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:35.215775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:35.216283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:35.216359] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:35.216392] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:35.251770] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:35.251863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:35.251897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:35.251925] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:35.254926] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=3.45%) [2025-10-18T03:26:35.255178] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-10-18T03:26:35.255298] [INFO ] [sig ] KNSL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:35.392774] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KNSL.txt [2025-10-18T03:26:35.392955] [INFO ] [sig ] [1036/2083] Completed KNSL in 0.2s | 4.13 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:35.392996] [INFO ] [sig ] [1037/2083] Forecasting KNTK... [2025-10-18T03:26:35.393026] [INFO ] [sig ] Generating forecast for: KNTK [2025-10-18T03:26:35.393057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-10-18T03:26:35.401874] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNTK'. [2025-10-18T03:26:35.402134] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-10-18T03:26:35.426571] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:35.427252] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-10-18T03:26:35.427306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:35.427337] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:35.427364] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:35.427419] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:35.444121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:35.444626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:35.444731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:35.444770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:35.481310] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:35.481398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:35.481433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:35.481460] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:35.484470] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=14.35%) [2025-10-18T03:26:35.484765] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-10-18T03:26:35.484897] [INFO ] [sig ] KNTK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:35.623332] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KNTK.txt [2025-10-18T03:26:35.623545] [INFO ] [sig ] [1037/2083] Completed KNTK in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:35.623586] [INFO ] [sig ] [1038/2083] Forecasting KNX... [2025-10-18T03:26:35.623617] [INFO ] [sig ] Generating forecast for: KNX [2025-10-18T03:26:35.623675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-10-18T03:26:35.632792] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNX'. [2025-10-18T03:26:35.633054] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-10-18T03:26:35.658200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:35.658938] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-10-18T03:26:35.658993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:35.659041] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:35.659070] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:35.659128] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:35.676633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:35.677192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:35.677269] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:35.677303] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:35.715378] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:35.715451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:35.715485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:35.715512] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:35.718508] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=1.35%) [2025-10-18T03:26:35.718799] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-10-18T03:26:35.718933] [INFO ] [sig ] KNX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:35.855064] [INFO ] [LOCAL ] Saved forecast: KNX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KNX.txt [2025-10-18T03:26:35.855274] [INFO ] [sig ] [1038/2083] Completed KNX in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:35.855314] [INFO ] [sig ] [1039/2083] Forecasting KODK... [2025-10-18T03:26:35.855342] [INFO ] [sig ] Generating forecast for: KODK [2025-10-18T03:26:35.855372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-10-18T03:26:35.864523] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KODK'. [2025-10-18T03:26:35.864941] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-10-18T03:26:35.889702] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:35.890396] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-10-18T03:26:35.890450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:35.890482] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:35.890508] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:35.890615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:35.910969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:35.911738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:35.911817] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:35.911851] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:35.948733] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:35.948818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:35.948866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:35.948896] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:35.951892] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=68.83%) [2025-10-18T03:26:35.952145] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-10-18T03:26:35.952282] [INFO ] [sig ] KODK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:36.090419] [INFO ] [LOCAL ] Saved forecast: KODK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KODK.txt [2025-10-18T03:26:36.090696] [INFO ] [sig ] [1039/2083] Completed KODK in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:36.090758] [INFO ] [sig ] [1040/2083] Forecasting KOF... [2025-10-18T03:26:36.090790] [INFO ] [sig ] Generating forecast for: KOF [2025-10-18T03:26:36.090822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-10-18T03:26:36.100098] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KOF'. [2025-10-18T03:26:36.100405] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-10-18T03:26:36.125265] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:36.126043] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-10-18T03:26:36.126099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:36.126132] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:36.126159] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:36.126215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:36.143011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:36.143564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:36.143662] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:36.143717] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:36.180909] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:36.181082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:36.181124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:36.181154] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:36.184585] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=28.05%) [2025-10-18T03:26:36.184886] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-10-18T03:26:36.185024] [INFO ] [sig ] KOF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:36.323449] [INFO ] [LOCAL ] Saved forecast: KOF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KOF.txt [2025-10-18T03:26:36.323726] [INFO ] [sig ] [1040/2083] Completed KOF in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:36.323788] [INFO ] [sig ] [1041/2083] Forecasting KOP... [2025-10-18T03:26:36.323821] [INFO ] [sig ] Generating forecast for: KOP [2025-10-18T03:26:36.323853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-10-18T03:26:36.332774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KOP'. [2025-10-18T03:26:36.333042] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-10-18T03:26:36.357681] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:36.358406] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-10-18T03:26:36.358461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:36.358494] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:36.358522] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:36.358577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:36.375573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:36.376220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:36.376306] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:36.376339] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:36.412092] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:36.412183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:36.412218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:36.412245] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:36.415270] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=16.26%) [2025-10-18T03:26:36.415522] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-10-18T03:26:36.415700] [INFO ] [sig ] KOP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:36.552741] [INFO ] [LOCAL ] Saved forecast: KOP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KOP.txt [2025-10-18T03:26:36.552938] [INFO ] [sig ] [1041/2083] Completed KOP in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:36.552980] [INFO ] [sig ] [1042/2083] Forecasting KORE... [2025-10-18T03:26:36.553010] [INFO ] [sig ] Generating forecast for: KORE [2025-10-18T03:26:36.553041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'. [2025-10-18T03:26:36.561569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KORE'. [2025-10-18T03:26:36.561921] [INFO ] [FORECASTER] Starting predict_future for KORE [2025-10-18T03:26:36.587490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:36.588320] [DEBUG] [LOCAL ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt [2025-10-18T03:26:36.588374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:36.588408] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:36.588435] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:36.588492] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:36.606900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:36.607587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:36.607696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:36.607783] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:36.642525] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:36.642736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:36.642827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:36.642859] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:36.648965] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=17.59%) [2025-10-18T03:26:36.649262] [INFO ] [FORECASTER] Completed predict_future for KORE [2025-10-18T03:26:36.649400] [INFO ] [sig ] KORE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:36.789482] [INFO ] [LOCAL ] Saved forecast: KORE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KORE.txt [2025-10-18T03:26:36.789730] [INFO ] [sig ] [1042/2083] Completed KORE in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:36.789810] [INFO ] [sig ] [1043/2083] Forecasting KOS... [2025-10-18T03:26:36.789854] [INFO ] [sig ] Generating forecast for: KOS [2025-10-18T03:26:36.789888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-10-18T03:26:36.798892] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KOS'. [2025-10-18T03:26:36.799175] [INFO ] [FORECASTER] Starting predict_future for KOS [2025-10-18T03:26:36.825067] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:36.825823] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-10-18T03:26:36.825879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:36.825913] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:36.825940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:36.825998] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:36.843194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:36.843790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:36.843871] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:36.843904] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:36.880968] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:36.881123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:36.881162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:36.881191] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:36.884502] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=38.26%) [2025-10-18T03:26:36.884813] [INFO ] [FORECASTER] Completed predict_future for KOS [2025-10-18T03:26:36.884953] [INFO ] [sig ] KOS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:37.026751] [INFO ] [LOCAL ] Saved forecast: KOS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KOS.txt [2025-10-18T03:26:37.026975] [INFO ] [sig ] [1043/2083] Completed KOS in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:37.027017] [INFO ] [sig ] [1044/2083] Forecasting KR... [2025-10-18T03:26:37.027047] [INFO ] [sig ] Generating forecast for: KR [2025-10-18T03:26:37.027078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'. [2025-10-18T03:26:37.036571] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KR'. [2025-10-18T03:26:37.036919] [INFO ] [FORECASTER] Starting predict_future for KR [2025-10-18T03:26:37.061807] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:37.062492] [DEBUG] [LOCAL ] No optimal features file found for KR: ./output/feature-sets/KR.txt [2025-10-18T03:26:37.062546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:37.062578] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:37.062606] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:37.062682] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:37.080551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:37.081122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:37.081202] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:37.081235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:37.116351] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:37.116449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:37.116485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:37.116513] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:37.119696] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: UP (p=91.18%) [2025-10-18T03:26:37.119953] [INFO ] [FORECASTER] Completed predict_future for KR [2025-10-18T03:26:37.120084] [INFO ] [sig ] KR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:37.258160] [INFO ] [LOCAL ] Saved forecast: KR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KR.txt [2025-10-18T03:26:37.258384] [INFO ] [sig ] [1044/2083] Completed KR in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:37.258425] [INFO ] [sig ] [1045/2083] Forecasting KRC... [2025-10-18T03:26:37.258455] [INFO ] [sig ] Generating forecast for: KRC [2025-10-18T03:26:37.258485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-10-18T03:26:37.267035] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRC'. [2025-10-18T03:26:37.267305] [INFO ] [FORECASTER] Starting predict_future for KRC [2025-10-18T03:26:37.292080] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:37.292816] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-10-18T03:26:37.292870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:37.292917] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:37.292946] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:37.293004] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:37.310432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:37.311003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:37.311081] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:37.311115] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:37.346796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:37.346976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:37.347017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:37.347046] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:37.350437] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-10-18T03:26:37.350750] [INFO ] [FORECASTER] Completed predict_future for KRC [2025-10-18T03:26:37.350896] [INFO ] [sig ] KRC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:37.488506] [INFO ] [LOCAL ] Saved forecast: KRC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KRC.txt [2025-10-18T03:26:37.489037] [INFO ] [sig ] [1045/2083] Completed KRC in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:37.489085] [INFO ] [sig ] [1046/2083] Forecasting KREF... [2025-10-18T03:26:37.489117] [INFO ] [sig ] Generating forecast for: KREF [2025-10-18T03:26:37.489150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-10-18T03:26:37.498138] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KREF'. [2025-10-18T03:26:37.498411] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-10-18T03:26:37.523036] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:37.523748] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-10-18T03:26:37.523803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:37.523835] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:37.523862] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:37.523917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:37.540830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:37.541343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:37.541419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:37.541452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:37.573975] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:37.574065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:37.574100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:37.574128] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:37.577179] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=86.57%) [2025-10-18T03:26:37.577505] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-10-18T03:26:37.577672] [INFO ] [sig ] KREF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:37.722434] [INFO ] [LOCAL ] Saved forecast: KREF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KREF.txt [2025-10-18T03:26:37.722692] [INFO ] [sig ] [1046/2083] Completed KREF in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:37.722752] [INFO ] [sig ] [1047/2083] Forecasting KRG... [2025-10-18T03:26:37.722785] [INFO ] [sig ] Generating forecast for: KRG [2025-10-18T03:26:37.722816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-10-18T03:26:37.731857] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRG'. [2025-10-18T03:26:37.732135] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-10-18T03:26:37.756937] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:37.757597] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-10-18T03:26:37.757673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:37.757724] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:37.757784] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:37.757850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:37.774632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:37.775229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:37.775310] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:37.775345] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:37.811482] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:37.811592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:37.811630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:37.811696] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:37.814777] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=93.27%) [2025-10-18T03:26:37.815037] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-10-18T03:26:37.815169] [INFO ] [sig ] KRG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:37.952129] [INFO ] [LOCAL ] Saved forecast: KRG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KRG.txt [2025-10-18T03:26:37.952403] [INFO ] [sig ] [1047/2083] Completed KRG in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:37.952464] [INFO ] [sig ] [1048/2083] Forecasting KRO... [2025-10-18T03:26:37.952499] [INFO ] [sig ] Generating forecast for: KRO [2025-10-18T03:26:37.952529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-10-18T03:26:37.961438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRO'. [2025-10-18T03:26:37.961758] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-10-18T03:26:37.986800] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:37.987576] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-10-18T03:26:37.987631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:37.987701] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:37.987767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:37.987847] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:38.004438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:38.005150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:38.005232] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:38.005265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:38.045933] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:38.046160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:38.046214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:38.046245] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:38.049949] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=12.53%) [2025-10-18T03:26:38.050266] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-10-18T03:26:38.050422] [INFO ] [sig ] KRO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:38.191056] [INFO ] [LOCAL ] Saved forecast: KRO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KRO.txt [2025-10-18T03:26:38.191297] [INFO ] [sig ] [1048/2083] Completed KRO in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:38.191340] [INFO ] [sig ] [1049/2083] Forecasting KRP... [2025-10-18T03:26:38.191372] [INFO ] [sig ] Generating forecast for: KRP [2025-10-18T03:26:38.191403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-10-18T03:26:38.201029] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRP'. [2025-10-18T03:26:38.201352] [INFO ] [FORECASTER] Starting predict_future for KRP [2025-10-18T03:26:38.226239] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:38.226978] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-10-18T03:26:38.227032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:38.227066] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:38.227094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:38.227150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:38.243995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:38.244525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:38.244602] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:38.244634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:38.281876] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:38.282059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:38.282103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:38.282135] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:38.285859] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=97.68%) [2025-10-18T03:26:38.286155] [INFO ] [FORECASTER] Completed predict_future for KRP [2025-10-18T03:26:38.286297] [INFO ] [sig ] KRP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:38.427186] [INFO ] [LOCAL ] Saved forecast: KRP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KRP.txt [2025-10-18T03:26:38.427446] [INFO ] [sig ] [1049/2083] Completed KRP in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:38.427488] [INFO ] [sig ] [1050/2083] Forecasting KSS... [2025-10-18T03:26:38.427519] [INFO ] [sig ] Generating forecast for: KSS [2025-10-18T03:26:38.427550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-10-18T03:26:38.436258] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KSS'. [2025-10-18T03:26:38.436518] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-10-18T03:26:38.462048] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:38.462770] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-10-18T03:26:38.462826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:38.462860] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:38.462888] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:38.462945] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:38.481957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:38.482871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:38.482954] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:38.482988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:38.519104] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:38.519235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:38.519274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:38.519302] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:38.522491] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=42.44%) [2025-10-18T03:26:38.522797] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-10-18T03:26:38.522941] [INFO ] [sig ] KSS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:38.661007] [INFO ] [LOCAL ] Saved forecast: KSS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KSS.txt [2025-10-18T03:26:38.661218] [INFO ] [sig ] [1050/2083] Completed KSS in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:38.661259] [INFO ] [sig ] [1051/2083] Forecasting KT... [2025-10-18T03:26:38.661289] [INFO ] [sig ] Generating forecast for: KT [2025-10-18T03:26:38.661321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'. [2025-10-18T03:26:38.669757] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KT'. [2025-10-18T03:26:38.670063] [INFO ] [FORECASTER] Starting predict_future for KT [2025-10-18T03:26:38.694718] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:38.695424] [DEBUG] [LOCAL ] No optimal features file found for KT: ./output/feature-sets/KT.txt [2025-10-18T03:26:38.695477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:38.695511] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:38.695539] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:38.695596] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:38.712257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:38.712854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:38.712932] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:38.712965] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:38.749382] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:38.749505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:38.749542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:38.749571] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:38.752779] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=30.13%) [2025-10-18T03:26:38.753043] [INFO ] [FORECASTER] Completed predict_future for KT [2025-10-18T03:26:38.753172] [INFO ] [sig ] KT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:38.892578] [INFO ] [LOCAL ] Saved forecast: KT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KT.txt [2025-10-18T03:26:38.892824] [INFO ] [sig ] [1051/2083] Completed KT in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:38.892881] [INFO ] [sig ] [1052/2083] Forecasting KTB... [2025-10-18T03:26:38.892914] [INFO ] [sig ] Generating forecast for: KTB [2025-10-18T03:26:38.892945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-10-18T03:26:38.901179] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KTB'. [2025-10-18T03:26:38.901470] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-10-18T03:26:38.926704] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:38.927473] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-10-18T03:26:38.927530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:38.927580] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:38.927685] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:38.927794] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:38.944883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:38.945432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:38.945511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:38.945543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:38.986667] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:38.986849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:38.986912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:38.986944] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:38.990556] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=7.94%) [2025-10-18T03:26:38.990885] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-10-18T03:26:38.991026] [INFO ] [sig ] KTB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:39.129761] [INFO ] [LOCAL ] Saved forecast: KTB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KTB.txt [2025-10-18T03:26:39.130009] [INFO ] [sig ] [1052/2083] Completed KTB in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.2m [2025-10-18T03:26:39.130071] [INFO ] [sig ] [1053/2083] Forecasting KTF... [2025-10-18T03:26:39.130105] [INFO ] [sig ] Generating forecast for: KTF [2025-10-18T03:26:39.130137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-10-18T03:26:39.138468] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KTF'. [2025-10-18T03:26:39.138775] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-10-18T03:26:39.164192] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:39.164945] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-10-18T03:26:39.165001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:39.165036] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:39.165065] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:39.165123] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:39.182153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:39.182839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:39.182919] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:39.182952] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:39.225521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:39.225680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:39.225735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:39.225766] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:39.229004] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=71.43%) [2025-10-18T03:26:39.229267] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-10-18T03:26:39.229404] [INFO ] [sig ] KTF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:39.367510] [INFO ] [LOCAL ] Saved forecast: KTF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KTF.txt [2025-10-18T03:26:39.367775] [INFO ] [sig ] [1053/2083] Completed KTF in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.1m [2025-10-18T03:26:39.367838] [INFO ] [sig ] [1054/2083] Forecasting KVUE... [2025-10-18T03:26:39.367871] [INFO ] [sig ] Generating forecast for: KVUE [2025-10-18T03:26:39.367902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-10-18T03:26:39.377043] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KVUE'. [2025-10-18T03:26:39.377344] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-10-18T03:26:39.403220] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:39.403990] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-10-18T03:26:39.404045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:39.404078] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:39.404105] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:39.404161] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:39.420814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:39.421321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:39.421400] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:39.421432] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:39.462831] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:39.462909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:39.462944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:39.462971] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:39.465916] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=45.99%) [2025-10-18T03:26:39.466164] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-10-18T03:26:39.466293] [INFO ] [sig ] KVUE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:39.609428] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KVUE.txt [2025-10-18T03:26:39.609688] [INFO ] [sig ] [1054/2083] Completed KVUE in 0.2s | 4.14 sym/s | Total: 4.2m | ETA: 4.1m [2025-10-18T03:26:39.609748] [INFO ] [sig ] [1055/2083] Forecasting KVYO... [2025-10-18T03:26:39.609781] [INFO ] [sig ] Generating forecast for: KVYO [2025-10-18T03:26:39.609811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-10-18T03:26:39.618489] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'KVYO'. [2025-10-18T03:26:39.618795] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-10-18T03:26:39.644259] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:39.645060] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-10-18T03:26:39.645116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:39.645151] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:39.645178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:39.645235] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:39.662120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:39.662631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:39.662734] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:39.662771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:39.704994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:39.705132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:39.705169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:39.705196] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:39.710555] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=5.65%) [2025-10-18T03:26:39.710849] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-10-18T03:26:39.710990] [INFO ] [sig ] KVYO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:39.854225] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KVYO.txt [2025-10-18T03:26:39.854447] [INFO ] [sig ] [1055/2083] Completed KVYO in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:39.854487] [INFO ] [sig ] [1056/2083] Forecasting KW... [2025-10-18T03:26:39.854517] [INFO ] [sig ] Generating forecast for: KW [2025-10-18T03:26:39.854549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'. [2025-10-18T03:26:39.865782] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KW'. [2025-10-18T03:26:39.866183] [INFO ] [FORECASTER] Starting predict_future for KW [2025-10-18T03:26:39.895442] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:39.896365] [DEBUG] [LOCAL ] No optimal features file found for KW: ./output/feature-sets/KW.txt [2025-10-18T03:26:39.896446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:39.896525] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:39.896588] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:39.896734] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:39.917035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:39.917682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:39.917793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:39.917849] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:39.961971] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:39.962099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:39.962169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:39.962210] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:39.965975] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=91.14%) [2025-10-18T03:26:39.966248] [INFO ] [FORECASTER] Completed predict_future for KW [2025-10-18T03:26:39.966433] [INFO ] [sig ] KW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:40.127903] [INFO ] [LOCAL ] Saved forecast: KW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KW.txt [2025-10-18T03:26:40.128175] [INFO ] [sig ] [1056/2083] Completed KW in 0.3s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:40.128218] [INFO ] [sig ] [1057/2083] Forecasting KWR... [2025-10-18T03:26:40.128249] [INFO ] [sig ] Generating forecast for: KWR [2025-10-18T03:26:40.128281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'. [2025-10-18T03:26:40.137823] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KWR'. [2025-10-18T03:26:40.138133] [INFO ] [FORECASTER] Starting predict_future for KWR [2025-10-18T03:26:40.163046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:40.163782] [DEBUG] [LOCAL ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt [2025-10-18T03:26:40.163836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:40.163869] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:40.163896] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:40.163953] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:40.180558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:40.181132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:40.181211] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:40.181245] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:40.223315] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:40.223486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:40.223525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:40.223554] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:40.226891] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: DOWN (p=17.44%) [2025-10-18T03:26:40.227160] [INFO ] [FORECASTER] Completed predict_future for KWR [2025-10-18T03:26:40.227300] [INFO ] [sig ] KWR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:40.366591] [INFO ] [LOCAL ] Saved forecast: KWR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/KWR.txt [2025-10-18T03:26:40.366864] [INFO ] [sig ] [1057/2083] Completed KWR in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:40.366917] [INFO ] [sig ] [1058/2083] Forecasting KYN... [2025-10-18T03:26:40.366949] [INFO ] [sig ] Generating forecast for: KYN [2025-10-18T03:26:40.366980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-10-18T03:26:40.376799] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KYN'. [2025-10-18T03:26:40.377135] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-10-18T03:26:40.402248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:40.402962] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-10-18T03:26:40.403021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:40.403056] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:40.403083] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:40.403140] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:40.419886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:40.420400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:40.420477] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:40.420510] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:40.456842] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:40.456931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:40.456966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:40.456994] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:40.460046] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=89.08%) [2025-10-18T03:26:40.460299] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-10-18T03:26:40.460434] [INFO ] [sig ] KYN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:40.600755] [INFO ] [LOCAL ] Saved forecast: KYN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/KYN.txt [2025-10-18T03:26:40.601017] [INFO ] [sig ] [1058/2083] Completed KYN in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:40.601059] [INFO ] [sig ] [1059/2083] Forecasting L... [2025-10-18T03:26:40.601088] [INFO ] [sig ] Generating forecast for: L [2025-10-18T03:26:40.601118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-10-18T03:26:40.611549] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'L'. [2025-10-18T03:26:40.611868] [INFO ] [FORECASTER] Starting predict_future for L [2025-10-18T03:26:40.637337] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:40.638106] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-10-18T03:26:40.638161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:40.638195] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:40.638236] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:40.638295] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:40.655736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:40.656275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:40.656356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:40.656390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:40.693691] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:40.693783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:40.693820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:40.693850] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:40.696882] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=14.86%) [2025-10-18T03:26:40.697140] [INFO ] [FORECASTER] Completed predict_future for L [2025-10-18T03:26:40.697270] [INFO ] [sig ] L: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:40.839360] [INFO ] [LOCAL ] Saved forecast: L 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/L.txt [2025-10-18T03:26:40.839629] [INFO ] [sig ] [1059/2083] Completed L in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:40.839721] [INFO ] [sig ] [1060/2083] Forecasting LAC... [2025-10-18T03:26:40.839761] [INFO ] [sig ] Generating forecast for: LAC [2025-10-18T03:26:40.839793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-10-18T03:26:40.849507] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAC'. [2025-10-18T03:26:40.849906] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-10-18T03:26:40.875184] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:40.875954] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-10-18T03:26:40.876009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:40.876042] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:40.876069] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:40.876125] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:40.893426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:40.894086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:40.894168] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:40.894201] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:40.935196] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:40.935337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:40.935414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:40.935468] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:40.939265] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=99.40%) [2025-10-18T03:26:40.939569] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-10-18T03:26:40.939743] [INFO ] [sig ] LAC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:41.079828] [INFO ] [LOCAL ] Saved forecast: LAC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LAC.txt [2025-10-18T03:26:41.080087] [INFO ] [sig ] [1060/2083] Completed LAC in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:41.080129] [INFO ] [sig ] [1061/2083] Forecasting LAD... [2025-10-18T03:26:41.080159] [INFO ] [sig ] Generating forecast for: LAD [2025-10-18T03:26:41.080190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-10-18T03:26:41.090853] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAD'. [2025-10-18T03:26:41.091224] [INFO ] [FORECASTER] Starting predict_future for LAD [2025-10-18T03:26:41.118730] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:41.119721] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-10-18T03:26:41.119788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:41.119832] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:41.119869] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:41.119950] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:41.145981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:41.147002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:41.147113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:41.147171] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:41.185546] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:41.185751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:41.185804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:41.185836] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:41.189377] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=22.26%) [2025-10-18T03:26:41.189685] [INFO ] [FORECASTER] Completed predict_future for LAD [2025-10-18T03:26:41.189834] [INFO ] [sig ] LAD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:41.327847] [INFO ] [LOCAL ] Saved forecast: LAD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LAD.txt [2025-10-18T03:26:41.328054] [INFO ] [sig ] [1061/2083] Completed LAD in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:41.328096] [INFO ] [sig ] [1062/2083] Forecasting LADR... [2025-10-18T03:26:41.328127] [INFO ] [sig ] Generating forecast for: LADR [2025-10-18T03:26:41.328159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'. [2025-10-18T03:26:41.336695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LADR'. [2025-10-18T03:26:41.336970] [INFO ] [FORECASTER] Starting predict_future for LADR [2025-10-18T03:26:41.361739] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:41.362409] [DEBUG] [LOCAL ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt [2025-10-18T03:26:41.362463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:41.362496] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:41.362524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:41.362580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:41.379542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:41.380094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:41.380171] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:41.380205] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:41.417855] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:41.417937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:41.417972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:41.417999] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:41.420966] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: UP (p=98.34%) [2025-10-18T03:26:41.421215] [INFO ] [FORECASTER] Completed predict_future for LADR [2025-10-18T03:26:41.421341] [INFO ] [sig ] LADR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:41.557753] [INFO ] [LOCAL ] Saved forecast: LADR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LADR.txt [2025-10-18T03:26:41.557986] [INFO ] [sig ] [1062/2083] Completed LADR in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:41.558028] [INFO ] [sig ] [1063/2083] Forecasting LANV... [2025-10-18T03:26:41.558058] [INFO ] [sig ] Generating forecast for: LANV [2025-10-18T03:26:41.558087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'. [2025-10-18T03:26:41.565857] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LANV'. [2025-10-18T03:26:41.566103] [INFO ] [FORECASTER] Starting predict_future for LANV [2025-10-18T03:26:41.590775] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:41.591441] [DEBUG] [LOCAL ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt [2025-10-18T03:26:41.591494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:41.591526] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:41.591553] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:41.591609] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:41.609706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:41.610437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:41.610519] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:41.610553] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:41.645749] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:41.645828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:41.645864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:41.645892] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:41.648989] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: UP (p=84.99%) [2025-10-18T03:26:41.649241] [INFO ] [FORECASTER] Completed predict_future for LANV [2025-10-18T03:26:41.649376] [INFO ] [sig ] LANV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:41.786310] [INFO ] [LOCAL ] Saved forecast: LANV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LANV.txt [2025-10-18T03:26:41.786524] [INFO ] [sig ] [1063/2083] Completed LANV in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:41.786566] [INFO ] [sig ] [1064/2083] Forecasting LAW... [2025-10-18T03:26:41.786597] [INFO ] [sig ] Generating forecast for: LAW [2025-10-18T03:26:41.786628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'. [2025-10-18T03:26:41.795980] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAW'. [2025-10-18T03:26:41.796333] [INFO ] [FORECASTER] Starting predict_future for LAW [2025-10-18T03:26:41.822301] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:41.823261] [DEBUG] [LOCAL ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt [2025-10-18T03:26:41.823316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:41.823349] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:41.823377] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:41.823435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:41.843729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:41.844734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:41.844821] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:41.844855] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:41.885598] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:41.885756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:41.885845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:41.885897] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:41.889386] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: UP (p=62.70%) [2025-10-18T03:26:41.889686] [INFO ] [FORECASTER] Completed predict_future for LAW [2025-10-18T03:26:41.889839] [INFO ] [sig ] LAW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:42.027878] [INFO ] [LOCAL ] Saved forecast: LAW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LAW.txt [2025-10-18T03:26:42.028130] [INFO ] [sig ] [1064/2083] Completed LAW in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:42.028172] [INFO ] [sig ] [1065/2083] Forecasting LAZ... [2025-10-18T03:26:42.028202] [INFO ] [sig ] Generating forecast for: LAZ [2025-10-18T03:26:42.028232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-10-18T03:26:42.038370] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAZ'. [2025-10-18T03:26:42.038742] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-10-18T03:26:42.063875] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:42.064528] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-10-18T03:26:42.064582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:42.064685] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:42.064729] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:42.064788] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:42.081555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:42.082113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:42.082193] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:42.082226] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:42.122254] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:42.122337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:42.122375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:42.122411] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:42.125436] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=75.76%) [2025-10-18T03:26:42.125722] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-10-18T03:26:42.125869] [INFO ] [sig ] LAZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:42.327429] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LAZ.txt [2025-10-18T03:26:42.327709] [INFO ] [sig ] [1065/2083] Completed LAZ in 0.3s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:42.327797] [INFO ] [sig ] [1066/2083] Forecasting LBRT... [2025-10-18T03:26:42.327839] [INFO ] [sig ] Generating forecast for: LBRT [2025-10-18T03:26:42.327873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'. [2025-10-18T03:26:42.337378] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LBRT'. [2025-10-18T03:26:42.337848] [INFO ] [FORECASTER] Starting predict_future for LBRT [2025-10-18T03:26:42.362773] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:42.363445] [DEBUG] [LOCAL ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt [2025-10-18T03:26:42.363499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:42.363532] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:42.363572] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:42.363630] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:42.380226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:42.380825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:42.380913] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:42.380946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:42.421780] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:42.421945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:42.421988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:42.422020] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:42.425917] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: UP (p=74.96%) [2025-10-18T03:26:42.426214] [INFO ] [FORECASTER] Completed predict_future for LBRT [2025-10-18T03:26:42.426356] [INFO ] [sig ] LBRT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:42.565266] [INFO ] [LOCAL ] Saved forecast: LBRT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LBRT.txt [2025-10-18T03:26:42.565494] [INFO ] [sig ] [1066/2083] Completed LBRT in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:42.565535] [INFO ] [sig ] [1067/2083] Forecasting LC... [2025-10-18T03:26:42.565565] [INFO ] [sig ] Generating forecast for: LC [2025-10-18T03:26:42.565596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-10-18T03:26:42.575783] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LC'. [2025-10-18T03:26:42.576096] [INFO ] [FORECASTER] Starting predict_future for LC [2025-10-18T03:26:42.600682] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:42.601374] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-10-18T03:26:42.601428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:42.601460] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:42.601487] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:42.601543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:42.618087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:42.618703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:42.618791] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:42.618825] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:42.657096] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:42.657216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:42.657253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:42.657282] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:42.660490] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=40.34%) [2025-10-18T03:26:42.660800] [INFO ] [FORECASTER] Completed predict_future for LC [2025-10-18T03:26:42.660938] [INFO ] [sig ] LC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:42.796959] [INFO ] [LOCAL ] Saved forecast: LC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LC.txt [2025-10-18T03:26:42.797180] [INFO ] [sig ] [1067/2083] Completed LC in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:42.797221] [INFO ] [sig ] [1068/2083] Forecasting LCII... [2025-10-18T03:26:42.797251] [INFO ] [sig ] Generating forecast for: LCII [2025-10-18T03:26:42.797281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-10-18T03:26:42.806296] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LCII'. [2025-10-18T03:26:42.806608] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-10-18T03:26:42.832709] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:42.833459] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-10-18T03:26:42.833515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:42.833547] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:42.833575] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:42.833632] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:42.850262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:42.850825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:42.850909] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:42.850942] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:42.890877] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:42.890971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:42.891008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:42.891035] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:42.894054] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=19.43%) [2025-10-18T03:26:42.894311] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-10-18T03:26:42.894441] [INFO ] [sig ] LCII: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:43.031013] [INFO ] [LOCAL ] Saved forecast: LCII 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LCII.txt [2025-10-18T03:26:43.031236] [INFO ] [sig ] [1068/2083] Completed LCII in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:43.031278] [INFO ] [sig ] [1069/2083] Forecasting LDI... [2025-10-18T03:26:43.031308] [INFO ] [sig ] Generating forecast for: LDI [2025-10-18T03:26:43.031339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-10-18T03:26:43.040743] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LDI'. [2025-10-18T03:26:43.041081] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-10-18T03:26:43.065812] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:43.066517] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-10-18T03:26:43.066572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:43.066606] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:43.066633] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:43.066728] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:43.083683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:43.084251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:43.084332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:43.084366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:43.120119] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:43.120195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:43.120230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:43.120258] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:43.123192] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=96.68%) [2025-10-18T03:26:43.123438] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-10-18T03:26:43.123564] [INFO ] [sig ] LDI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:43.260601] [INFO ] [LOCAL ] Saved forecast: LDI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LDI.txt [2025-10-18T03:26:43.260853] [INFO ] [sig ] [1069/2083] Completed LDI in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:43.260904] [INFO ] [sig ] [1070/2083] Forecasting LDOS... [2025-10-18T03:26:43.260936] [INFO ] [sig ] Generating forecast for: LDOS [2025-10-18T03:26:43.260966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-10-18T03:26:43.269562] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LDOS'. [2025-10-18T03:26:43.269852] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-10-18T03:26:43.295234] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:43.296031] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-10-18T03:26:43.296086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:43.296120] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:43.296148] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:43.296205] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:43.313024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:43.313535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:43.313614] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:43.313672] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:43.345907] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:43.346087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:43.346128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:43.346157] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:43.349727] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=3.85%) [2025-10-18T03:26:43.350007] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-10-18T03:26:43.350148] [INFO ] [sig ] LDOS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:43.488117] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LDOS.txt [2025-10-18T03:26:43.488315] [INFO ] [sig ] [1070/2083] Completed LDOS in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:43.488357] [INFO ] [sig ] [1071/2083] Forecasting LDP... [2025-10-18T03:26:43.488387] [INFO ] [sig ] Generating forecast for: LDP [2025-10-18T03:26:43.488418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-10-18T03:26:43.496530] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LDP'. [2025-10-18T03:26:43.496802] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-10-18T03:26:43.521333] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:43.522031] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-10-18T03:26:43.522085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:43.522118] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:43.522145] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:43.522204] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:43.538782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:43.539288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:43.539365] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:43.539397] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:43.572240] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:43.572313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:43.572363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:43.572393] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:43.575378] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=87.40%) [2025-10-18T03:26:43.575627] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-10-18T03:26:43.575806] [INFO ] [sig ] LDP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:43.713295] [INFO ] [LOCAL ] Saved forecast: LDP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LDP.txt [2025-10-18T03:26:43.713489] [INFO ] [sig ] [1071/2083] Completed LDP in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:43.713530] [INFO ] [sig ] [1072/2083] Forecasting LEG... [2025-10-18T03:26:43.713561] [INFO ] [sig ] Generating forecast for: LEG [2025-10-18T03:26:43.713592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-10-18T03:26:43.721779] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEG'. [2025-10-18T03:26:43.722031] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-10-18T03:26:43.746497] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:43.747188] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-10-18T03:26:43.747242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:43.747275] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:43.747303] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:43.747359] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:43.763929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:43.764435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:43.764513] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:43.764545] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:43.798680] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:43.798760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:43.798797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:43.798826] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:43.801808] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=10.13%) [2025-10-18T03:26:43.802066] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-10-18T03:26:43.802189] [INFO ] [sig ] LEG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:43.938570] [INFO ] [LOCAL ] Saved forecast: LEG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LEG.txt [2025-10-18T03:26:43.938772] [INFO ] [sig ] [1072/2083] Completed LEG in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:43.938831] [INFO ] [sig ] [1073/2083] Forecasting LEN... [2025-10-18T03:26:43.938864] [INFO ] [sig ] Generating forecast for: LEN [2025-10-18T03:26:43.938894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-10-18T03:26:43.947182] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEN'. [2025-10-18T03:26:43.947435] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-10-18T03:26:43.971931] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:43.972583] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-10-18T03:26:43.972636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:43.972709] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:43.972743] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:43.972811] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:43.989951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:43.990485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:43.990562] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:43.990595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:44.025829] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:44.025909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:44.025943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:44.025971] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:44.028927] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=91.04%) [2025-10-18T03:26:44.029178] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-10-18T03:26:44.029304] [INFO ] [sig ] LEN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:44.166144] [INFO ] [LOCAL ] Saved forecast: LEN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LEN.txt [2025-10-18T03:26:44.166351] [INFO ] [sig ] [1073/2083] Completed LEN in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:44.166391] [INFO ] [sig ] [1074/2083] Forecasting LEO... [2025-10-18T03:26:44.166420] [INFO ] [sig ] Generating forecast for: LEO [2025-10-18T03:26:44.166450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-10-18T03:26:44.174337] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEO'. [2025-10-18T03:26:44.174595] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-10-18T03:26:44.199315] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:44.200028] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-10-18T03:26:44.200082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:44.200116] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:44.200143] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:44.200198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:44.217107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:44.217707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:44.217806] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:44.217847] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:44.252262] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:44.252345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:44.252380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:44.252408] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:44.255409] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=82.92%) [2025-10-18T03:26:44.255689] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-10-18T03:26:44.255825] [INFO ] [sig ] LEO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:44.392365] [INFO ] [LOCAL ] Saved forecast: LEO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LEO.txt [2025-10-18T03:26:44.392553] [INFO ] [sig ] [1074/2083] Completed LEO in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:44.392593] [INFO ] [sig ] [1075/2083] Forecasting LEVI... [2025-10-18T03:26:44.392623] [INFO ] [sig ] Generating forecast for: LEVI [2025-10-18T03:26:44.392845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-10-18T03:26:44.401899] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEVI'. [2025-10-18T03:26:44.402301] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-10-18T03:26:44.427236] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:44.428065] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-10-18T03:26:44.428120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:44.428153] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:44.428181] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:44.428237] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:44.444928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:44.445479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:44.445562] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:44.445595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:44.479088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:44.479194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:44.479232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:44.479260] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:44.482347] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=79.46%) [2025-10-18T03:26:44.482603] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-10-18T03:26:44.482763] [INFO ] [sig ] LEVI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:44.618562] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LEVI.txt [2025-10-18T03:26:44.618811] [INFO ] [sig ] [1075/2083] Completed LEVI in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:44.618871] [INFO ] [sig ] [1076/2083] Forecasting LFT... [2025-10-18T03:26:44.618904] [INFO ] [sig ] Generating forecast for: LFT [2025-10-18T03:26:44.618935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'. [2025-10-18T03:26:44.627577] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LFT'. [2025-10-18T03:26:44.627934] [INFO ] [FORECASTER] Starting predict_future for LFT [2025-10-18T03:26:44.652489] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:44.653201] [DEBUG] [LOCAL ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt [2025-10-18T03:26:44.653256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:44.653288] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:44.653316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:44.653372] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:44.669946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:44.670476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:44.670558] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:44.670591] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:44.704228] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:44.704347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:44.704384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:44.704412] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:44.707601] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: DOWN (p=26.74%) [2025-10-18T03:26:44.707924] [INFO ] [FORECASTER] Completed predict_future for LFT [2025-10-18T03:26:44.708060] [INFO ] [sig ] LFT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:44.844224] [INFO ] [LOCAL ] Saved forecast: LFT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LFT.txt [2025-10-18T03:26:44.844470] [INFO ] [sig ] [1076/2083] Completed LFT in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:44.844513] [INFO ] [sig ] [1077/2083] Forecasting LGI... [2025-10-18T03:26:44.844543] [INFO ] [sig ] Generating forecast for: LGI [2025-10-18T03:26:44.844574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-10-18T03:26:44.853192] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LGI'. [2025-10-18T03:26:44.853474] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-10-18T03:26:44.878062] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:44.878788] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-10-18T03:26:44.878843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:44.878876] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:44.878904] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:44.878959] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:44.895431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:44.896011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:44.896092] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:44.896125] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:44.929024] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:44.929129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:44.929166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:44.929194] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:44.932281] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=45.63%) [2025-10-18T03:26:44.932537] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-10-18T03:26:44.932686] [INFO ] [sig ] LGI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:45.069133] [INFO ] [LOCAL ] Saved forecast: LGI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LGI.txt [2025-10-18T03:26:45.069355] [INFO ] [sig ] [1077/2083] Completed LGI in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.1m [2025-10-18T03:26:45.069396] [INFO ] [sig ] [1078/2083] Forecasting LH... [2025-10-18T03:26:45.069427] [INFO ] [sig ] Generating forecast for: LH [2025-10-18T03:26:45.069458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-10-18T03:26:45.077395] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LH'. [2025-10-18T03:26:45.077723] [INFO ] [FORECASTER] Starting predict_future for LH [2025-10-18T03:26:45.102260] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:45.103010] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-10-18T03:26:45.103101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:45.103141] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:45.103169] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:45.103226] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:45.119835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:45.120422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:45.120508] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:45.120540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:45.154777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:45.154886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:45.154922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:45.154966] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:45.158060] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=37.66%) [2025-10-18T03:26:45.158328] [INFO ] [FORECASTER] Completed predict_future for LH [2025-10-18T03:26:45.158463] [INFO ] [sig ] LH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:45.295247] [INFO ] [LOCAL ] Saved forecast: LH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LH.txt [2025-10-18T03:26:45.295467] [INFO ] [sig ] [1078/2083] Completed LH in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.0m [2025-10-18T03:26:45.295509] [INFO ] [sig ] [1079/2083] Forecasting LHX... [2025-10-18T03:26:45.295539] [INFO ] [sig ] Generating forecast for: LHX [2025-10-18T03:26:45.295569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-10-18T03:26:45.303834] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LHX'. [2025-10-18T03:26:45.304125] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-10-18T03:26:45.328878] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:45.329571] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-10-18T03:26:45.329625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:45.329692] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:45.329733] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:45.329791] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:45.346394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:45.346982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:45.347062] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:45.347095] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:45.380199] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:45.380313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:45.380350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:45.380379] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:45.383516] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=61.12%) [2025-10-18T03:26:45.383817] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-10-18T03:26:45.383954] [INFO ] [sig ] LHX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:45.519934] [INFO ] [LOCAL ] Saved forecast: LHX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LHX.txt [2025-10-18T03:26:45.520149] [INFO ] [sig ] [1079/2083] Completed LHX in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.0m [2025-10-18T03:26:45.520190] [INFO ] [sig ] [1080/2083] Forecasting LII... [2025-10-18T03:26:45.520220] [INFO ] [sig ] Generating forecast for: LII [2025-10-18T03:26:45.520251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-10-18T03:26:45.528748] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LII'. [2025-10-18T03:26:45.529018] [INFO ] [FORECASTER] Starting predict_future for LII [2025-10-18T03:26:45.553538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:45.554265] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-10-18T03:26:45.554320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:45.554353] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:45.554381] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:45.554440] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:45.571093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:45.571615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:45.571719] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:45.571761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:45.605908] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:45.606018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:45.606055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:45.606083] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:45.609193] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=5.03%) [2025-10-18T03:26:45.609454] [INFO ] [FORECASTER] Completed predict_future for LII [2025-10-18T03:26:45.609583] [INFO ] [sig ] LII: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:45.746197] [INFO ] [LOCAL ] Saved forecast: LII 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LII.txt [2025-10-18T03:26:45.746409] [INFO ] [sig ] [1080/2083] Completed LII in 0.2s | 4.14 sym/s | Total: 4.3m | ETA: 4.0m [2025-10-18T03:26:45.746451] [INFO ] [sig ] [1081/2083] Forecasting LION... [2025-10-18T03:26:45.746482] [INFO ] [sig ] Generating forecast for: LION [2025-10-18T03:26:45.746512] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'. [2025-10-18T03:26:45.754804] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LION'. [2025-10-18T03:26:45.755082] [INFO ] [FORECASTER] Starting predict_future for LION [2025-10-18T03:26:45.779638] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:45.780415] [DEBUG] [LOCAL ] No optimal features file found for LION: ./output/feature-sets/LION.txt [2025-10-18T03:26:45.780469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:45.780501] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:45.780530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:45.780585] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:45.797108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:45.797663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:45.797798] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:45.797843] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:45.835225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:45.835385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:45.835425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:45.835453] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:45.838883] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: DOWN (p=29.16%) [2025-10-18T03:26:45.839162] [INFO ] [FORECASTER] Completed predict_future for LION [2025-10-18T03:26:45.839293] [INFO ] [sig ] LION: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:45.975808] [INFO ] [LOCAL ] Saved forecast: LION 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LION.txt [2025-10-18T03:26:45.976018] [INFO ] [sig ] [1081/2083] Completed LION in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:45.976059] [INFO ] [sig ] [1082/2083] Forecasting LITB... [2025-10-18T03:26:45.976090] [INFO ] [sig ] Generating forecast for: LITB [2025-10-18T03:26:45.976122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'. [2025-10-18T03:26:45.984031] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LITB'. [2025-10-18T03:26:45.984290] [INFO ] [FORECASTER] Starting predict_future for LITB [2025-10-18T03:26:46.008780] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:46.009470] [DEBUG] [LOCAL ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt [2025-10-18T03:26:46.009529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:46.009560] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:46.009588] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:46.009666] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:46.026339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:46.026952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:46.027033] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:46.027066] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:46.058704] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:46.058807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:46.058844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:46.058873] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:46.061965] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=0.72%) [2025-10-18T03:26:46.062221] [INFO ] [FORECASTER] Completed predict_future for LITB [2025-10-18T03:26:46.062348] [INFO ] [sig ] LITB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:46.198452] [INFO ] [LOCAL ] Saved forecast: LITB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LITB.txt [2025-10-18T03:26:46.198719] [INFO ] [sig ] [1082/2083] Completed LITB in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:46.198780] [INFO ] [sig ] [1083/2083] Forecasting LLY... [2025-10-18T03:26:46.198813] [INFO ] [sig ] Generating forecast for: LLY [2025-10-18T03:26:46.198844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-10-18T03:26:46.207264] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LLY'. [2025-10-18T03:26:46.207555] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-10-18T03:26:46.233465] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:46.234226] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-10-18T03:26:46.234283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:46.234317] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:46.234344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:46.234399] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:46.251251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:46.251808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:46.251886] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:46.251918] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:46.288777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:46.289018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:46.289072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:46.289103] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:46.292672] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-10-18T03:26:46.292967] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-10-18T03:26:46.293103] [INFO ] [sig ] LLY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:46.430355] [INFO ] [LOCAL ] Saved forecast: LLY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LLY.txt [2025-10-18T03:26:46.430635] [INFO ] [sig ] [1083/2083] Completed LLY in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:46.430729] [INFO ] [sig ] [1084/2083] Forecasting LMND... [2025-10-18T03:26:46.430768] [INFO ] [sig ] Generating forecast for: LMND [2025-10-18T03:26:46.430800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-10-18T03:26:46.439554] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LMND'. [2025-10-18T03:26:46.439929] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-10-18T03:26:46.465508] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:46.466296] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-10-18T03:26:46.466354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:46.466389] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:46.466425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:46.466484] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:46.483620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:46.484406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:46.484491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:46.484525] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:46.521714] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:46.521892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:46.521935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:46.521965] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:46.526725] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=41.97%) [2025-10-18T03:26:46.527000] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-10-18T03:26:46.527133] [INFO ] [sig ] LMND: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:46.665685] [INFO ] [LOCAL ] Saved forecast: LMND 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LMND.txt [2025-10-18T03:26:46.665942] [INFO ] [sig ] [1084/2083] Completed LMND in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:46.665985] [INFO ] [sig ] [1085/2083] Forecasting LNC... [2025-10-18T03:26:46.666016] [INFO ] [sig ] Generating forecast for: LNC [2025-10-18T03:26:46.666047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-10-18T03:26:46.674545] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LNC'. [2025-10-18T03:26:46.674907] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-10-18T03:26:46.700008] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:46.700778] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-10-18T03:26:46.700834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:46.700867] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:46.700895] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:46.700952] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:46.717937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:46.718898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:46.719000] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:46.719034] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:46.756187] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:46.756371] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:46.756413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:46.756460] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:46.760073] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=40.99%) [2025-10-18T03:26:46.760344] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-10-18T03:26:46.760474] [INFO ] [sig ] LNC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:46.903176] [INFO ] [LOCAL ] Saved forecast: LNC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LNC.txt [2025-10-18T03:26:46.903400] [INFO ] [sig ] [1085/2083] Completed LNC in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:46.903443] [INFO ] [sig ] [1086/2083] Forecasting LND... [2025-10-18T03:26:46.903473] [INFO ] [sig ] Generating forecast for: LND [2025-10-18T03:26:46.903504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-10-18T03:26:46.912258] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LND'. [2025-10-18T03:26:46.912544] [INFO ] [FORECASTER] Starting predict_future for LND [2025-10-18T03:26:46.937358] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:46.938128] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-10-18T03:26:46.938183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:46.938215] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:46.938244] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:46.938301] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:46.955134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:46.955727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:46.955811] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:46.955844] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:46.989695] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:46.989797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:46.989833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:46.989862] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:46.992984] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=40.94%) [2025-10-18T03:26:46.993239] [INFO ] [FORECASTER] Completed predict_future for LND [2025-10-18T03:26:46.993370] [INFO ] [sig ] LND: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:47.147413] [INFO ] [LOCAL ] Saved forecast: LND 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LND.txt [2025-10-18T03:26:47.147687] [INFO ] [sig ] [1086/2083] Completed LND in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:47.147772] [INFO ] [sig ] [1087/2083] Forecasting LNG... [2025-10-18T03:26:47.147823] [INFO ] [sig ] Generating forecast for: LNG [2025-10-18T03:26:47.147858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-10-18T03:26:47.156802] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LNG'. [2025-10-18T03:26:47.157105] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-10-18T03:26:47.185084] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:47.185849] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-10-18T03:26:47.185905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:47.185939] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:47.185967] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:47.186024] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:47.205479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:47.206234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:47.206323] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:47.206359] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:47.244935] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:47.245085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:47.245125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:47.245154] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:47.249232] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=96.31%) [2025-10-18T03:26:47.249527] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-10-18T03:26:47.249723] [INFO ] [sig ] LNG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:47.403473] [INFO ] [LOCAL ] Saved forecast: LNG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LNG.txt [2025-10-18T03:26:47.403718] [INFO ] [sig ] [1087/2083] Completed LNG in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:47.403813] [INFO ] [sig ] [1088/2083] Forecasting LNN... [2025-10-18T03:26:47.403853] [INFO ] [sig ] Generating forecast for: LNN [2025-10-18T03:26:47.403887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-10-18T03:26:47.412937] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LNN'. [2025-10-18T03:26:47.413269] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-10-18T03:26:47.441432] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:47.442450] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-10-18T03:26:47.442550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:47.442635] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:47.442725] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:47.442789] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:47.466021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:47.466958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:47.467045] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:47.467080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:47.508768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:47.508932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:47.509016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:47.509072] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:47.513590] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=29.70%) [2025-10-18T03:26:47.513906] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-10-18T03:26:47.514096] [INFO ] [sig ] LNN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:47.677984] [INFO ] [LOCAL ] Saved forecast: LNN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LNN.txt [2025-10-18T03:26:47.678239] [INFO ] [sig ] [1088/2083] Completed LNN in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:47.678282] [INFO ] [sig ] [1089/2083] Forecasting LOAR... [2025-10-18T03:26:47.678313] [INFO ] [sig ] Generating forecast for: LOAR [2025-10-18T03:26:47.678346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'. [2025-10-18T03:26:47.687028] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOAR'. [2025-10-18T03:26:47.687328] [INFO ] [FORECASTER] Starting predict_future for LOAR [2025-10-18T03:26:47.714368] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:47.715137] [DEBUG] [LOCAL ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt [2025-10-18T03:26:47.715191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:47.715226] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:47.715253] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:47.715310] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:47.732431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:47.732998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:47.733079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:47.733113] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:47.772823] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:47.772984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:47.773025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:47.773055] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:47.776551] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: UP (p=85.84%) [2025-10-18T03:26:47.776873] [INFO ] [FORECASTER] Completed predict_future for LOAR [2025-10-18T03:26:47.777016] [INFO ] [sig ] LOAR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:47.916101] [INFO ] [LOCAL ] Saved forecast: LOAR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LOAR.txt [2025-10-18T03:26:47.916336] [INFO ] [sig ] [1089/2083] Completed LOAR in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:47.916377] [INFO ] [sig ] [1090/2083] Forecasting LOB... [2025-10-18T03:26:47.916407] [INFO ] [sig ] Generating forecast for: LOB [2025-10-18T03:26:47.916438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-10-18T03:26:47.925569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOB'. [2025-10-18T03:26:47.925918] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-10-18T03:26:47.950830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:47.951476] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-10-18T03:26:47.951529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:47.951561] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:47.951588] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:47.951664] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:47.968397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:47.969016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:47.969095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:47.969128] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:48.003136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:48.003212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:48.003247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:48.003275] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:48.006230] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=63.76%) [2025-10-18T03:26:48.006472] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-10-18T03:26:48.006598] [INFO ] [sig ] LOB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:48.143019] [INFO ] [LOCAL ] Saved forecast: LOB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LOB.txt [2025-10-18T03:26:48.143234] [INFO ] [sig ] [1090/2083] Completed LOB in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:48.143280] [INFO ] [sig ] [1091/2083] Forecasting LOCL... [2025-10-18T03:26:48.143310] [INFO ] [sig ] Generating forecast for: LOCL [2025-10-18T03:26:48.143340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'. [2025-10-18T03:26:48.152332] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOCL'. [2025-10-18T03:26:48.152690] [INFO ] [FORECASTER] Starting predict_future for LOCL [2025-10-18T03:26:48.177706] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:48.178470] [DEBUG] [LOCAL ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt [2025-10-18T03:26:48.178537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:48.178576] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:48.178609] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:48.178696] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:48.195837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:48.196387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:48.196466] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:48.196499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:48.231162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:48.231274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:48.231311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:48.231339] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:48.234681] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=6.00%) [2025-10-18T03:26:48.234962] [INFO ] [FORECASTER] Completed predict_future for LOCL [2025-10-18T03:26:48.235100] [INFO ] [sig ] LOCL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:48.373845] [INFO ] [LOCAL ] Saved forecast: LOCL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LOCL.txt [2025-10-18T03:26:48.374105] [INFO ] [sig ] [1091/2083] Completed LOCL in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:48.374146] [INFO ] [sig ] [1092/2083] Forecasting LOMA... [2025-10-18T03:26:48.374176] [INFO ] [sig ] Generating forecast for: LOMA [2025-10-18T03:26:48.374207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-10-18T03:26:48.382522] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOMA'. [2025-10-18T03:26:48.382825] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-10-18T03:26:48.407840] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:48.408528] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-10-18T03:26:48.408594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:48.408634] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:48.408708] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:48.408775] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:48.425688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:48.426229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:48.426308] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:48.426340] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:48.462277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:48.462401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:48.462439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:48.462487] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:48.465829] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-10-18T03:26:48.466099] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-10-18T03:26:48.466233] [INFO ] [sig ] LOMA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:48.604396] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LOMA.txt [2025-10-18T03:26:48.604669] [INFO ] [sig ] [1092/2083] Completed LOMA in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:48.604738] [INFO ] [sig ] [1093/2083] Forecasting LOW... [2025-10-18T03:26:48.604770] [INFO ] [sig ] Generating forecast for: LOW [2025-10-18T03:26:48.604801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'. [2025-10-18T03:26:48.614165] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOW'. [2025-10-18T03:26:48.614498] [INFO ] [FORECASTER] Starting predict_future for LOW [2025-10-18T03:26:48.639553] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:48.640245] [DEBUG] [LOCAL ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt [2025-10-18T03:26:48.640298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:48.640330] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:48.640357] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:48.640413] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:48.657395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:48.658032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:48.658110] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:48.658143] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:48.696068] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:48.696175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:48.696211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:48.696240] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:48.699408] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: UP (p=94.40%) [2025-10-18T03:26:48.699692] [INFO ] [FORECASTER] Completed predict_future for LOW [2025-10-18T03:26:48.699832] [INFO ] [sig ] LOW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:48.838555] [INFO ] [LOCAL ] Saved forecast: LOW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LOW.txt [2025-10-18T03:26:48.838806] [INFO ] [sig ] [1093/2083] Completed LOW in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:48.838865] [INFO ] [sig ] [1094/2083] Forecasting LPG... [2025-10-18T03:26:48.838898] [INFO ] [sig ] Generating forecast for: LPG [2025-10-18T03:26:48.838929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-10-18T03:26:48.847700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LPG'. [2025-10-18T03:26:48.848137] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-10-18T03:26:48.873513] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:48.874326] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-10-18T03:26:48.874383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:48.874417] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:48.874445] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:48.874563] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:48.891774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:48.892609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:48.892720] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:48.892763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:48.935005] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:48.935176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:48.935219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:48.935248] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:48.938816] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=76.39%) [2025-10-18T03:26:48.939106] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-10-18T03:26:48.939245] [INFO ] [sig ] LPG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:49.084079] [INFO ] [LOCAL ] Saved forecast: LPG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LPG.txt [2025-10-18T03:26:49.084280] [INFO ] [sig ] [1094/2083] Completed LPG in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:49.084320] [INFO ] [sig ] [1095/2083] Forecasting LPL... [2025-10-18T03:26:49.084351] [INFO ] [sig ] Generating forecast for: LPL [2025-10-18T03:26:49.084381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-10-18T03:26:49.092573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LPL'. [2025-10-18T03:26:49.092855] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-10-18T03:26:49.117589] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:49.118317] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-10-18T03:26:49.118372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:49.118406] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:49.118433] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:49.118497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:49.135502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:49.136067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:49.136150] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:49.136184] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:49.171541] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:49.171635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:49.171711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:49.171746] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:49.174920] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=65.72%) [2025-10-18T03:26:49.175174] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-10-18T03:26:49.175297] [INFO ] [sig ] LPL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:49.316117] [INFO ] [LOCAL ] Saved forecast: LPL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LPL.txt [2025-10-18T03:26:49.316316] [INFO ] [sig ] [1095/2083] Completed LPL in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:49.316357] [INFO ] [sig ] [1096/2083] Forecasting LPX... [2025-10-18T03:26:49.316387] [INFO ] [sig ] Generating forecast for: LPX [2025-10-18T03:26:49.316417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-10-18T03:26:49.327214] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LPX'. [2025-10-18T03:26:49.327719] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-10-18T03:26:49.355621] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:49.356539] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-10-18T03:26:49.356604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:49.356662] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:49.356717] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:49.356780] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:49.374363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:49.375027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:49.375128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:49.375167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:49.421058] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:49.421258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:49.421309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:49.421341] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:49.425122] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=95.15%) [2025-10-18T03:26:49.425419] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-10-18T03:26:49.425571] [INFO ] [sig ] LPX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:49.580446] [INFO ] [LOCAL ] Saved forecast: LPX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LPX.txt [2025-10-18T03:26:49.580900] [INFO ] [sig ] [1096/2083] Completed LPX in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:49.580966] [INFO ] [sig ] [1097/2083] Forecasting LRN... [2025-10-18T03:26:49.581000] [INFO ] [sig ] Generating forecast for: LRN [2025-10-18T03:26:49.581036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'. [2025-10-18T03:26:49.591606] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LRN'. [2025-10-18T03:26:49.592036] [INFO ] [FORECASTER] Starting predict_future for LRN [2025-10-18T03:26:49.618718] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:49.619542] [DEBUG] [LOCAL ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt [2025-10-18T03:26:49.619600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:49.619636] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:49.619720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:49.619787] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:49.637763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:49.638930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:49.639030] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:49.639066] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:49.685883] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:49.686124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:49.686225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:49.686258] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:49.691722] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: DOWN (p=33.29%) [2025-10-18T03:26:49.692038] [INFO ] [FORECASTER] Completed predict_future for LRN [2025-10-18T03:26:49.692199] [INFO ] [sig ] LRN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:49.836706] [INFO ] [LOCAL ] Saved forecast: LRN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LRN.txt [2025-10-18T03:26:49.837061] [INFO ] [sig ] [1097/2083] Completed LRN in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:49.837116] [INFO ] [sig ] [1098/2083] Forecasting LSPD... [2025-10-18T03:26:49.837151] [INFO ] [sig ] Generating forecast for: LSPD [2025-10-18T03:26:49.837185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-10-18T03:26:49.847706] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LSPD'. [2025-10-18T03:26:49.848239] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-10-18T03:26:49.875928] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:49.876951] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-10-18T03:26:49.877015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:49.877051] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:49.877080] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:49.877140] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:49.894570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:49.895441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:49.895541] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:49.895576] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:49.938979] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:49.939186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:49.939230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:49.939258] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:49.943336] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=15.69%) [2025-10-18T03:26:49.943629] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-10-18T03:26:49.943821] [INFO ] [sig ] LSPD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:50.085557] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LSPD.txt [2025-10-18T03:26:50.085929] [INFO ] [sig ] [1098/2083] Completed LSPD in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:50.085985] [INFO ] [sig ] [1099/2083] Forecasting LTC... [2025-10-18T03:26:50.086017] [INFO ] [sig ] Generating forecast for: LTC [2025-10-18T03:26:50.086049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-10-18T03:26:50.096345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LTC'. [2025-10-18T03:26:50.096845] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-10-18T03:26:50.122686] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:50.123438] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-10-18T03:26:50.123494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:50.123528] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:50.123556] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:50.123613] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:50.140561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:50.141234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:50.141322] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:50.141355] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:50.187337] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:50.187545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:50.187590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:50.187677] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:50.191379] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=7.45%) [2025-10-18T03:26:50.191693] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-10-18T03:26:50.191851] [INFO ] [sig ] LTC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:50.333606] [INFO ] [LOCAL ] Saved forecast: LTC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LTC.txt [2025-10-18T03:26:50.334000] [INFO ] [sig ] [1099/2083] Completed LTC in 0.2s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:50.334048] [INFO ] [sig ] [1100/2083] Forecasting LTH... [2025-10-18T03:26:50.334078] [INFO ] [sig ] Generating forecast for: LTH [2025-10-18T03:26:50.334111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-10-18T03:26:50.344441] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LTH'. [2025-10-18T03:26:50.344842] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-10-18T03:26:50.372223] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:50.373147] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-10-18T03:26:50.373208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:50.373245] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:50.373276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:50.373336] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:50.391398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:50.392144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:50.392263] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:50.392319] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:50.437535] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:50.437810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:50.437871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:50.437903] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:50.442432] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=98.17%) [2025-10-18T03:26:50.442801] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-10-18T03:26:50.442979] [INFO ] [sig ] LTH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:50.588329] [INFO ] [LOCAL ] Saved forecast: LTH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LTH.txt [2025-10-18T03:26:50.588768] [INFO ] [sig ] [1100/2083] Completed LTH in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:50.588834] [INFO ] [sig ] [1101/2083] Forecasting LTM... [2025-10-18T03:26:50.588869] [INFO ] [sig ] Generating forecast for: LTM [2025-10-18T03:26:50.588904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'. [2025-10-18T03:26:50.598967] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LTM'. [2025-10-18T03:26:50.599377] [INFO ] [FORECASTER] Starting predict_future for LTM [2025-10-18T03:26:50.625604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:50.626523] [DEBUG] [LOCAL ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt [2025-10-18T03:26:50.626591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:50.626628] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:50.626705] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:50.626806] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:50.646354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:50.647130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:50.647222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:50.647255] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:50.691689] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:50.691952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:50.692002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:50.692031] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:50.696002] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: UP (p=54.77%) [2025-10-18T03:26:50.696308] [INFO ] [FORECASTER] Completed predict_future for LTM [2025-10-18T03:26:50.696451] [INFO ] [sig ] LTM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:50.840303] [INFO ] [LOCAL ] Saved forecast: LTM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LTM.txt [2025-10-18T03:26:50.840887] [INFO ] [sig ] [1101/2083] Completed LTM in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:50.840961] [INFO ] [sig ] [1102/2083] Forecasting LU... [2025-10-18T03:26:50.840995] [INFO ] [sig ] Generating forecast for: LU [2025-10-18T03:26:50.841029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'. [2025-10-18T03:26:50.852037] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LU'. [2025-10-18T03:26:50.852705] [INFO ] [FORECASTER] Starting predict_future for LU [2025-10-18T03:26:50.881231] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:50.882187] [DEBUG] [LOCAL ] No optimal features file found for LU: ./output/feature-sets/LU.txt [2025-10-18T03:26:50.882246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:50.882281] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:50.882311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:50.882371] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:50.900602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:50.901496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:50.901602] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:50.901637] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:50.950048] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:50.950299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:50.950346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:50.950377] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:50.954695] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=22.84%) [2025-10-18T03:26:50.955023] [INFO ] [FORECASTER] Completed predict_future for LU [2025-10-18T03:26:50.955181] [INFO ] [sig ] LU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:51.112701] [INFO ] [LOCAL ] Saved forecast: LU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LU.txt [2025-10-18T03:26:51.113082] [INFO ] [sig ] [1102/2083] Completed LU in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 4.0m [2025-10-18T03:26:51.113155] [INFO ] [sig ] [1103/2083] Forecasting LUCK... [2025-10-18T03:26:51.113195] [INFO ] [sig ] Generating forecast for: LUCK [2025-10-18T03:26:51.113231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUCK' from 'https://tdm.silogroup.org/data/derivative_storage/LUCK.csv'. [2025-10-18T03:26:51.123205] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LUCK'. [2025-10-18T03:26:51.123742] [INFO ] [FORECASTER] Starting predict_future for LUCK [2025-10-18T03:26:51.151896] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:51.152995] [DEBUG] [LOCAL ] No optimal features file found for LUCK: ./output/feature-sets/LUCK.txt [2025-10-18T03:26:51.153062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:51.153103] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:51.153134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:51.153196] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:51.171345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:51.172202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:51.172298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:51.172331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:51.216936] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:51.217180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:51.217263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:51.217329] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:51.221712] [DEBUG] [FORECASTER] LUCK: Forecast T+1@11:T+2@11: UP (p=99.48%) [2025-10-18T03:26:51.222048] [INFO ] [FORECASTER] Completed predict_future for LUCK [2025-10-18T03:26:51.222206] [INFO ] [sig ] LUCK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:51.373503] [INFO ] [LOCAL ] Saved forecast: LUCK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LUCK.txt [2025-10-18T03:26:51.373836] [INFO ] [sig ] [1103/2083] Completed LUCK in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 3.9m [2025-10-18T03:26:51.373899] [INFO ] [sig ] [1104/2083] Forecasting LUMN... [2025-10-18T03:26:51.373933] [INFO ] [sig ] Generating forecast for: LUMN [2025-10-18T03:26:51.373966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-10-18T03:26:51.383605] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LUMN'. [2025-10-18T03:26:51.384117] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-10-18T03:26:51.410625] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:51.411460] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-10-18T03:26:51.411517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:51.411554] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:51.411583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:51.411664] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:51.429189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:51.429926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:51.430021] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:51.430056] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:51.477674] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:51.477926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:51.477976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:51.478009] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:51.481944] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=48.78%) [2025-10-18T03:26:51.482235] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-10-18T03:26:51.482387] [INFO ] [sig ] LUMN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:51.631833] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LUMN.txt [2025-10-18T03:26:51.632215] [INFO ] [sig ] [1104/2083] Completed LUMN in 0.3s | 4.14 sym/s | Total: 4.4m | ETA: 3.9m [2025-10-18T03:26:51.632263] [INFO ] [sig ] [1105/2083] Forecasting LUV... [2025-10-18T03:26:51.632301] [INFO ] [sig ] Generating forecast for: LUV [2025-10-18T03:26:51.632337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'. [2025-10-18T03:26:51.642470] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LUV'. [2025-10-18T03:26:51.642865] [INFO ] [FORECASTER] Starting predict_future for LUV [2025-10-18T03:26:51.669033] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:51.669896] [DEBUG] [LOCAL ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt [2025-10-18T03:26:51.669953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:51.669989] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:51.670017] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:51.670077] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:51.688546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:51.689442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:51.689543] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:51.689578] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:51.735426] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:51.735665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:51.735730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:51.735765] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:51.739519] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=85.71%) [2025-10-18T03:26:51.739854] [INFO ] [FORECASTER] Completed predict_future for LUV [2025-10-18T03:26:51.740015] [INFO ] [sig ] LUV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:51.888922] [INFO ] [LOCAL ] Saved forecast: LUV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LUV.txt [2025-10-18T03:26:51.889236] [INFO ] [sig ] [1105/2083] Completed LUV in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:51.889281] [INFO ] [sig ] [1106/2083] Forecasting LVS... [2025-10-18T03:26:51.889311] [INFO ] [sig ] Generating forecast for: LVS [2025-10-18T03:26:51.889345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-10-18T03:26:51.899796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LVS'. [2025-10-18T03:26:51.900246] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-10-18T03:26:51.927344] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:51.928366] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-10-18T03:26:51.928428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:51.928466] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:51.928495] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:51.928556] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:51.946298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:51.947082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:51.947176] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:51.947211] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:51.991269] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:51.991518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:51.991562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:51.991594] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:51.996084] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=25.44%) [2025-10-18T03:26:51.996594] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-10-18T03:26:51.996833] [INFO ] [sig ] LVS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:52.143804] [INFO ] [LOCAL ] Saved forecast: LVS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LVS.txt [2025-10-18T03:26:52.144208] [INFO ] [sig ] [1106/2083] Completed LVS in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:52.144269] [INFO ] [sig ] [1107/2083] Forecasting LVWR... [2025-10-18T03:26:52.144302] [INFO ] [sig ] Generating forecast for: LVWR [2025-10-18T03:26:52.144335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'. [2025-10-18T03:26:52.154660] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LVWR'. [2025-10-18T03:26:52.155045] [INFO ] [FORECASTER] Starting predict_future for LVWR [2025-10-18T03:26:52.181565] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:52.182382] [DEBUG] [LOCAL ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt [2025-10-18T03:26:52.182439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:52.182473] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:52.182566] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:52.182636] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:52.200270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:52.200952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:52.201042] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:52.201077] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:52.245403] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:52.245670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:52.245738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:52.245772] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:52.249909] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=11.88%) [2025-10-18T03:26:52.250241] [INFO ] [FORECASTER] Completed predict_future for LVWR [2025-10-18T03:26:52.250401] [INFO ] [sig ] LVWR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:52.399857] [INFO ] [LOCAL ] Saved forecast: LVWR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LVWR.txt [2025-10-18T03:26:52.400191] [INFO ] [sig ] [1107/2083] Completed LVWR in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:52.400235] [INFO ] [sig ] [1108/2083] Forecasting LW... [2025-10-18T03:26:52.400268] [INFO ] [sig ] Generating forecast for: LW [2025-10-18T03:26:52.400301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'. [2025-10-18T03:26:52.410166] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LW'. [2025-10-18T03:26:52.410567] [INFO ] [FORECASTER] Starting predict_future for LW [2025-10-18T03:26:52.436815] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:52.437576] [DEBUG] [LOCAL ] No optimal features file found for LW: ./output/feature-sets/LW.txt [2025-10-18T03:26:52.437630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:52.437701] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:52.437770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:52.437850] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:52.455339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:52.456035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:52.456128] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:52.456170] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:52.503183] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:52.503405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:52.503450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:52.503480] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:52.507716] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=41.75%) [2025-10-18T03:26:52.508083] [INFO ] [FORECASTER] Completed predict_future for LW [2025-10-18T03:26:52.508241] [INFO ] [sig ] LW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:52.650922] [INFO ] [LOCAL ] Saved forecast: LW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LW.txt [2025-10-18T03:26:52.651334] [INFO ] [sig ] [1108/2083] Completed LW in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:52.651387] [INFO ] [sig ] [1109/2083] Forecasting LXFR... [2025-10-18T03:26:52.651419] [INFO ] [sig ] Generating forecast for: LXFR [2025-10-18T03:26:52.651453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'. [2025-10-18T03:26:52.661489] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LXFR'. [2025-10-18T03:26:52.662044] [INFO ] [FORECASTER] Starting predict_future for LXFR [2025-10-18T03:26:52.689265] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:52.690136] [DEBUG] [LOCAL ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt [2025-10-18T03:26:52.690195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:52.690232] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:52.690261] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:52.690498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:52.707947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:52.708732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:52.708828] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:52.708863] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:52.752789] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:52.753020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:52.753064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:52.753095] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:52.757287] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: UP (p=73.83%) [2025-10-18T03:26:52.757720] [INFO ] [FORECASTER] Completed predict_future for LXFR [2025-10-18T03:26:52.757922] [INFO ] [sig ] LXFR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:52.908553] [INFO ] [LOCAL ] Saved forecast: LXFR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LXFR.txt [2025-10-18T03:26:52.908973] [INFO ] [sig ] [1109/2083] Completed LXFR in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:52.909032] [INFO ] [sig ] [1110/2083] Forecasting LXP... [2025-10-18T03:26:52.909067] [INFO ] [sig ] Generating forecast for: LXP [2025-10-18T03:26:52.909101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-10-18T03:26:52.919407] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LXP'. [2025-10-18T03:26:52.919831] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-10-18T03:26:52.944705] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:52.945416] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-10-18T03:26:52.945470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:52.945503] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:52.945531] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:52.945586] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:52.962185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:52.962775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:52.962861] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:52.962894] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:53.002808] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:53.002945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:53.002982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:53.003011] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:53.009395] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=77.29%) [2025-10-18T03:26:53.009957] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-10-18T03:26:53.010153] [INFO ] [sig ] LXP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:53.146469] [INFO ] [LOCAL ] Saved forecast: LXP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LXP.txt [2025-10-18T03:26:53.146733] [INFO ] [sig ] [1110/2083] Completed LXP in 0.2s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:53.146794] [INFO ] [sig ] [1111/2083] Forecasting LXU... [2025-10-18T03:26:53.146826] [INFO ] [sig ] Generating forecast for: LXU [2025-10-18T03:26:53.146857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'. [2025-10-18T03:26:53.157291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LXU'. [2025-10-18T03:26:53.157792] [INFO ] [FORECASTER] Starting predict_future for LXU [2025-10-18T03:26:53.183952] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:53.184693] [DEBUG] [LOCAL ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt [2025-10-18T03:26:53.184751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:53.184787] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:53.184814] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:53.184873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:53.201923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:53.202537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:53.202628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:53.202700] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:53.245299] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:53.245547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:53.245594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:53.245626] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:53.249994] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=35.84%) [2025-10-18T03:26:53.250311] [INFO ] [FORECASTER] Completed predict_future for LXU [2025-10-18T03:26:53.250472] [INFO ] [sig ] LXU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:53.393012] [INFO ] [LOCAL ] Saved forecast: LXU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LXU.txt [2025-10-18T03:26:53.393343] [INFO ] [sig ] [1111/2083] Completed LXU in 0.2s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:53.393387] [INFO ] [sig ] [1112/2083] Forecasting LYB... [2025-10-18T03:26:53.393425] [INFO ] [sig ] Generating forecast for: LYB [2025-10-18T03:26:53.393458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-10-18T03:26:53.403126] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LYB'. [2025-10-18T03:26:53.403500] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-10-18T03:26:53.429466] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:53.430314] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-10-18T03:26:53.430371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:53.430407] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:53.430435] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:53.430505] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:53.448269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:53.448975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:53.449065] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:53.449099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:53.493709] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:53.493946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:53.493994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:53.494025] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:53.497991] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=41.83%) [2025-10-18T03:26:53.498322] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-10-18T03:26:53.498482] [INFO ] [sig ] LYB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:53.645360] [INFO ] [LOCAL ] Saved forecast: LYB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LYB.txt [2025-10-18T03:26:53.645741] [INFO ] [sig ] [1112/2083] Completed LYB in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:53.645806] [INFO ] [sig ] [1113/2083] Forecasting LYG... [2025-10-18T03:26:53.645841] [INFO ] [sig ] Generating forecast for: LYG [2025-10-18T03:26:53.645875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-10-18T03:26:53.655706] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LYG'. [2025-10-18T03:26:53.656130] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-10-18T03:26:53.682305] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:53.683149] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-10-18T03:26:53.683207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:53.683243] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:53.683274] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:53.683334] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:53.700774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:53.701459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:53.701551] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:53.701585] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:53.745150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:53.745396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:53.745442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:53.745478] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:53.749758] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-10-18T03:26:53.750236] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-10-18T03:26:53.750423] [INFO ] [sig ] LYG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:53.939826] [INFO ] [LOCAL ] Saved forecast: LYG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LYG.txt [2025-10-18T03:26:53.940338] [INFO ] [sig ] [1113/2083] Completed LYG in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:53.940408] [INFO ] [sig ] [1114/2083] Forecasting LYV... [2025-10-18T03:26:53.940444] [INFO ] [sig ] Generating forecast for: LYV [2025-10-18T03:26:53.940484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'. [2025-10-18T03:26:53.952160] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LYV'. [2025-10-18T03:26:53.953051] [INFO ] [FORECASTER] Starting predict_future for LYV [2025-10-18T03:26:53.983525] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:53.984525] [DEBUG] [LOCAL ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt [2025-10-18T03:26:53.984583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:53.984619] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:53.984697] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:53.984873] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:54.003613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:54.004763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:54.004858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:54.004893] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:54.040571] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:54.040750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:54.040801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:54.040832] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:54.044401] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=97.23%) [2025-10-18T03:26:54.044719] [INFO ] [FORECASTER] Completed predict_future for LYV [2025-10-18T03:26:54.044870] [INFO ] [sig ] LYV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:54.182552] [INFO ] [LOCAL ] Saved forecast: LYV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LYV.txt [2025-10-18T03:26:54.182838] [INFO ] [sig ] [1114/2083] Completed LYV in 0.2s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:54.182899] [INFO ] [sig ] [1115/2083] Forecasting LZB... [2025-10-18T03:26:54.182932] [INFO ] [sig ] Generating forecast for: LZB [2025-10-18T03:26:54.182963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-10-18T03:26:54.191401] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LZB'. [2025-10-18T03:26:54.191715] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-10-18T03:26:54.216719] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:54.217491] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-10-18T03:26:54.217552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:54.217585] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:54.217613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:54.217691] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:54.234594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:54.235339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:54.235448] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:54.235483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:54.282884] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:54.283136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:54.283185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:54.283215] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:54.287381] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=9.27%) [2025-10-18T03:26:54.287717] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-10-18T03:26:54.287920] [INFO ] [sig ] LZB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:54.428089] [INFO ] [LOCAL ] Saved forecast: LZB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/LZB.txt [2025-10-18T03:26:54.428359] [INFO ] [sig ] [1115/2083] Completed LZB in 0.2s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:54.428402] [INFO ] [sig ] [1116/2083] Forecasting LZM... [2025-10-18T03:26:54.428432] [INFO ] [sig ] Generating forecast for: LZM [2025-10-18T03:26:54.428463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-10-18T03:26:54.437825] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LZM'. [2025-10-18T03:26:54.438227] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-10-18T03:26:54.463992] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:54.464812] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-10-18T03:26:54.464867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:54.464901] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:54.464928] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:54.464987] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:54.482042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:54.482806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:54.482892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:54.482926] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:54.521947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:54.522147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:54.522192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:54.522222] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:54.525945] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=84.28%) [2025-10-18T03:26:54.526216] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-10-18T03:26:54.526361] [INFO ] [sig ] LZM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:54.665331] [INFO ] [LOCAL ] Saved forecast: LZM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/LZM.txt [2025-10-18T03:26:54.665550] [INFO ] [sig ] [1116/2083] Completed LZM in 0.2s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:54.665592] [INFO ] [sig ] [1117/2083] Forecasting M... [2025-10-18T03:26:54.665621] [INFO ] [sig ] Generating forecast for: M [2025-10-18T03:26:54.665685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-10-18T03:26:54.675049] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'M'. [2025-10-18T03:26:54.675388] [INFO ] [FORECASTER] Starting predict_future for M [2025-10-18T03:26:54.700343] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:54.701109] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-10-18T03:26:54.701181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:54.701214] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:54.701242] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:54.701298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:54.718070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:54.718675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:54.718764] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:54.718797] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:54.760794] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:54.760916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:54.760953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:54.760981] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:54.764414] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=20.00%) [2025-10-18T03:26:54.764716] [INFO ] [FORECASTER] Completed predict_future for M [2025-10-18T03:26:54.764869] [INFO ] [sig ] M: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:54.938543] [INFO ] [LOCAL ] Saved forecast: M 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/M.txt [2025-10-18T03:26:54.938856] [INFO ] [sig ] [1117/2083] Completed M in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:54.938920] [INFO ] [sig ] [1118/2083] Forecasting MA... [2025-10-18T03:26:54.938954] [INFO ] [sig ] Generating forecast for: MA [2025-10-18T03:26:54.938988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-10-18T03:26:54.948413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MA'. [2025-10-18T03:26:54.948791] [INFO ] [FORECASTER] Starting predict_future for MA [2025-10-18T03:26:54.977927] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:54.978704] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-10-18T03:26:54.978766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:54.978802] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:54.978831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:54.978889] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:54.999809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:55.000971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:55.001064] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:55.001099] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:55.043994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:55.044116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:55.044155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:55.044185] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:55.047638] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=66.99%) [2025-10-18T03:26:55.047988] [INFO ] [FORECASTER] Completed predict_future for MA [2025-10-18T03:26:55.048139] [INFO ] [sig ] MA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:55.210155] [INFO ] [LOCAL ] Saved forecast: MA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MA.txt [2025-10-18T03:26:55.210434] [INFO ] [sig ] [1118/2083] Completed MA in 0.3s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:55.210495] [INFO ] [sig ] [1119/2083] Forecasting MAA... [2025-10-18T03:26:55.210530] [INFO ] [sig ] Generating forecast for: MAA [2025-10-18T03:26:55.210570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-10-18T03:26:55.220163] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAA'. [2025-10-18T03:26:55.220500] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-10-18T03:26:55.245442] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:55.246152] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-10-18T03:26:55.246206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:55.246238] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:55.246265] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:55.246360] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:55.263218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:55.263783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:55.263862] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:55.263895] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:55.303826] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:55.303901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:55.303937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:55.303965] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:55.306957] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-10-18T03:26:55.307208] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-10-18T03:26:55.307351] [INFO ] [sig ] MAA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:55.444533] [INFO ] [LOCAL ] Saved forecast: MAA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MAA.txt [2025-10-18T03:26:55.444773] [INFO ] [sig ] [1119/2083] Completed MAA in 0.2s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:55.444838] [INFO ] [sig ] [1120/2083] Forecasting MAC... [2025-10-18T03:26:55.444870] [INFO ] [sig ] Generating forecast for: MAC [2025-10-18T03:26:55.444899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-10-18T03:26:55.454502] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAC'. [2025-10-18T03:26:55.454786] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-10-18T03:26:55.479553] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:55.480230] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-10-18T03:26:55.480285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:55.480371] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:55.480409] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:55.480467] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:55.497132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:55.497639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:55.497766] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:55.497821] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:55.537023] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:55.537213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:55.537256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:55.537285] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:55.540913] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-10-18T03:26:55.541228] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-10-18T03:26:55.541397] [INFO ] [sig ] MAC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:55.684369] [INFO ] [LOCAL ] Saved forecast: MAC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MAC.txt [2025-10-18T03:26:55.684583] [INFO ] [sig ] [1120/2083] Completed MAC in 0.2s | 4.14 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:55.684625] [INFO ] [sig ] [1121/2083] Forecasting MAGN... [2025-10-18T03:26:55.684712] [INFO ] [sig ] Generating forecast for: MAGN [2025-10-18T03:26:55.684769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'. [2025-10-18T03:26:55.694547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAGN'. [2025-10-18T03:26:55.694958] [INFO ] [FORECASTER] Starting predict_future for MAGN [2025-10-18T03:26:55.723882] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:55.724840] [DEBUG] [LOCAL ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt [2025-10-18T03:26:55.724901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:55.724973] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:55.725047] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:55.725132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:55.744031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:55.744603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:55.744793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:55.744857] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:55.787451] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:55.787628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:55.787713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:55.787786] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:55.791397] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: UP (p=88.46%) [2025-10-18T03:26:55.791730] [INFO ] [FORECASTER] Completed predict_future for MAGN [2025-10-18T03:26:55.791903] [INFO ] [sig ] MAGN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:55.962092] [INFO ] [LOCAL ] Saved forecast: MAGN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MAGN.txt [2025-10-18T03:26:55.962409] [INFO ] [sig ] [1121/2083] Completed MAGN in 0.3s | 4.13 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:55.962473] [INFO ] [sig ] [1122/2083] Forecasting MAIN... [2025-10-18T03:26:55.962509] [INFO ] [sig ] Generating forecast for: MAIN [2025-10-18T03:26:55.962544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'. [2025-10-18T03:26:55.972001] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAIN'. [2025-10-18T03:26:55.972315] [INFO ] [FORECASTER] Starting predict_future for MAIN [2025-10-18T03:26:55.997257] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:55.997988] [DEBUG] [LOCAL ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt [2025-10-18T03:26:55.998043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:55.998077] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:55.998105] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:55.998162] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:56.015197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:56.015746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:56.015832] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:56.015879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:56.056738] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:56.056819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:56.056853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:56.056881] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:56.059938] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: DOWN (p=21.06%) [2025-10-18T03:26:56.060191] [INFO ] [FORECASTER] Completed predict_future for MAIN [2025-10-18T03:26:56.060326] [INFO ] [sig ] MAIN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:56.198090] [INFO ] [LOCAL ] Saved forecast: MAIN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MAIN.txt [2025-10-18T03:26:56.198309] [INFO ] [sig ] [1122/2083] Completed MAIN in 0.2s | 4.13 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:56.198349] [INFO ] [sig ] [1123/2083] Forecasting MAN... [2025-10-18T03:26:56.198378] [INFO ] [sig ] Generating forecast for: MAN [2025-10-18T03:26:56.198408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-10-18T03:26:56.208554] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAN'. [2025-10-18T03:26:56.208971] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-10-18T03:26:56.238538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:56.239502] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-10-18T03:26:56.239563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:56.239598] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:56.239627] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:56.239750] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:56.260360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:56.261266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:56.261371] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:56.261418] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:56.306328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:56.306498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:56.306557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:56.306590] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:56.310510] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=45.67%) [2025-10-18T03:26:56.310836] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-10-18T03:26:56.310990] [INFO ] [sig ] MAN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:56.472815] [INFO ] [LOCAL ] Saved forecast: MAN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MAN.txt [2025-10-18T03:26:56.473147] [INFO ] [sig ] [1123/2083] Completed MAN in 0.3s | 4.13 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:56.473222] [INFO ] [sig ] [1124/2083] Forecasting MANU... [2025-10-18T03:26:56.473296] [INFO ] [sig ] Generating forecast for: MANU [2025-10-18T03:26:56.473374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'. [2025-10-18T03:26:56.482659] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MANU'. [2025-10-18T03:26:56.482951] [INFO ] [FORECASTER] Starting predict_future for MANU [2025-10-18T03:26:56.510574] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:56.511359] [DEBUG] [LOCAL ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt [2025-10-18T03:26:56.511431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:56.511468] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:56.511502] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:56.511582] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:56.532122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:56.532786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:56.532878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:56.532913] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:56.575767] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:56.575898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:56.575938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:56.575969] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:56.579880] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: UP (p=51.93%) [2025-10-18T03:26:56.580161] [INFO ] [FORECASTER] Completed predict_future for MANU [2025-10-18T03:26:56.580315] [INFO ] [sig ] MANU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:56.738202] [INFO ] [LOCAL ] Saved forecast: MANU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MANU.txt [2025-10-18T03:26:56.738469] [INFO ] [sig ] [1124/2083] Completed MANU in 0.3s | 4.13 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:56.738512] [INFO ] [sig ] [1125/2083] Forecasting MAS... [2025-10-18T03:26:56.738544] [INFO ] [sig ] Generating forecast for: MAS [2025-10-18T03:26:56.738577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-10-18T03:26:56.748229] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAS'. [2025-10-18T03:26:56.748560] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-10-18T03:26:56.774097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:56.774836] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-10-18T03:26:56.774891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:56.774924] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:56.774952] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:56.775008] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:56.791634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:56.792219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:56.792314] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:56.792367] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:56.831459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:56.831540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:56.831574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:56.831602] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:56.834603] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=90.22%) [2025-10-18T03:26:56.834883] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-10-18T03:26:56.835023] [INFO ] [sig ] MAS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:56.973501] [INFO ] [LOCAL ] Saved forecast: MAS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MAS.txt [2025-10-18T03:26:56.973760] [INFO ] [sig ] [1125/2083] Completed MAS in 0.2s | 4.13 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:56.973819] [INFO ] [sig ] [1126/2083] Forecasting MATV... [2025-10-18T03:26:56.973853] [INFO ] [sig ] Generating forecast for: MATV [2025-10-18T03:26:56.973884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'. [2025-10-18T03:26:56.982414] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MATV'. [2025-10-18T03:26:56.982717] [INFO ] [FORECASTER] Starting predict_future for MATV [2025-10-18T03:26:57.007228] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:57.007970] [DEBUG] [LOCAL ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt [2025-10-18T03:26:57.008024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:57.008056] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:57.008082] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:57.008138] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:57.025078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:57.025596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:57.025696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:57.025748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:57.061845] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:57.061935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:57.061970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:57.061997] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:57.064987] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=9.75%) [2025-10-18T03:26:57.065240] [INFO ] [FORECASTER] Completed predict_future for MATV [2025-10-18T03:26:57.065769] [INFO ] [sig ] MATV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:57.203134] [INFO ] [LOCAL ] Saved forecast: MATV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MATV.txt [2025-10-18T03:26:57.203341] [INFO ] [sig ] [1126/2083] Completed MATV in 0.2s | 4.13 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:57.203381] [INFO ] [sig ] [1127/2083] Forecasting MATX... [2025-10-18T03:26:57.203410] [INFO ] [sig ] Generating forecast for: MATX [2025-10-18T03:26:57.203439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-10-18T03:26:57.212195] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MATX'. [2025-10-18T03:26:57.212467] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-10-18T03:26:57.237013] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:57.237686] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-10-18T03:26:57.237760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:57.237812] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:57.237843] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:57.237899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:57.254482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:57.255043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:57.255122] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:57.255155] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:57.294880] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:57.294976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:57.295012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:57.295039] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:57.298093] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: UP (p=99.09%) [2025-10-18T03:26:57.298345] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-10-18T03:26:57.298493] [INFO ] [sig ] MATX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:57.435397] [INFO ] [LOCAL ] Saved forecast: MATX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MATX.txt [2025-10-18T03:26:57.435624] [INFO ] [sig ] [1127/2083] Completed MATX in 0.2s | 4.13 sym/s | Total: 4.5m | ETA: 3.9m [2025-10-18T03:26:57.435699] [INFO ] [sig ] [1128/2083] Forecasting MAX... [2025-10-18T03:26:57.435742] [INFO ] [sig ] Generating forecast for: MAX [2025-10-18T03:26:57.435773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-10-18T03:26:57.445098] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAX'. [2025-10-18T03:26:57.445420] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-10-18T03:26:57.471177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:57.471970] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-10-18T03:26:57.472026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:57.472060] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:57.472088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:57.472144] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:57.488988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:57.489612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:57.489719] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:57.489762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:57.529299] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:57.529469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:57.529509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:57.529538] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:57.533040] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: UP (p=55.63%) [2025-10-18T03:26:57.533327] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-10-18T03:26:57.533465] [INFO ] [sig ] MAX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:57.681470] [INFO ] [LOCAL ] Saved forecast: MAX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MAX.txt [2025-10-18T03:26:57.681767] [INFO ] [sig ] [1128/2083] Completed MAX in 0.2s | 4.13 sym/s | Total: 4.5m | ETA: 3.8m [2025-10-18T03:26:57.681828] [INFO ] [sig ] [1129/2083] Forecasting MBC... [2025-10-18T03:26:57.681861] [INFO ] [sig ] Generating forecast for: MBC [2025-10-18T03:26:57.681893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-10-18T03:26:57.690995] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MBC'. [2025-10-18T03:26:57.691397] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-10-18T03:26:57.721393] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:57.722624] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-10-18T03:26:57.722736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:57.722795] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:57.722844] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:57.722938] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:57.748178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:57.749396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:57.749513] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:57.749592] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:57.798041] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:57.798256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:57.798325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:57.798379] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:57.803841] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=67.82%) [2025-10-18T03:26:57.804329] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-10-18T03:26:57.804537] [INFO ] [sig ] MBC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:58.003139] [INFO ] [LOCAL ] Saved forecast: MBC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MBC.txt [2025-10-18T03:26:58.003453] [INFO ] [sig ] [1129/2083] Completed MBC in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:58.003499] [INFO ] [sig ] [1130/2083] Forecasting MBI... [2025-10-18T03:26:58.003531] [INFO ] [sig ] Generating forecast for: MBI [2025-10-18T03:26:58.003623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'. [2025-10-18T03:26:58.013752] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MBI'. [2025-10-18T03:26:58.014214] [INFO ] [FORECASTER] Starting predict_future for MBI [2025-10-18T03:26:58.045148] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:58.046122] [DEBUG] [LOCAL ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt [2025-10-18T03:26:58.046182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:58.046218] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:58.046247] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:58.046306] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:58.065110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:58.066219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:58.066342] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:58.066390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:58.109604] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:58.109828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:58.109880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:58.109912] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:58.114622] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=82.49%) [2025-10-18T03:26:58.115107] [INFO ] [FORECASTER] Completed predict_future for MBI [2025-10-18T03:26:58.115274] [INFO ] [sig ] MBI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:58.297271] [INFO ] [LOCAL ] Saved forecast: MBI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MBI.txt [2025-10-18T03:26:58.297674] [INFO ] [sig ] [1130/2083] Completed MBI in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:58.297781] [INFO ] [sig ] [1131/2083] Forecasting MC... [2025-10-18T03:26:58.297836] [INFO ] [sig ] Generating forecast for: MC [2025-10-18T03:26:58.297887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-10-18T03:26:58.307805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MC'. [2025-10-18T03:26:58.308252] [INFO ] [FORECASTER] Starting predict_future for MC [2025-10-18T03:26:58.336227] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:58.337351] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-10-18T03:26:58.337424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:58.337499] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:58.337549] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:58.337665] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:58.359624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:58.360741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:58.360853] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:58.360898] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:58.400200] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:58.400387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:58.400432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:58.400463] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:58.405391] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=53.27%) [2025-10-18T03:26:58.405940] [INFO ] [FORECASTER] Completed predict_future for MC [2025-10-18T03:26:58.406160] [INFO ] [sig ] MC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:58.583296] [INFO ] [LOCAL ] Saved forecast: MC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MC.txt [2025-10-18T03:26:58.583551] [INFO ] [sig ] [1131/2083] Completed MC in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:58.583598] [INFO ] [sig ] [1132/2083] Forecasting MCB... [2025-10-18T03:26:58.583630] [INFO ] [sig ] Generating forecast for: MCB [2025-10-18T03:26:58.583712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'. [2025-10-18T03:26:58.593413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCB'. [2025-10-18T03:26:58.593814] [INFO ] [FORECASTER] Starting predict_future for MCB [2025-10-18T03:26:58.623681] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:58.624470] [DEBUG] [LOCAL ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt [2025-10-18T03:26:58.624526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:58.624562] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:58.624591] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:58.624688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:58.643873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:58.644726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:58.644815] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:58.644851] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:58.683418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:58.683581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:58.683624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:58.683692] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:58.687586] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=91.13%) [2025-10-18T03:26:58.687937] [INFO ] [FORECASTER] Completed predict_future for MCB [2025-10-18T03:26:58.688086] [INFO ] [sig ] MCB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:58.847306] [INFO ] [LOCAL ] Saved forecast: MCB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MCB.txt [2025-10-18T03:26:58.847565] [INFO ] [sig ] [1132/2083] Completed MCB in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:58.847617] [INFO ] [sig ] [1133/2083] Forecasting MCI... [2025-10-18T03:26:58.847680] [INFO ] [sig ] Generating forecast for: MCI [2025-10-18T03:26:58.847761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-10-18T03:26:58.857038] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCI'. [2025-10-18T03:26:58.857395] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-10-18T03:26:58.885559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:58.886356] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-10-18T03:26:58.886453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:58.886495] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:58.886526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:58.886584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:58.906750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:58.907456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:58.907546] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:58.907581] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:58.945959] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:58.946133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:58.946181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:58.946211] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:58.950071] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=16.42%) [2025-10-18T03:26:58.950443] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-10-18T03:26:58.950634] [INFO ] [sig ] MCI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:26:59.109146] [INFO ] [LOCAL ] Saved forecast: MCI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MCI.txt [2025-10-18T03:26:59.109424] [INFO ] [sig ] [1133/2083] Completed MCI in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:59.109487] [INFO ] [sig ] [1134/2083] Forecasting MCK... [2025-10-18T03:26:59.109521] [INFO ] [sig ] Generating forecast for: MCK [2025-10-18T03:26:59.109555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-10-18T03:26:59.118508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCK'. [2025-10-18T03:26:59.118912] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-10-18T03:26:59.145623] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:59.146426] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-10-18T03:26:59.146483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:59.146518] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:59.146547] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:59.146606] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:59.166396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:59.167013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:59.167094] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:59.167128] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:59.205754] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:59.205933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:59.206017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:59.206072] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:59.211534] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=91.53%) [2025-10-18T03:26:59.211910] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-10-18T03:26:59.212081] [INFO ] [sig ] MCK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:59.371285] [INFO ] [LOCAL ] Saved forecast: MCK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MCK.txt [2025-10-18T03:26:59.371528] [INFO ] [sig ] [1134/2083] Completed MCK in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:59.371572] [INFO ] [sig ] [1135/2083] Forecasting MCN... [2025-10-18T03:26:59.371602] [INFO ] [sig ] Generating forecast for: MCN [2025-10-18T03:26:59.371634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-10-18T03:26:59.380196] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCN'. [2025-10-18T03:26:59.380599] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-10-18T03:26:59.408984] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:59.409861] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-10-18T03:26:59.409918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:59.409953] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:59.409981] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:59.410036] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:59.428937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:59.429637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:59.429778] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:59.429852] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:59.469071] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:59.469220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:59.469275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:59.469337] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:59.473220] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=97.03%) [2025-10-18T03:26:59.473516] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-10-18T03:26:59.473688] [INFO ] [sig ] MCN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:59.638736] [INFO ] [LOCAL ] Saved forecast: MCN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MCN.txt [2025-10-18T03:26:59.639001] [INFO ] [sig ] [1135/2083] Completed MCN in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:59.639080] [INFO ] [sig ] [1136/2083] Forecasting MCO... [2025-10-18T03:26:59.639129] [INFO ] [sig ] Generating forecast for: MCO [2025-10-18T03:26:59.639164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-10-18T03:26:59.648012] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCO'. [2025-10-18T03:26:59.648326] [INFO ] [FORECASTER] Starting predict_future for MCO [2025-10-18T03:26:59.675732] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:59.676447] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-10-18T03:26:59.676502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:59.676536] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:59.676580] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:59.676706] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:59.696850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:59.697490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:59.697622] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:59.697696] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:26:59.735444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:26:59.735621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:26:59.735699] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:26:59.735752] [INFO ] [FORECASTER] Training complete [2025-10-18T03:26:59.739557] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=79.50%) [2025-10-18T03:26:59.739967] [INFO ] [FORECASTER] Completed predict_future for MCO [2025-10-18T03:26:59.740149] [INFO ] [sig ] MCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:26:59.903173] [INFO ] [LOCAL ] Saved forecast: MCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MCO.txt [2025-10-18T03:26:59.903452] [INFO ] [sig ] [1136/2083] Completed MCO in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:26:59.903524] [INFO ] [sig ] [1137/2083] Forecasting MCR... [2025-10-18T03:26:59.903588] [INFO ] [sig ] Generating forecast for: MCR [2025-10-18T03:26:59.903662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'. [2025-10-18T03:26:59.912822] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCR'. [2025-10-18T03:26:59.913226] [INFO ] [FORECASTER] Starting predict_future for MCR [2025-10-18T03:26:59.941627] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:26:59.942424] [DEBUG] [LOCAL ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt [2025-10-18T03:26:59.942481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:26:59.942517] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:26:59.942546] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:26:59.942604] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:26:59.963335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:26:59.964077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:26:59.964161] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:26:59.964197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:00.001568] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:00.001745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:00.001796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:00.001828] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:00.005840] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=59.56%) [2025-10-18T03:27:00.006135] [INFO ] [FORECASTER] Completed predict_future for MCR [2025-10-18T03:27:00.006317] [INFO ] [sig ] MCR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:00.149074] [INFO ] [LOCAL ] Saved forecast: MCR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MCR.txt [2025-10-18T03:27:00.149297] [INFO ] [sig ] [1137/2083] Completed MCR in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:00.149340] [INFO ] [sig ] [1138/2083] Forecasting MCS... [2025-10-18T03:27:00.149370] [INFO ] [sig ] Generating forecast for: MCS [2025-10-18T03:27:00.149402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-10-18T03:27:00.158133] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCS'. [2025-10-18T03:27:00.158407] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-10-18T03:27:00.183073] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:00.183762] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-10-18T03:27:00.183821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:00.183866] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:00.183894] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:00.183950] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:00.200899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:00.201411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:00.201490] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:00.201523] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:00.232531] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:00.232620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:00.232692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:00.232739] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:00.236244] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=57.00%) [2025-10-18T03:27:00.236516] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-10-18T03:27:00.236667] [INFO ] [sig ] MCS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:00.373979] [INFO ] [LOCAL ] Saved forecast: MCS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MCS.txt [2025-10-18T03:27:00.374184] [INFO ] [sig ] [1138/2083] Completed MCS in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:00.374224] [INFO ] [sig ] [1139/2083] Forecasting MCY... [2025-10-18T03:27:00.374253] [INFO ] [sig ] Generating forecast for: MCY [2025-10-18T03:27:00.374284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-10-18T03:27:00.382259] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCY'. [2025-10-18T03:27:00.382529] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-10-18T03:27:00.407092] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:00.407811] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-10-18T03:27:00.407867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:00.407902] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:00.407928] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:00.407983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:00.425027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:00.425535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:00.425613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:00.425669] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:00.451098] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:00.451180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:00.451215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:00.451243] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:00.456009] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=14.90%) [2025-10-18T03:27:00.456264] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-10-18T03:27:00.456382] [INFO ] [sig ] MCY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:00.594410] [INFO ] [LOCAL ] Saved forecast: MCY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MCY.txt [2025-10-18T03:27:00.594603] [INFO ] [sig ] [1139/2083] Completed MCY in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:00.594663] [INFO ] [sig ] [1140/2083] Forecasting MD... [2025-10-18T03:27:00.594718] [INFO ] [sig ] Generating forecast for: MD [2025-10-18T03:27:00.594755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-10-18T03:27:00.602961] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MD'. [2025-10-18T03:27:00.603239] [INFO ] [FORECASTER] Starting predict_future for MD [2025-10-18T03:27:00.628340] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:00.629084] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-10-18T03:27:00.629138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:00.629171] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:00.629198] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:00.629253] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:00.646182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:00.646759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:00.646854] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:00.646894] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:00.673355] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:00.673452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:00.673488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:00.673517] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:00.676675] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=83.21%) [2025-10-18T03:27:00.676943] [INFO ] [FORECASTER] Completed predict_future for MD [2025-10-18T03:27:00.677064] [INFO ] [sig ] MD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:00.820895] [INFO ] [LOCAL ] Saved forecast: MD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MD.txt [2025-10-18T03:27:00.821143] [INFO ] [sig ] [1140/2083] Completed MD in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:00.821191] [INFO ] [sig ] [1141/2083] Forecasting MDST... [2025-10-18T03:27:00.821223] [INFO ] [sig ] Generating forecast for: MDST [2025-10-18T03:27:00.821254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'. [2025-10-18T03:27:00.829846] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDST'. [2025-10-18T03:27:00.830153] [INFO ] [FORECASTER] Starting predict_future for MDST [2025-10-18T03:27:00.855151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:00.855987] [DEBUG] [LOCAL ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt [2025-10-18T03:27:00.856041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:00.856075] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:00.856103] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:00.856159] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:00.873312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:00.873868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:00.873946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:00.873979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:00.904887] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:00.904973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:00.905009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:00.905037] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:00.908030] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: DOWN (p=20.68%) [2025-10-18T03:27:00.908276] [INFO ] [FORECASTER] Completed predict_future for MDST [2025-10-18T03:27:00.908395] [INFO ] [sig ] MDST: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:01.045973] [INFO ] [LOCAL ] Saved forecast: MDST 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MDST.txt [2025-10-18T03:27:01.046182] [INFO ] [sig ] [1141/2083] Completed MDST in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:01.046222] [INFO ] [sig ] [1142/2083] Forecasting MDT... [2025-10-18T03:27:01.046253] [INFO ] [sig ] Generating forecast for: MDT [2025-10-18T03:27:01.046284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'. [2025-10-18T03:27:01.055055] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDT'. [2025-10-18T03:27:01.055320] [INFO ] [FORECASTER] Starting predict_future for MDT [2025-10-18T03:27:01.080307] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:01.081017] [DEBUG] [LOCAL ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt [2025-10-18T03:27:01.081071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:01.081104] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:01.081131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:01.081187] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:01.097977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:01.098487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:01.098563] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:01.098596] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:01.132752] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:01.132871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:01.132908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:01.132937] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:01.136218] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=66.88%) [2025-10-18T03:27:01.136483] [INFO ] [FORECASTER] Completed predict_future for MDT [2025-10-18T03:27:01.136608] [INFO ] [sig ] MDT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:01.277255] [INFO ] [LOCAL ] Saved forecast: MDT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MDT.txt [2025-10-18T03:27:01.277519] [INFO ] [sig ] [1142/2083] Completed MDT in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:01.277605] [INFO ] [sig ] [1143/2083] Forecasting MDU... [2025-10-18T03:27:01.277667] [INFO ] [sig ] Generating forecast for: MDU [2025-10-18T03:27:01.277722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'. [2025-10-18T03:27:01.285674] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDU'. [2025-10-18T03:27:01.285950] [INFO ] [FORECASTER] Starting predict_future for MDU [2025-10-18T03:27:01.310763] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:01.311428] [DEBUG] [LOCAL ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt [2025-10-18T03:27:01.311482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:01.311515] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:01.311542] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:01.311598] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:01.328411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:01.329022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:01.329100] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:01.329133] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:01.371025] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:01.371123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:01.371188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:01.371219] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:01.374446] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: UP (p=78.15%) [2025-10-18T03:27:01.374746] [INFO ] [FORECASTER] Completed predict_future for MDU [2025-10-18T03:27:01.374878] [INFO ] [sig ] MDU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:01.513136] [INFO ] [LOCAL ] Saved forecast: MDU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MDU.txt [2025-10-18T03:27:01.513362] [INFO ] [sig ] [1143/2083] Completed MDU in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:01.513402] [INFO ] [sig ] [1144/2083] Forecasting MDV... [2025-10-18T03:27:01.513432] [INFO ] [sig ] Generating forecast for: MDV [2025-10-18T03:27:01.513462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'. [2025-10-18T03:27:01.522282] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDV'. [2025-10-18T03:27:01.522633] [INFO ] [FORECASTER] Starting predict_future for MDV [2025-10-18T03:27:01.547958] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:01.548688] [DEBUG] [LOCAL ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt [2025-10-18T03:27:01.548745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:01.548780] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:01.548808] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:01.548865] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:01.566244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:01.566835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:01.566916] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:01.566951] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:01.608295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:01.608487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:01.608529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:01.608558] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:01.612143] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: UP (p=67.00%) [2025-10-18T03:27:01.612425] [INFO ] [FORECASTER] Completed predict_future for MDV [2025-10-18T03:27:01.612569] [INFO ] [sig ] MDV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:01.750314] [INFO ] [LOCAL ] Saved forecast: MDV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MDV.txt [2025-10-18T03:27:01.750553] [INFO ] [sig ] [1144/2083] Completed MDV in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:01.750594] [INFO ] [sig ] [1145/2083] Forecasting MEC... [2025-10-18T03:27:01.750624] [INFO ] [sig ] Generating forecast for: MEC [2025-10-18T03:27:01.750689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-10-18T03:27:01.760532] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MEC'. [2025-10-18T03:27:01.760925] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-10-18T03:27:01.785625] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:01.786433] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-10-18T03:27:01.786489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:01.786522] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:01.786565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:01.786623] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:01.803619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:01.804252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:01.804336] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:01.804368] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:01.842441] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:01.842609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:01.842681] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:01.842734] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:01.846109] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=27.08%) [2025-10-18T03:27:01.846375] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-10-18T03:27:01.846503] [INFO ] [sig ] MEC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:01.984462] [INFO ] [LOCAL ] Saved forecast: MEC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MEC.txt [2025-10-18T03:27:01.984738] [INFO ] [sig ] [1145/2083] Completed MEC in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:01.984799] [INFO ] [sig ] [1146/2083] Forecasting MED... [2025-10-18T03:27:01.984832] [INFO ] [sig ] Generating forecast for: MED [2025-10-18T03:27:01.984864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-10-18T03:27:01.993881] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MED'. [2025-10-18T03:27:01.994241] [INFO ] [FORECASTER] Starting predict_future for MED [2025-10-18T03:27:02.022526] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:02.023471] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-10-18T03:27:02.023530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:02.023564] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:02.023592] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:02.023687] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:02.043109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:02.043724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:02.043817] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:02.043882] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:02.086200] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:02.086368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:02.086421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:02.086452] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:02.090151] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=89.97%) [2025-10-18T03:27:02.090429] [INFO ] [FORECASTER] Completed predict_future for MED [2025-10-18T03:27:02.090570] [INFO ] [sig ] MED: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:02.255073] [INFO ] [LOCAL ] Saved forecast: MED 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MED.txt [2025-10-18T03:27:02.255321] [INFO ] [sig ] [1146/2083] Completed MED in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:02.255371] [INFO ] [sig ] [1147/2083] Forecasting MEG... [2025-10-18T03:27:02.255434] [INFO ] [sig ] Generating forecast for: MEG [2025-10-18T03:27:02.255492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-10-18T03:27:02.264584] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MEG'. [2025-10-18T03:27:02.264936] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-10-18T03:27:02.292335] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:02.293094] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-10-18T03:27:02.293149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:02.293182] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:02.293210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:02.293278] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:02.314006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:02.314599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:02.314709] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:02.314756] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:02.350448] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:02.350573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:02.350667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:02.350737] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:02.354133] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=91.62%) [2025-10-18T03:27:02.354422] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-10-18T03:27:02.354558] [INFO ] [sig ] MEG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:02.514410] [INFO ] [LOCAL ] Saved forecast: MEG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MEG.txt [2025-10-18T03:27:02.514671] [INFO ] [sig ] [1147/2083] Completed MEG in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:02.514733] [INFO ] [sig ] [1148/2083] Forecasting MEGI... [2025-10-18T03:27:02.514766] [INFO ] [sig ] Generating forecast for: MEGI [2025-10-18T03:27:02.514798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-10-18T03:27:02.523570] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MEGI'. [2025-10-18T03:27:02.523900] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-10-18T03:27:02.553703] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:02.554487] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-10-18T03:27:02.554544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:02.554605] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:02.554681] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:02.554757] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:02.574046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:02.574901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:02.574984] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:02.575019] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:02.610865] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:02.610980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:02.611019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:02.611057] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:02.614854] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=88.94%) [2025-10-18T03:27:02.615208] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-10-18T03:27:02.615351] [INFO ] [sig ] MEGI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:02.770489] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MEGI.txt [2025-10-18T03:27:02.770732] [INFO ] [sig ] [1148/2083] Completed MEGI in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:02.770793] [INFO ] [sig ] [1149/2083] Forecasting MEI... [2025-10-18T03:27:02.770827] [INFO ] [sig ] Generating forecast for: MEI [2025-10-18T03:27:02.770860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-10-18T03:27:02.779411] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MEI'. [2025-10-18T03:27:02.779742] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-10-18T03:27:02.807290] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:02.808089] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-10-18T03:27:02.808145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:02.808178] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:02.808206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:02.808315] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:02.827269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:02.828049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:02.828134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:02.828167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:02.868612] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:02.868795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:02.868843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:02.868874] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:02.872992] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=92.17%) [2025-10-18T03:27:02.873311] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-10-18T03:27:02.873488] [INFO ] [sig ] MEI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:03.040130] [INFO ] [LOCAL ] Saved forecast: MEI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MEI.txt [2025-10-18T03:27:03.040365] [INFO ] [sig ] [1149/2083] Completed MEI in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:03.040409] [INFO ] [sig ] [1150/2083] Forecasting MET... [2025-10-18T03:27:03.040441] [INFO ] [sig ] Generating forecast for: MET [2025-10-18T03:27:03.040473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'. [2025-10-18T03:27:03.049531] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MET'. [2025-10-18T03:27:03.049883] [INFO ] [FORECASTER] Starting predict_future for MET [2025-10-18T03:27:03.077909] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:03.078781] [DEBUG] [LOCAL ] No optimal features file found for MET: ./output/feature-sets/MET.txt [2025-10-18T03:27:03.078838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:03.078872] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:03.078901] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:03.078958] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:03.098472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:03.099080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:03.099162] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:03.099195] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:03.135308] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:03.135448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:03.135505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:03.135536] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:03.139354] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-10-18T03:27:03.139763] [INFO ] [FORECASTER] Completed predict_future for MET [2025-10-18T03:27:03.139931] [INFO ] [sig ] MET: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:03.304771] [INFO ] [LOCAL ] Saved forecast: MET 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MET.txt [2025-10-18T03:27:03.305020] [INFO ] [sig ] [1150/2083] Completed MET in 0.3s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:03.305066] [INFO ] [sig ] [1151/2083] Forecasting MFA... [2025-10-18T03:27:03.305099] [INFO ] [sig ] Generating forecast for: MFA [2025-10-18T03:27:03.305132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-10-18T03:27:03.314129] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFA'. [2025-10-18T03:27:03.314478] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-10-18T03:27:03.341039] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:03.341841] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-10-18T03:27:03.341902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:03.341937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:03.341965] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:03.342022] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:03.359903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:03.360509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:03.360604] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:03.360696] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:03.399560] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:03.399720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:03.399772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:03.399803] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:03.403247] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=85.19%) [2025-10-18T03:27:03.403567] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-10-18T03:27:03.403745] [INFO ] [sig ] MFA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:03.548277] [INFO ] [LOCAL ] Saved forecast: MFA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MFA.txt [2025-10-18T03:27:03.548510] [INFO ] [sig ] [1151/2083] Completed MFA in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:03.548554] [INFO ] [sig ] [1152/2083] Forecasting MFAN... [2025-10-18T03:27:03.548584] [INFO ] [sig ] Generating forecast for: MFAN [2025-10-18T03:27:03.548614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'. [2025-10-18T03:27:03.556465] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'MFAN'. [2025-10-18T03:27:03.556749] [INFO ] [FORECASTER] Starting predict_future for MFAN [2025-10-18T03:27:03.582360] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:03.583096] [DEBUG] [LOCAL ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt [2025-10-18T03:27:03.583149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:03.583182] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:03.583209] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:03.583277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:03.600373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:03.600970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:03.601054] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:03.601088] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:03.626256] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:03.626336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:03.626401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:03.626432] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:03.631368] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: UP (p=96.38%) [2025-10-18T03:27:03.631627] [INFO ] [FORECASTER] Completed predict_future for MFAN [2025-10-18T03:27:03.631804] [INFO ] [sig ] MFAN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:03.773178] [INFO ] [LOCAL ] Saved forecast: MFAN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MFAN.txt [2025-10-18T03:27:03.773361] [INFO ] [sig ] [1152/2083] Completed MFAN in 0.2s | 4.13 sym/s | Total: 4.6m | ETA: 3.8m [2025-10-18T03:27:03.773401] [INFO ] [sig ] [1153/2083] Forecasting MFAO... [2025-10-18T03:27:03.773431] [INFO ] [sig ] Generating forecast for: MFAO [2025-10-18T03:27:03.773462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'. [2025-10-18T03:27:03.781271] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'MFAO'. [2025-10-18T03:27:03.781534] [INFO ] [FORECASTER] Starting predict_future for MFAO [2025-10-18T03:27:03.806727] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:03.807389] [DEBUG] [LOCAL ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt [2025-10-18T03:27:03.807443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:03.807477] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:03.807505] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:03.807562] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:03.825445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:03.826016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:03.826097] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:03.826132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:03.851271] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:03.851356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:03.851391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:03.851420] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:03.854521] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: UP (p=68.07%) [2025-10-18T03:27:03.854818] [INFO ] [FORECASTER] Completed predict_future for MFAO [2025-10-18T03:27:03.854948] [INFO ] [sig ] MFAO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:04.002222] [INFO ] [LOCAL ] Saved forecast: MFAO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MFAO.txt [2025-10-18T03:27:04.002469] [INFO ] [sig ] [1153/2083] Completed MFAO in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.8m [2025-10-18T03:27:04.002512] [INFO ] [sig ] [1154/2083] Forecasting MFC... [2025-10-18T03:27:04.002544] [INFO ] [sig ] Generating forecast for: MFC [2025-10-18T03:27:04.002576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-10-18T03:27:04.010821] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFC'. [2025-10-18T03:27:04.011126] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-10-18T03:27:04.037129] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:04.037897] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-10-18T03:27:04.037959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:04.037997] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:04.038067] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:04.038143] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:04.055780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:04.056317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:04.056397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:04.056432] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:04.083161] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:04.083251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:04.083287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:04.083316] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:04.086325] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=36.67%) [2025-10-18T03:27:04.086577] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-10-18T03:27:04.086726] [INFO ] [sig ] MFC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:04.233541] [INFO ] [LOCAL ] Saved forecast: MFC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MFC.txt [2025-10-18T03:27:04.233776] [INFO ] [sig ] [1154/2083] Completed MFC in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:04.233835] [INFO ] [sig ] [1155/2083] Forecasting MFG... [2025-10-18T03:27:04.233867] [INFO ] [sig ] Generating forecast for: MFG [2025-10-18T03:27:04.233898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-10-18T03:27:04.242200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFG'. [2025-10-18T03:27:04.242493] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-10-18T03:27:04.268131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:04.268916] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-10-18T03:27:04.268973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:04.269008] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:04.269039] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:04.269098] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:04.286633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:04.287213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:04.287293] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:04.287327] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:04.312986] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:04.313082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:04.313119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:04.313148] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:04.316243] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=47.11%) [2025-10-18T03:27:04.316502] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-10-18T03:27:04.316624] [INFO ] [sig ] MFG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:04.462366] [INFO ] [LOCAL ] Saved forecast: MFG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MFG.txt [2025-10-18T03:27:04.462631] [INFO ] [sig ] [1155/2083] Completed MFG in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:04.462715] [INFO ] [sig ] [1156/2083] Forecasting MFM... [2025-10-18T03:27:04.462753] [INFO ] [sig ] Generating forecast for: MFM [2025-10-18T03:27:04.462785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-10-18T03:27:04.471098] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFM'. [2025-10-18T03:27:04.471382] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-10-18T03:27:04.497052] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:04.497964] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-10-18T03:27:04.498027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:04.498061] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:04.498089] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:04.498146] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:04.516223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:04.517082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:04.517167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:04.517202] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:04.543421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:04.543506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:04.543543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:04.543573] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:04.546712] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=8.48%) [2025-10-18T03:27:04.546980] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-10-18T03:27:04.547098] [INFO ] [sig ] MFM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:04.689519] [INFO ] [LOCAL ] Saved forecast: MFM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MFM.txt [2025-10-18T03:27:04.689744] [INFO ] [sig ] [1156/2083] Completed MFM in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:04.689804] [INFO ] [sig ] [1157/2083] Forecasting MFSG... [2025-10-18T03:27:04.689837] [INFO ] [sig ] Generating forecast for: MFSG [2025-10-18T03:27:04.689869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'. [2025-10-18T03:27:04.698087] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFSG'. [2025-10-18T03:27:04.698376] [INFO ] [FORECASTER] Starting predict_future for MFSG [2025-10-18T03:27:04.723493] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:04.724249] [DEBUG] [LOCAL ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt [2025-10-18T03:27:04.724304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:04.724337] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:04.724364] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:04.724420] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:04.741359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:04.741914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:04.741993] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:04.742026] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:04.766951] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:04.767041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:04.767094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:04.767125] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:04.770299] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: UP (p=59.24%) [2025-10-18T03:27:04.770554] [INFO ] [FORECASTER] Completed predict_future for MFSG [2025-10-18T03:27:04.770707] [INFO ] [sig ] MFSG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:04.911177] [INFO ] [LOCAL ] Saved forecast: MFSG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MFSG.txt [2025-10-18T03:27:04.911376] [INFO ] [sig ] [1157/2083] Completed MFSG in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:04.911417] [INFO ] [sig ] [1158/2083] Forecasting MFSI... [2025-10-18T03:27:04.911447] [INFO ] [sig ] Generating forecast for: MFSI [2025-10-18T03:27:04.911477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'. [2025-10-18T03:27:04.919568] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'MFSI'. [2025-10-18T03:27:04.919861] [INFO ] [FORECASTER] Starting predict_future for MFSI [2025-10-18T03:27:04.944448] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:04.945154] [DEBUG] [LOCAL ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt [2025-10-18T03:27:04.945208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:04.945241] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:04.945269] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:04.945326] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:04.962296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:04.963009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:04.963090] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:04.963124] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:04.989504] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:04.989600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:04.989638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:04.989717] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:04.992832] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: UP (p=51.68%) [2025-10-18T03:27:04.993091] [INFO ] [FORECASTER] Completed predict_future for MFSI [2025-10-18T03:27:04.993211] [INFO ] [sig ] MFSI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:05.133088] [INFO ] [LOCAL ] Saved forecast: MFSI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MFSI.txt [2025-10-18T03:27:05.133302] [INFO ] [sig ] [1158/2083] Completed MFSI in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:05.133344] [INFO ] [sig ] [1159/2083] Forecasting MFSV... [2025-10-18T03:27:05.133376] [INFO ] [sig ] Generating forecast for: MFSV [2025-10-18T03:27:05.133406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'. [2025-10-18T03:27:05.141063] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'MFSV'. [2025-10-18T03:27:05.141359] [INFO ] [FORECASTER] Starting predict_future for MFSV [2025-10-18T03:27:05.166758] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:05.167449] [DEBUG] [LOCAL ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt [2025-10-18T03:27:05.167510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:05.167549] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:05.167578] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:05.167674] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:05.184958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:05.185477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:05.185560] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:05.185595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:05.211275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:05.211363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:05.211401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:05.211436] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:05.214520] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: UP (p=66.23%) [2025-10-18T03:27:05.214816] [INFO ] [FORECASTER] Completed predict_future for MFSV [2025-10-18T03:27:05.214948] [INFO ] [sig ] MFSV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:05.352266] [INFO ] [LOCAL ] Saved forecast: MFSV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MFSV.txt [2025-10-18T03:27:05.352467] [INFO ] [sig ] [1159/2083] Completed MFSV in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:05.352508] [INFO ] [sig ] [1160/2083] Forecasting MG... [2025-10-18T03:27:05.352538] [INFO ] [sig ] Generating forecast for: MG [2025-10-18T03:27:05.352569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-10-18T03:27:05.360330] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MG'. [2025-10-18T03:27:05.360609] [INFO ] [FORECASTER] Starting predict_future for MG [2025-10-18T03:27:05.385325] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:05.386033] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-10-18T03:27:05.386088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:05.386121] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:05.386149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:05.386205] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:05.403234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:05.403796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:05.403873] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:05.403906] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:05.429847] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:05.429937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:05.429974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:05.430003] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:05.433058] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=1.19%) [2025-10-18T03:27:05.433315] [INFO ] [FORECASTER] Completed predict_future for MG [2025-10-18T03:27:05.433434] [INFO ] [sig ] MG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:05.577942] [INFO ] [LOCAL ] Saved forecast: MG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MG.txt [2025-10-18T03:27:05.578163] [INFO ] [sig ] [1160/2083] Completed MG in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:05.578203] [INFO ] [sig ] [1161/2083] Forecasting MGA... [2025-10-18T03:27:05.578233] [INFO ] [sig ] Generating forecast for: MGA [2025-10-18T03:27:05.578264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-10-18T03:27:05.586236] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGA'. [2025-10-18T03:27:05.586525] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-10-18T03:27:05.612515] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:05.613247] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-10-18T03:27:05.613302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:05.613336] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:05.613365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:05.613424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:05.631439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:05.632034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:05.632113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:05.632146] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:05.665615] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:05.665792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:05.665839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:05.665870] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:05.669334] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=6.95%) [2025-10-18T03:27:05.669607] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-10-18T03:27:05.669773] [INFO ] [sig ] MGA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:05.811347] [INFO ] [LOCAL ] Saved forecast: MGA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MGA.txt [2025-10-18T03:27:05.811589] [INFO ] [sig ] [1161/2083] Completed MGA in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:05.811631] [INFO ] [sig ] [1162/2083] Forecasting MGF... [2025-10-18T03:27:05.811701] [INFO ] [sig ] Generating forecast for: MGF [2025-10-18T03:27:05.811746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'. [2025-10-18T03:27:05.820164] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGF'. [2025-10-18T03:27:05.820490] [INFO ] [FORECASTER] Starting predict_future for MGF [2025-10-18T03:27:05.846031] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:05.846852] [DEBUG] [LOCAL ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt [2025-10-18T03:27:05.846912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:05.846949] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:05.847034] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:05.847104] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:05.864737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:05.865393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:05.865472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:05.865506] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:05.895977] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:05.896143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:05.896184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:05.896213] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:05.899756] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: DOWN (p=6.14%) [2025-10-18T03:27:05.900061] [INFO ] [FORECASTER] Completed predict_future for MGF [2025-10-18T03:27:05.900192] [INFO ] [sig ] MGF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:06.042195] [INFO ] [LOCAL ] Saved forecast: MGF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MGF.txt [2025-10-18T03:27:06.042442] [INFO ] [sig ] [1162/2083] Completed MGF in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:06.042486] [INFO ] [sig ] [1163/2083] Forecasting MGM... [2025-10-18T03:27:06.042516] [INFO ] [sig ] Generating forecast for: MGM [2025-10-18T03:27:06.042548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-10-18T03:27:06.050807] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGM'. [2025-10-18T03:27:06.051196] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-10-18T03:27:06.077067] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:06.077887] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-10-18T03:27:06.077943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:06.077976] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:06.078003] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:06.078058] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:06.095003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:06.095677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:06.095763] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:06.095797] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:06.125607] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:06.125795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:06.125844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:06.125874] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:06.129382] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=74.03%) [2025-10-18T03:27:06.129713] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-10-18T03:27:06.129850] [INFO ] [sig ] MGM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:06.271076] [INFO ] [LOCAL ] Saved forecast: MGM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MGM.txt [2025-10-18T03:27:06.271285] [INFO ] [sig ] [1163/2083] Completed MGM in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:06.271326] [INFO ] [sig ] [1164/2083] Forecasting MGR... [2025-10-18T03:27:06.271355] [INFO ] [sig ] Generating forecast for: MGR [2025-10-18T03:27:06.271385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'. [2025-10-18T03:27:06.279551] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGR'. [2025-10-18T03:27:06.279838] [INFO ] [FORECASTER] Starting predict_future for MGR [2025-10-18T03:27:06.305045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:06.305794] [DEBUG] [LOCAL ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt [2025-10-18T03:27:06.305852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:06.305887] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:06.305917] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:06.305974] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:06.323126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:06.323733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:06.323814] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:06.323848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:06.354134] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:06.354243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:06.354281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:06.354327] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:06.357608] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=39.48%) [2025-10-18T03:27:06.357939] [INFO ] [FORECASTER] Completed predict_future for MGR [2025-10-18T03:27:06.358074] [INFO ] [sig ] MGR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:06.499337] [INFO ] [LOCAL ] Saved forecast: MGR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MGR.txt [2025-10-18T03:27:06.499577] [INFO ] [sig ] [1164/2083] Completed MGR in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:06.499620] [INFO ] [sig ] [1165/2083] Forecasting MGRB... [2025-10-18T03:27:06.499686] [INFO ] [sig ] Generating forecast for: MGRB [2025-10-18T03:27:06.499736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'. [2025-10-18T03:27:06.509542] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGRB'. [2025-10-18T03:27:06.509993] [INFO ] [FORECASTER] Starting predict_future for MGRB [2025-10-18T03:27:06.535841] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:06.536671] [DEBUG] [LOCAL ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt [2025-10-18T03:27:06.536733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:06.536768] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:06.536796] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:06.536852] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:06.554511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:06.555112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:06.555196] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:06.555229] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:06.584412] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:06.584884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:06.584928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:06.584980] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:06.588668] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: DOWN (p=4.21%) [2025-10-18T03:27:06.588940] [INFO ] [FORECASTER] Completed predict_future for MGRB [2025-10-18T03:27:06.589067] [INFO ] [sig ] MGRB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:06.734242] [INFO ] [LOCAL ] Saved forecast: MGRB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MGRB.txt [2025-10-18T03:27:06.734450] [INFO ] [sig ] [1165/2083] Completed MGRB in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:06.734491] [INFO ] [sig ] [1166/2083] Forecasting MGRD... [2025-10-18T03:27:06.734522] [INFO ] [sig ] Generating forecast for: MGRD [2025-10-18T03:27:06.734553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'. [2025-10-18T03:27:06.742419] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGRD'. [2025-10-18T03:27:06.742713] [INFO ] [FORECASTER] Starting predict_future for MGRD [2025-10-18T03:27:06.768041] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:06.768774] [DEBUG] [LOCAL ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt [2025-10-18T03:27:06.768829] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:06.768864] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:06.768891] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:06.768962] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:06.786402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:06.787017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:06.787099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:06.787132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:06.821041] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:06.821215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:06.821257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:06.821287] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:06.824845] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: DOWN (p=27.77%) [2025-10-18T03:27:06.825122] [INFO ] [FORECASTER] Completed predict_future for MGRD [2025-10-18T03:27:06.825259] [INFO ] [sig ] MGRD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:06.962352] [INFO ] [LOCAL ] Saved forecast: MGRD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MGRD.txt [2025-10-18T03:27:06.962556] [INFO ] [sig ] [1166/2083] Completed MGRD in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:06.962598] [INFO ] [sig ] [1167/2083] Forecasting MGRE... [2025-10-18T03:27:06.962627] [INFO ] [sig ] Generating forecast for: MGRE [2025-10-18T03:27:06.962694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'. [2025-10-18T03:27:06.971176] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGRE'. [2025-10-18T03:27:06.971430] [INFO ] [FORECASTER] Starting predict_future for MGRE [2025-10-18T03:27:06.995978] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:06.996670] [DEBUG] [LOCAL ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt [2025-10-18T03:27:06.996726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:06.996760] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:06.996787] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:06.996842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:07.013444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:07.013998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:07.014077] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:07.014110] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:07.047891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:07.047997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:07.048033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:07.048061] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:07.051083] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: UP (p=71.06%) [2025-10-18T03:27:07.051334] [INFO ] [FORECASTER] Completed predict_future for MGRE [2025-10-18T03:27:07.051464] [INFO ] [sig ] MGRE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:07.189381] [INFO ] [LOCAL ] Saved forecast: MGRE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MGRE.txt [2025-10-18T03:27:07.189591] [INFO ] [sig ] [1167/2083] Completed MGRE in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:07.189633] [INFO ] [sig ] [1168/2083] Forecasting MGY... [2025-10-18T03:27:07.189706] [INFO ] [sig ] Generating forecast for: MGY [2025-10-18T03:27:07.189748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-10-18T03:27:07.199029] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGY'. [2025-10-18T03:27:07.199510] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-10-18T03:27:07.225871] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:07.226620] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-10-18T03:27:07.226699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:07.226743] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:07.226772] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:07.226829] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:07.243534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:07.244094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:07.244178] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:07.244212] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:07.280506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:07.280674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:07.280733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:07.280765] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:07.284057] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=54.71%) [2025-10-18T03:27:07.284323] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-10-18T03:27:07.284490] [INFO ] [sig ] MGY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:07.426140] [INFO ] [LOCAL ] Saved forecast: MGY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MGY.txt [2025-10-18T03:27:07.426409] [INFO ] [sig ] [1168/2083] Completed MGY in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:07.426452] [INFO ] [sig ] [1169/2083] Forecasting MHD... [2025-10-18T03:27:07.426482] [INFO ] [sig ] Generating forecast for: MHD [2025-10-18T03:27:07.426514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-10-18T03:27:07.435431] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHD'. [2025-10-18T03:27:07.435765] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-10-18T03:27:07.460954] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:07.461753] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-10-18T03:27:07.461810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:07.461843] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:07.461870] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:07.461925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:07.478714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:07.479569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:07.479680] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:07.479735] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:07.512516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:07.512720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:07.512779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:07.512813] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:07.516426] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=74.03%) [2025-10-18T03:27:07.516798] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-10-18T03:27:07.516946] [INFO ] [sig ] MHD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:07.671842] [INFO ] [LOCAL ] Saved forecast: MHD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MHD.txt [2025-10-18T03:27:07.672113] [INFO ] [sig ] [1169/2083] Completed MHD in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:07.672196] [INFO ] [sig ] [1170/2083] Forecasting MHF... [2025-10-18T03:27:07.672269] [INFO ] [sig ] Generating forecast for: MHF [2025-10-18T03:27:07.672331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-10-18T03:27:07.681252] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHF'. [2025-10-18T03:27:07.681553] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-10-18T03:27:07.708222] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:07.708974] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-10-18T03:27:07.709031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:07.709067] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:07.709096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:07.709154] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:07.725826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:07.726393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:07.726472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:07.726505] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:07.759079] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:07.759157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:07.759193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:07.759221] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:07.762208] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=35.77%) [2025-10-18T03:27:07.762458] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-10-18T03:27:07.762575] [INFO ] [sig ] MHF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:07.902086] [INFO ] [LOCAL ] Saved forecast: MHF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MHF.txt [2025-10-18T03:27:07.903224] [INFO ] [sig ] [1170/2083] Completed MHF in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:07.903280] [INFO ] [sig ] [1171/2083] Forecasting MHK... [2025-10-18T03:27:07.903313] [INFO ] [sig ] Generating forecast for: MHK [2025-10-18T03:27:07.903351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-10-18T03:27:07.912674] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHK'. [2025-10-18T03:27:07.912994] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-10-18T03:27:07.938541] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:07.939307] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-10-18T03:27:07.939361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:07.939394] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:07.939421] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:07.939477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:07.958383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:07.959119] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:07.959207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:07.959241] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:07.995137] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:07.995245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:07.995282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:07.995328] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:07.998550] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=88.29%) [2025-10-18T03:27:07.998849] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-10-18T03:27:07.998986] [INFO ] [sig ] MHK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:08.141375] [INFO ] [LOCAL ] Saved forecast: MHK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MHK.txt [2025-10-18T03:27:08.141591] [INFO ] [sig ] [1171/2083] Completed MHK in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:08.141632] [INFO ] [sig ] [1172/2083] Forecasting MHN... [2025-10-18T03:27:08.141702] [INFO ] [sig ] Generating forecast for: MHN [2025-10-18T03:27:08.141786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-10-18T03:27:08.150481] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHN'. [2025-10-18T03:27:08.150830] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-10-18T03:27:08.175604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:08.176298] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-10-18T03:27:08.176352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:08.176385] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:08.176412] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:08.176468] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:08.193149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:08.193711] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:08.193793] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:08.193826] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:08.228010] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:08.228106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:08.228142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:08.228170] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:08.231211] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=28.85%) [2025-10-18T03:27:08.231464] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-10-18T03:27:08.231594] [INFO ] [sig ] MHN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:08.369046] [INFO ] [LOCAL ] Saved forecast: MHN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MHN.txt [2025-10-18T03:27:08.369271] [INFO ] [sig ] [1172/2083] Completed MHN in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:08.369311] [INFO ] [sig ] [1173/2083] Forecasting MHO... [2025-10-18T03:27:08.369340] [INFO ] [sig ] Generating forecast for: MHO [2025-10-18T03:27:08.369371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-10-18T03:27:08.377951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHO'. [2025-10-18T03:27:08.378230] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-10-18T03:27:08.402853] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:08.403519] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-10-18T03:27:08.403572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:08.403605] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:08.403631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:08.403727] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:08.420444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:08.421023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:08.421116] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:08.421148] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:08.456719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:08.456804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:08.456838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:08.456866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:08.459886] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=17.28%) [2025-10-18T03:27:08.460133] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-10-18T03:27:08.460264] [INFO ] [sig ] MHO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:08.595667] [INFO ] [LOCAL ] Saved forecast: MHO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MHO.txt [2025-10-18T03:27:08.595895] [INFO ] [sig ] [1173/2083] Completed MHO in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:08.595938] [INFO ] [sig ] [1174/2083] Forecasting MIN... [2025-10-18T03:27:08.595967] [INFO ] [sig ] Generating forecast for: MIN [2025-10-18T03:27:08.595997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'. [2025-10-18T03:27:08.604847] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MIN'. [2025-10-18T03:27:08.605199] [INFO ] [FORECASTER] Starting predict_future for MIN [2025-10-18T03:27:08.630522] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:08.631271] [DEBUG] [LOCAL ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt [2025-10-18T03:27:08.631327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:08.631362] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:08.631391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:08.631448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:08.649059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:08.649617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:08.649724] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:08.649782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:08.685918] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:08.686012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:08.686047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:08.686077] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:08.689185] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: UP (p=91.47%) [2025-10-18T03:27:08.689443] [INFO ] [FORECASTER] Completed predict_future for MIN [2025-10-18T03:27:08.689577] [INFO ] [sig ] MIN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:08.829965] [INFO ] [LOCAL ] Saved forecast: MIN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MIN.txt [2025-10-18T03:27:08.830217] [INFO ] [sig ] [1174/2083] Completed MIN in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:08.830261] [INFO ] [sig ] [1175/2083] Forecasting MIR... [2025-10-18T03:27:08.830296] [INFO ] [sig ] Generating forecast for: MIR [2025-10-18T03:27:08.830368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'. [2025-10-18T03:27:08.838879] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MIR'. [2025-10-18T03:27:08.839204] [INFO ] [FORECASTER] Starting predict_future for MIR [2025-10-18T03:27:08.864926] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:08.865726] [DEBUG] [LOCAL ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt [2025-10-18T03:27:08.865825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:08.865866] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:08.865896] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:08.865954] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:08.883502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:08.884124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:08.884207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:08.884242] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:08.920309] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:08.920465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:08.920507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:08.920538] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:08.924058] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: DOWN (p=14.10%) [2025-10-18T03:27:08.924331] [INFO ] [FORECASTER] Completed predict_future for MIR [2025-10-18T03:27:08.924476] [INFO ] [sig ] MIR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:09.065248] [INFO ] [LOCAL ] Saved forecast: MIR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MIR.txt [2025-10-18T03:27:09.065479] [INFO ] [sig ] [1175/2083] Completed MIR in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:09.065522] [INFO ] [sig ] [1176/2083] Forecasting MITP... [2025-10-18T03:27:09.065553] [INFO ] [sig ] Generating forecast for: MITP [2025-10-18T03:27:09.065584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'. [2025-10-18T03:27:09.073504] [DEBUG] [REMOTE ] Successfully parsed 1817 rows of historical data for symbol 'MITP'. [2025-10-18T03:27:09.073834] [INFO ] [FORECASTER] Starting predict_future for MITP [2025-10-18T03:27:09.099248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:09.100022] [DEBUG] [LOCAL ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt [2025-10-18T03:27:09.100078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:09.100114] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:09.100143] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:09.100200] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:09.117434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:09.118072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:09.118158] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:09.118191] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:09.153213] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:09.153329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:09.153369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:09.153397] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:09.156571] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=66.64%) [2025-10-18T03:27:09.156859] [INFO ] [FORECASTER] Completed predict_future for MITP [2025-10-18T03:27:09.156996] [INFO ] [sig ] MITP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:09.293848] [INFO ] [LOCAL ] Saved forecast: MITP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MITP.txt [2025-10-18T03:27:09.294082] [INFO ] [sig ] [1176/2083] Completed MITP in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:09.294129] [INFO ] [sig ] [1177/2083] Forecasting MITT... [2025-10-18T03:27:09.294159] [INFO ] [sig ] Generating forecast for: MITT [2025-10-18T03:27:09.294189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'. [2025-10-18T03:27:09.303162] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MITT'. [2025-10-18T03:27:09.303456] [INFO ] [FORECASTER] Starting predict_future for MITT [2025-10-18T03:27:09.328279] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:09.328990] [DEBUG] [LOCAL ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt [2025-10-18T03:27:09.329048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:09.329080] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:09.329108] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:09.329164] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:09.346207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:09.346788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:09.346873] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:09.346905] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:09.382417] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:09.382504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:09.382539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:09.382568] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:09.385563] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: DOWN (p=19.04%) [2025-10-18T03:27:09.385845] [INFO ] [FORECASTER] Completed predict_future for MITT [2025-10-18T03:27:09.385981] [INFO ] [sig ] MITT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:09.526086] [INFO ] [LOCAL ] Saved forecast: MITT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MITT.txt [2025-10-18T03:27:09.526324] [INFO ] [sig ] [1177/2083] Completed MITT in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.7m [2025-10-18T03:27:09.526365] [INFO ] [sig ] [1178/2083] Forecasting MIY... [2025-10-18T03:27:09.526394] [INFO ] [sig ] Generating forecast for: MIY [2025-10-18T03:27:09.526424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-10-18T03:27:09.535458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MIY'. [2025-10-18T03:27:09.535823] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-10-18T03:27:09.562264] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:09.563056] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-10-18T03:27:09.563114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:09.563148] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:09.563178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:09.563236] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:09.580993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:09.581587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:09.581734] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:09.581794] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:09.622113] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:09.622485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:09.622556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:09.622683] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:09.626749] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=0.48%) [2025-10-18T03:27:09.627102] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-10-18T03:27:09.627264] [INFO ] [sig ] MIY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:09.769217] [INFO ] [LOCAL ] Saved forecast: MIY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MIY.txt [2025-10-18T03:27:09.769456] [INFO ] [sig ] [1178/2083] Completed MIY in 0.2s | 4.13 sym/s | Total: 4.7m | ETA: 3.6m [2025-10-18T03:27:09.769499] [INFO ] [sig ] [1179/2083] Forecasting MKC... [2025-10-18T03:27:09.769528] [INFO ] [sig ] Generating forecast for: MKC [2025-10-18T03:27:09.769558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-10-18T03:27:09.780286] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MKC'. [2025-10-18T03:27:09.780720] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-10-18T03:27:09.805831] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:09.806507] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-10-18T03:27:09.806560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:09.806594] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:09.806621] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:09.806706] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:09.823496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:09.824095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:09.824175] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:09.824208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:09.858562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:09.858676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:09.858729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:09.858760] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:09.861752] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: UP (p=50.16%) [2025-10-18T03:27:09.862010] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-10-18T03:27:09.862140] [INFO ] [sig ] MKC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:09.999274] [INFO ] [LOCAL ] Saved forecast: MKC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MKC.txt [2025-10-18T03:27:09.999515] [INFO ] [sig ] [1179/2083] Completed MKC in 0.2s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:09.999558] [INFO ] [sig ] [1180/2083] Forecasting MKL... [2025-10-18T03:27:09.999589] [INFO ] [sig ] Generating forecast for: MKL [2025-10-18T03:27:09.999620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-10-18T03:27:10.008411] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MKL'. [2025-10-18T03:27:10.008757] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-10-18T03:27:10.033565] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:10.034306] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-10-18T03:27:10.034360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:10.034393] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:10.034421] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:10.034477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:10.051335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:10.051903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:10.051982] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:10.052015] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:10.087867] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:10.087968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:10.088007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:10.088038] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:10.091149] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=92.35%) [2025-10-18T03:27:10.091409] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-10-18T03:27:10.091540] [INFO ] [sig ] MKL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:10.228240] [INFO ] [LOCAL ] Saved forecast: MKL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MKL.txt [2025-10-18T03:27:10.228444] [INFO ] [sig ] [1180/2083] Completed MKL in 0.2s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:10.228485] [INFO ] [sig ] [1181/2083] Forecasting MLI... [2025-10-18T03:27:10.228515] [INFO ] [sig ] Generating forecast for: MLI [2025-10-18T03:27:10.228546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-10-18T03:27:10.238194] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLI'. [2025-10-18T03:27:10.238538] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-10-18T03:27:10.266357] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:10.267098] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-10-18T03:27:10.267153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:10.267187] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:10.267215] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:10.267272] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:10.285806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:10.286584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:10.286696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:10.286751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:10.330314] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:10.330407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:10.330444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:10.330500] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:10.336581] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=30.86%) [2025-10-18T03:27:10.336982] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-10-18T03:27:10.337134] [INFO ] [sig ] MLI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:10.494590] [INFO ] [LOCAL ] Saved forecast: MLI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MLI.txt [2025-10-18T03:27:10.494908] [INFO ] [sig ] [1181/2083] Completed MLI in 0.3s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:10.494971] [INFO ] [sig ] [1182/2083] Forecasting MLM... [2025-10-18T03:27:10.495006] [INFO ] [sig ] Generating forecast for: MLM [2025-10-18T03:27:10.495041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-10-18T03:27:10.503782] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLM'. [2025-10-18T03:27:10.504061] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-10-18T03:27:10.531914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:10.532779] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-10-18T03:27:10.532834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:10.532867] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:10.532901] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:10.532985] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:10.552185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:10.552840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:10.552924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:10.552958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:10.599332] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:10.599420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:10.599456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:10.599485] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:10.603218] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: DOWN (p=20.78%) [2025-10-18T03:27:10.603479] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-10-18T03:27:10.603638] [INFO ] [sig ] MLM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:10.760484] [INFO ] [LOCAL ] Saved forecast: MLM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MLM.txt [2025-10-18T03:27:10.760731] [INFO ] [sig ] [1182/2083] Completed MLM in 0.3s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:10.760791] [INFO ] [sig ] [1183/2083] Forecasting MLNK... [2025-10-18T03:27:10.760824] [INFO ] [sig ] Generating forecast for: MLNK [2025-10-18T03:27:10.760856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'. [2025-10-18T03:27:10.770154] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLNK'. [2025-10-18T03:27:10.770484] [INFO ] [FORECASTER] Starting predict_future for MLNK [2025-10-18T03:27:10.795252] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:10.795945] [DEBUG] [LOCAL ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt [2025-10-18T03:27:10.795999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:10.796032] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:10.796064] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:10.796119] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:10.813014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:10.813528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:10.813607] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:10.813639] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:10.853932] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:10.854011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:10.854046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:10.854074] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:10.857033] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: UP (p=96.17%) [2025-10-18T03:27:10.857280] [INFO ] [FORECASTER] Completed predict_future for MLNK [2025-10-18T03:27:10.857415] [INFO ] [sig ] MLNK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:10.994253] [INFO ] [LOCAL ] Saved forecast: MLNK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MLNK.txt [2025-10-18T03:27:10.994512] [INFO ] [sig ] [1183/2083] Completed MLNK in 0.2s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:10.994560] [INFO ] [sig ] [1184/2083] Forecasting MLP... [2025-10-18T03:27:10.994592] [INFO ] [sig ] Generating forecast for: MLP [2025-10-18T03:27:10.994624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-10-18T03:27:11.003122] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLP'. [2025-10-18T03:27:11.003377] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-10-18T03:27:11.028143] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:11.028841] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-10-18T03:27:11.028896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:11.028929] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:11.028957] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:11.029016] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:11.045733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:11.046274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:11.046351] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:11.046384] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:11.084720] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:11.084799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:11.084834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:11.084862] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:11.087876] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=79.23%) [2025-10-18T03:27:11.088127] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-10-18T03:27:11.088262] [INFO ] [sig ] MLP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:11.226055] [INFO ] [LOCAL ] Saved forecast: MLP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MLP.txt [2025-10-18T03:27:11.226272] [INFO ] [sig ] [1184/2083] Completed MLP in 0.2s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:11.226356] [INFO ] [sig ] [1185/2083] Forecasting MLR... [2025-10-18T03:27:11.226396] [INFO ] [sig ] Generating forecast for: MLR [2025-10-18T03:27:11.226428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'. [2025-10-18T03:27:11.235158] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLR'. [2025-10-18T03:27:11.235429] [INFO ] [FORECASTER] Starting predict_future for MLR [2025-10-18T03:27:11.260046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:11.260736] [DEBUG] [LOCAL ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt [2025-10-18T03:27:11.260791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:11.260823] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:11.260849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:11.260904] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:11.277605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:11.278178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:11.278258] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:11.278291] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:11.316811] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:11.316925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:11.316977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:11.317041] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:11.320183] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: DOWN (p=7.41%) [2025-10-18T03:27:11.320458] [INFO ] [FORECASTER] Completed predict_future for MLR [2025-10-18T03:27:11.320608] [INFO ] [sig ] MLR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:11.456812] [INFO ] [LOCAL ] Saved forecast: MLR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MLR.txt [2025-10-18T03:27:11.457027] [INFO ] [sig ] [1185/2083] Completed MLR in 0.2s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:11.457090] [INFO ] [sig ] [1186/2083] Forecasting MMC... [2025-10-18T03:27:11.457124] [INFO ] [sig ] Generating forecast for: MMC [2025-10-18T03:27:11.457154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-10-18T03:27:11.466186] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMC'. [2025-10-18T03:27:11.466459] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-10-18T03:27:11.491045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:11.491728] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-10-18T03:27:11.491783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:11.491816] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:11.491842] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:11.491898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:11.508563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:11.509113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:11.509191] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:11.509225] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:11.546390] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:11.546471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:11.546505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:11.546532] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:11.549565] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=66.15%) [2025-10-18T03:27:11.549847] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-10-18T03:27:11.549984] [INFO ] [sig ] MMC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:11.686988] [INFO ] [LOCAL ] Saved forecast: MMC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MMC.txt [2025-10-18T03:27:11.687175] [INFO ] [sig ] [1186/2083] Completed MMC in 0.2s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:11.687215] [INFO ] [sig ] [1187/2083] Forecasting MMD... [2025-10-18T03:27:11.687245] [INFO ] [sig ] Generating forecast for: MMD [2025-10-18T03:27:11.687277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-10-18T03:27:11.696342] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMD'. [2025-10-18T03:27:11.696617] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-10-18T03:27:11.721294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:11.721995] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-10-18T03:27:11.722048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:11.722080] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:11.722107] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:11.722162] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:11.739182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:11.739741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:11.739821] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:11.739854] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:11.775593] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:11.775697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:11.775744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:11.775773] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:11.778780] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=50.72%) [2025-10-18T03:27:11.779030] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-10-18T03:27:11.779158] [INFO ] [sig ] MMD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:11.915935] [INFO ] [LOCAL ] Saved forecast: MMD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MMD.txt [2025-10-18T03:27:11.916121] [INFO ] [sig ] [1187/2083] Completed MMD in 0.2s | 4.13 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:11.916161] [INFO ] [sig ] [1188/2083] Forecasting MMI... [2025-10-18T03:27:11.916190] [INFO ] [sig ] Generating forecast for: MMI [2025-10-18T03:27:11.916222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'. [2025-10-18T03:27:11.924669] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMI'. [2025-10-18T03:27:11.924957] [INFO ] [FORECASTER] Starting predict_future for MMI [2025-10-18T03:27:11.949675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:11.950367] [DEBUG] [LOCAL ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt [2025-10-18T03:27:11.950420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:11.950453] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:11.950480] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:11.950536] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:11.967252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:11.967833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:11.967913] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:11.967945] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:12.002213] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:12.002352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:12.002390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:12.002420] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:12.005696] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: DOWN (p=8.93%) [2025-10-18T03:27:12.005966] [INFO ] [FORECASTER] Completed predict_future for MMI [2025-10-18T03:27:12.006104] [INFO ] [sig ] MMI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:12.143883] [INFO ] [LOCAL ] Saved forecast: MMI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MMI.txt [2025-10-18T03:27:12.144085] [INFO ] [sig ] [1188/2083] Completed MMI in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:12.144136] [INFO ] [sig ] [1189/2083] Forecasting MMM... [2025-10-18T03:27:12.144167] [INFO ] [sig ] Generating forecast for: MMM [2025-10-18T03:27:12.144198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'. [2025-10-18T03:27:12.156514] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMM'. [2025-10-18T03:27:12.156938] [INFO ] [FORECASTER] Starting predict_future for MMM [2025-10-18T03:27:12.181826] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:12.182500] [DEBUG] [LOCAL ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt [2025-10-18T03:27:12.182553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:12.182585] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:12.182612] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:12.182687] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:12.199424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:12.200001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:12.200081] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:12.200113] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:12.235330] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:12.235428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:12.235463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:12.235491] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:12.238582] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-10-18T03:27:12.238869] [INFO ] [FORECASTER] Completed predict_future for MMM [2025-10-18T03:27:12.239004] [INFO ] [sig ] MMM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:12.376487] [INFO ] [LOCAL ] Saved forecast: MMM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MMM.txt [2025-10-18T03:27:12.376698] [INFO ] [sig ] [1189/2083] Completed MMM in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:12.376757] [INFO ] [sig ] [1190/2083] Forecasting MMS... [2025-10-18T03:27:12.376790] [INFO ] [sig ] Generating forecast for: MMS [2025-10-18T03:27:12.376820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-10-18T03:27:12.385151] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMS'. [2025-10-18T03:27:12.385409] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-10-18T03:27:12.409932] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:12.410614] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-10-18T03:27:12.410692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:12.410737] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:12.410767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:12.410823] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:12.427442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:12.428033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:12.428111] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:12.428144] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:12.463067] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:12.463146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:12.463179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:12.463208] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:12.466162] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-10-18T03:27:12.466408] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-10-18T03:27:12.466533] [INFO ] [sig ] MMS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:12.603959] [INFO ] [LOCAL ] Saved forecast: MMS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MMS.txt [2025-10-18T03:27:12.604142] [INFO ] [sig ] [1190/2083] Completed MMS in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:12.604181] [INFO ] [sig ] [1191/2083] Forecasting MMT... [2025-10-18T03:27:12.604217] [INFO ] [sig ] Generating forecast for: MMT [2025-10-18T03:27:12.604249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'. [2025-10-18T03:27:12.612964] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMT'. [2025-10-18T03:27:12.613330] [INFO ] [FORECASTER] Starting predict_future for MMT [2025-10-18T03:27:12.639360] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:12.640169] [DEBUG] [LOCAL ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt [2025-10-18T03:27:12.640226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:12.640260] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:12.640288] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:12.640412] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:12.657671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:12.658266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:12.658350] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:12.658383] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:12.691717] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:12.691797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:12.691832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:12.691860] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:12.694808] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=97.91%) [2025-10-18T03:27:12.695056] [INFO ] [FORECASTER] Completed predict_future for MMT [2025-10-18T03:27:12.695183] [INFO ] [sig ] MMT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:12.831780] [INFO ] [LOCAL ] Saved forecast: MMT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MMT.txt [2025-10-18T03:27:12.831984] [INFO ] [sig ] [1191/2083] Completed MMT in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:12.832025] [INFO ] [sig ] [1192/2083] Forecasting MMU... [2025-10-18T03:27:12.832055] [INFO ] [sig ] Generating forecast for: MMU [2025-10-18T03:27:12.832087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'. [2025-10-18T03:27:12.840799] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMU'. [2025-10-18T03:27:12.841115] [INFO ] [FORECASTER] Starting predict_future for MMU [2025-10-18T03:27:12.865854] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:12.866510] [DEBUG] [LOCAL ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt [2025-10-18T03:27:12.866563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:12.866595] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:12.866622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:12.866709] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:12.883488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:12.884039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:12.884123] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:12.884156] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:12.918772] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:12.918852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:12.918887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:12.918916] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:12.921888] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: UP (p=95.66%) [2025-10-18T03:27:12.922142] [INFO ] [FORECASTER] Completed predict_future for MMU [2025-10-18T03:27:12.922268] [INFO ] [sig ] MMU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:13.059684] [INFO ] [LOCAL ] Saved forecast: MMU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MMU.txt [2025-10-18T03:27:13.059913] [INFO ] [sig ] [1192/2083] Completed MMU in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:13.059956] [INFO ] [sig ] [1193/2083] Forecasting MNR... [2025-10-18T03:27:13.059985] [INFO ] [sig ] Generating forecast for: MNR [2025-10-18T03:27:13.060015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'. [2025-10-18T03:27:13.068829] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MNR'. [2025-10-18T03:27:13.069144] [INFO ] [FORECASTER] Starting predict_future for MNR [2025-10-18T03:27:13.093953] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:13.094604] [DEBUG] [LOCAL ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt [2025-10-18T03:27:13.094681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:13.094730] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:13.094760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:13.094817] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:13.111867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:13.112382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:13.112459] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:13.112491] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:13.145771] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:13.145851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:13.145886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:13.145914] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:13.148880] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: DOWN (p=10.11%) [2025-10-18T03:27:13.149129] [INFO ] [FORECASTER] Completed predict_future for MNR [2025-10-18T03:27:13.149256] [INFO ] [sig ] MNR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:13.285500] [INFO ] [LOCAL ] Saved forecast: MNR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MNR.txt [2025-10-18T03:27:13.285741] [INFO ] [sig ] [1193/2083] Completed MNR in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:13.285800] [INFO ] [sig ] [1194/2083] Forecasting MNSO... [2025-10-18T03:27:13.285832] [INFO ] [sig ] Generating forecast for: MNSO [2025-10-18T03:27:13.285863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-10-18T03:27:13.294324] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MNSO'. [2025-10-18T03:27:13.294605] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-10-18T03:27:13.319731] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:13.320462] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-10-18T03:27:13.320516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:13.320549] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:13.320577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:13.320634] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:13.337511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:13.338129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:13.338224] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:13.338258] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:13.371523] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:13.371602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:13.372103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:13.372143] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:13.376366] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=99.06%) [2025-10-18T03:27:13.376619] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-10-18T03:27:13.376783] [INFO ] [sig ] MNSO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:13.529410] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MNSO.txt [2025-10-18T03:27:13.529741] [INFO ] [sig ] [1194/2083] Completed MNSO in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:13.529806] [INFO ] [sig ] [1195/2083] Forecasting MOD... [2025-10-18T03:27:13.529842] [INFO ] [sig ] Generating forecast for: MOD [2025-10-18T03:27:13.529875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-10-18T03:27:13.539301] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MOD'. [2025-10-18T03:27:13.539636] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-10-18T03:27:13.564728] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:13.565386] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-10-18T03:27:13.565440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:13.565472] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:13.565499] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:13.565554] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:13.582338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:13.582898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:13.582982] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:13.583015] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:13.619293] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:13.619375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:13.619409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:13.619436] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:13.622468] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=81.59%) [2025-10-18T03:27:13.622769] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-10-18T03:27:13.622911] [INFO ] [sig ] MOD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:13.760125] [INFO ] [LOCAL ] Saved forecast: MOD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MOD.txt [2025-10-18T03:27:13.760362] [INFO ] [sig ] [1195/2083] Completed MOD in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:13.760406] [INFO ] [sig ] [1196/2083] Forecasting MODG... [2025-10-18T03:27:13.760436] [INFO ] [sig ] Generating forecast for: MODG [2025-10-18T03:27:13.760467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-10-18T03:27:13.769599] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MODG'. [2025-10-18T03:27:13.770025] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-10-18T03:27:13.795786] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:13.796531] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-10-18T03:27:13.796586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:13.796619] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:13.796674] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:13.796753] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:13.813544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:13.814352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:13.814464] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:13.814533] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:13.850598] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:13.850783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:13.850834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:13.850866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:13.854421] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=54.97%) [2025-10-18T03:27:13.854747] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-10-18T03:27:13.854899] [INFO ] [sig ] MODG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:14.000435] [INFO ] [LOCAL ] Saved forecast: MODG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MODG.txt [2025-10-18T03:27:14.000728] [INFO ] [sig ] [1196/2083] Completed MODG in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:14.000788] [INFO ] [sig ] [1197/2083] Forecasting MOH... [2025-10-18T03:27:14.000822] [INFO ] [sig ] Generating forecast for: MOH [2025-10-18T03:27:14.000853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-10-18T03:27:14.011119] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MOH'. [2025-10-18T03:27:14.011443] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-10-18T03:27:14.036352] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:14.037104] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-10-18T03:27:14.037160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:14.037193] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:14.037223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:14.037280] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:14.055616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:14.056322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:14.056408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:14.056443] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:14.092411] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:14.092520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:14.092558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:14.092587] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:14.095734] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=92.78%) [2025-10-18T03:27:14.096056] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-10-18T03:27:14.096203] [INFO ] [sig ] MOH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:14.243407] [INFO ] [LOCAL ] Saved forecast: MOH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MOH.txt [2025-10-18T03:27:14.243769] [INFO ] [sig ] [1197/2083] Completed MOH in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:14.243832] [INFO ] [sig ] [1198/2083] Forecasting MOS... [2025-10-18T03:27:14.243894] [INFO ] [sig ] Generating forecast for: MOS [2025-10-18T03:27:14.243961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-10-18T03:27:14.253066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MOS'. [2025-10-18T03:27:14.253390] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-10-18T03:27:14.278404] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:14.279189] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-10-18T03:27:14.279243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:14.279276] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:14.279303] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:14.279359] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:14.296195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:14.296759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:14.296841] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:14.296874] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:14.334879] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:14.334961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:14.334995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:14.335023] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:14.338401] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=89.99%) [2025-10-18T03:27:14.338683] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-10-18T03:27:14.338825] [INFO ] [sig ] MOS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:14.521563] [INFO ] [LOCAL ] Saved forecast: MOS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MOS.txt [2025-10-18T03:27:14.521769] [INFO ] [sig ] [1198/2083] Completed MOS in 0.3s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:14.521827] [INFO ] [sig ] [1199/2083] Forecasting MOV... [2025-10-18T03:27:14.521861] [INFO ] [sig ] Generating forecast for: MOV [2025-10-18T03:27:14.521892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'. [2025-10-18T03:27:14.530895] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MOV'. [2025-10-18T03:27:14.531203] [INFO ] [FORECASTER] Starting predict_future for MOV [2025-10-18T03:27:14.556091] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:14.556849] [DEBUG] [LOCAL ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt [2025-10-18T03:27:14.556904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:14.556937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:14.556964] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:14.557021] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:14.573836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:14.574372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:14.574459] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:14.574492] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:14.608475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:14.608606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:14.608667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:14.608722] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:14.611930] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=27.59%) [2025-10-18T03:27:14.612214] [INFO ] [FORECASTER] Completed predict_future for MOV [2025-10-18T03:27:14.612352] [INFO ] [sig ] MOV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:14.749784] [INFO ] [LOCAL ] Saved forecast: MOV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MOV.txt [2025-10-18T03:27:14.750078] [INFO ] [sig ] [1199/2083] Completed MOV in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:14.750122] [INFO ] [sig ] [1200/2083] Forecasting MP... [2025-10-18T03:27:14.750154] [INFO ] [sig ] Generating forecast for: MP [2025-10-18T03:27:14.750185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-10-18T03:27:14.759068] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MP'. [2025-10-18T03:27:14.759423] [INFO ] [FORECASTER] Starting predict_future for MP [2025-10-18T03:27:14.784866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:14.785672] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-10-18T03:27:14.785732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:14.785767] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:14.785795] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:14.785851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:14.802475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:14.803042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:14.803126] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:14.803159] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:14.838402] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:14.838503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:14.838541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:14.838569] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:14.841678] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=58.91%) [2025-10-18T03:27:14.841946] [INFO ] [FORECASTER] Completed predict_future for MP [2025-10-18T03:27:14.842080] [INFO ] [sig ] MP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:14.978864] [INFO ] [LOCAL ] Saved forecast: MP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MP.txt [2025-10-18T03:27:14.979104] [INFO ] [sig ] [1200/2083] Completed MP in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:14.979145] [INFO ] [sig ] [1201/2083] Forecasting MPA... [2025-10-18T03:27:14.979176] [INFO ] [sig ] Generating forecast for: MPA [2025-10-18T03:27:14.979207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-10-18T03:27:14.987320] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPA'. [2025-10-18T03:27:14.987624] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-10-18T03:27:15.012232] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:15.012965] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-10-18T03:27:15.013020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:15.013052] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:15.013078] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:15.013134] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:15.029634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:15.030199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:15.030297] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:15.030330] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:15.064759] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:15.064846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:15.064881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:15.064908] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:15.067883] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=65.35%) [2025-10-18T03:27:15.068137] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-10-18T03:27:15.068266] [INFO ] [sig ] MPA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:15.204317] [INFO ] [LOCAL ] Saved forecast: MPA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MPA.txt [2025-10-18T03:27:15.204528] [INFO ] [sig ] [1201/2083] Completed MPA in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.6m [2025-10-18T03:27:15.204569] [INFO ] [sig ] [1202/2083] Forecasting MPC... [2025-10-18T03:27:15.204600] [INFO ] [sig ] Generating forecast for: MPC [2025-10-18T03:27:15.204632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-10-18T03:27:15.213806] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPC'. [2025-10-18T03:27:15.214099] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-10-18T03:27:15.242154] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:15.242899] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-10-18T03:27:15.242956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:15.243004] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:15.243056] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:15.243115] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:15.259588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:15.260152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:15.260258] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:15.260310] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:15.298516] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:15.298614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:15.298676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:15.298725] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:15.301877] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=25.22%) [2025-10-18T03:27:15.302169] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-10-18T03:27:15.302309] [INFO ] [sig ] MPC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:15.438744] [INFO ] [LOCAL ] Saved forecast: MPC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MPC.txt [2025-10-18T03:27:15.438970] [INFO ] [sig ] [1202/2083] Completed MPC in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.5m [2025-10-18T03:27:15.439011] [INFO ] [sig ] [1203/2083] Forecasting MPLX... [2025-10-18T03:27:15.439042] [INFO ] [sig ] Generating forecast for: MPLX [2025-10-18T03:27:15.439082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'. [2025-10-18T03:27:15.448454] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPLX'. [2025-10-18T03:27:15.448769] [INFO ] [FORECASTER] Starting predict_future for MPLX [2025-10-18T03:27:15.473217] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:15.473928] [DEBUG] [LOCAL ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt [2025-10-18T03:27:15.473997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:15.474030] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:15.474057] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:15.474114] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:15.490765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:15.491284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:15.491360] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:15.491393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:15.527768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:15.527880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:15.527916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:15.527945] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:15.531043] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: UP (p=90.74%) [2025-10-18T03:27:15.531303] [INFO ] [FORECASTER] Completed predict_future for MPLX [2025-10-18T03:27:15.531432] [INFO ] [sig ] MPLX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:15.667284] [INFO ] [LOCAL ] Saved forecast: MPLX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MPLX.txt [2025-10-18T03:27:15.667489] [INFO ] [sig ] [1203/2083] Completed MPLX in 0.2s | 4.14 sym/s | Total: 4.8m | ETA: 3.5m [2025-10-18T03:27:15.667530] [INFO ] [sig ] [1204/2083] Forecasting MPV... [2025-10-18T03:27:15.667560] [INFO ] [sig ] Generating forecast for: MPV [2025-10-18T03:27:15.667590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'. [2025-10-18T03:27:15.676112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPV'. [2025-10-18T03:27:15.676415] [INFO ] [FORECASTER] Starting predict_future for MPV [2025-10-18T03:27:15.700967] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:15.701620] [DEBUG] [LOCAL ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt [2025-10-18T03:27:15.701698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:15.701740] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:15.701815] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:15.701881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:15.718537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:15.719285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:15.719372] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:15.719405] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:15.754303] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:15.754479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:15.754522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:15.754552] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:15.758109] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: DOWN (p=0.50%) [2025-10-18T03:27:15.758470] [INFO ] [FORECASTER] Completed predict_future for MPV [2025-10-18T03:27:15.758616] [INFO ] [sig ] MPV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:15.900072] [INFO ] [LOCAL ] Saved forecast: MPV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MPV.txt [2025-10-18T03:27:15.900301] [INFO ] [sig ] [1204/2083] Completed MPV in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:15.900344] [INFO ] [sig ] [1205/2083] Forecasting MPW... [2025-10-18T03:27:15.900374] [INFO ] [sig ] Generating forecast for: MPW [2025-10-18T03:27:15.900414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'. [2025-10-18T03:27:15.909313] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPW'. [2025-10-18T03:27:15.909591] [INFO ] [FORECASTER] Starting predict_future for MPW [2025-10-18T03:27:15.934780] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:15.935550] [DEBUG] [LOCAL ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt [2025-10-18T03:27:15.935606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:15.935663] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:15.935719] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:15.935782] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:15.952573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:15.953257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:15.953343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:15.953377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:15.987031] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:15.987188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:15.987228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:15.987258] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:15.990674] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: UP (p=94.82%) [2025-10-18T03:27:15.990950] [INFO ] [FORECASTER] Completed predict_future for MPW [2025-10-18T03:27:15.991088] [INFO ] [sig ] MPW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:16.151406] [INFO ] [LOCAL ] Saved forecast: MPW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MPW.txt [2025-10-18T03:27:16.151692] [INFO ] [sig ] [1205/2083] Completed MPW in 0.3s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:16.151752] [INFO ] [sig ] [1206/2083] Forecasting MPX... [2025-10-18T03:27:16.151784] [INFO ] [sig ] Generating forecast for: MPX [2025-10-18T03:27:16.151816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-10-18T03:27:16.160396] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPX'. [2025-10-18T03:27:16.160686] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-10-18T03:27:16.185502] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:16.186202] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-10-18T03:27:16.186257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:16.186289] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:16.186316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:16.186372] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:16.202980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:16.203500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:16.203582] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:16.203616] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:16.238311] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:16.238404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:16.238439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:16.238468] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:16.241491] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=87.36%) [2025-10-18T03:27:16.241803] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-10-18T03:27:16.241968] [INFO ] [sig ] MPX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:16.378029] [INFO ] [LOCAL ] Saved forecast: MPX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MPX.txt [2025-10-18T03:27:16.378243] [INFO ] [sig ] [1206/2083] Completed MPX in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:16.378282] [INFO ] [sig ] [1207/2083] Forecasting MQT... [2025-10-18T03:27:16.378313] [INFO ] [sig ] Generating forecast for: MQT [2025-10-18T03:27:16.378344] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'. [2025-10-18T03:27:16.386796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MQT'. [2025-10-18T03:27:16.387090] [INFO ] [FORECASTER] Starting predict_future for MQT [2025-10-18T03:27:16.411735] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:16.412410] [DEBUG] [LOCAL ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt [2025-10-18T03:27:16.412464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:16.412497] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:16.412524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:16.412580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:16.429619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:16.430190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:16.430269] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:16.430302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:16.466804] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:16.466925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:16.466961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:16.466989] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:16.472887] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=61.20%) [2025-10-18T03:27:16.473144] [INFO ] [FORECASTER] Completed predict_future for MQT [2025-10-18T03:27:16.473272] [INFO ] [sig ] MQT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:16.610255] [INFO ] [LOCAL ] Saved forecast: MQT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MQT.txt [2025-10-18T03:27:16.610490] [INFO ] [sig ] [1207/2083] Completed MQT in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:16.610532] [INFO ] [sig ] [1208/2083] Forecasting MQY... [2025-10-18T03:27:16.610562] [INFO ] [sig ] Generating forecast for: MQY [2025-10-18T03:27:16.610592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-10-18T03:27:16.619322] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MQY'. [2025-10-18T03:27:16.619627] [INFO ] [FORECASTER] Starting predict_future for MQY [2025-10-18T03:27:16.644334] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:16.645035] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-10-18T03:27:16.645089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:16.645122] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:16.645149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:16.645204] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:16.661858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:16.662394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:16.662471] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:16.662519] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:16.697204] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:16.697287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:16.697321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:16.697349] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:16.700357] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=46.57%) [2025-10-18T03:27:16.700603] [INFO ] [FORECASTER] Completed predict_future for MQY [2025-10-18T03:27:16.700768] [INFO ] [sig ] MQY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:16.842745] [INFO ] [LOCAL ] Saved forecast: MQY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MQY.txt [2025-10-18T03:27:16.843007] [INFO ] [sig ] [1208/2083] Completed MQY in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:16.843061] [INFO ] [sig ] [1209/2083] Forecasting MRC... [2025-10-18T03:27:16.843094] [INFO ] [sig ] Generating forecast for: MRC [2025-10-18T03:27:16.843125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRC' from 'https://tdm.silogroup.org/data/derivative_storage/MRC.csv'. [2025-10-18T03:27:16.852374] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MRC'. [2025-10-18T03:27:16.852696] [INFO ] [FORECASTER] Starting predict_future for MRC [2025-10-18T03:27:16.879352] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:16.880250] [DEBUG] [LOCAL ] No optimal features file found for MRC: ./output/feature-sets/MRC.txt [2025-10-18T03:27:16.880307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:16.880367] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:16.880430] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:16.880505] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:16.898938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:16.899607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:16.899715] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:16.899761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:16.935671] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:16.935842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:16.935886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:16.935917] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:16.939411] [DEBUG] [FORECASTER] MRC: Forecast T+1@11:T+2@11: DOWN (p=49.02%) [2025-10-18T03:27:16.939712] [INFO ] [FORECASTER] Completed predict_future for MRC [2025-10-18T03:27:16.939855] [INFO ] [sig ] MRC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:17.083988] [INFO ] [LOCAL ] Saved forecast: MRC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MRC.txt [2025-10-18T03:27:17.084244] [INFO ] [sig ] [1209/2083] Completed MRC in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:17.084289] [INFO ] [sig ] [1210/2083] Forecasting MSA... [2025-10-18T03:27:17.084320] [INFO ] [sig ] Generating forecast for: MSA [2025-10-18T03:27:17.084351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-10-18T03:27:17.093191] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSA'. [2025-10-18T03:27:17.093531] [INFO ] [FORECASTER] Starting predict_future for MSA [2025-10-18T03:27:17.118817] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:17.119575] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-10-18T03:27:17.119631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:17.119720] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:17.119759] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:17.119818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:17.136614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:17.137311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:17.137393] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:17.137425] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:17.172983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:17.173152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:17.173196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:17.173227] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:17.176668] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=93.43%) [2025-10-18T03:27:17.176950] [INFO ] [FORECASTER] Completed predict_future for MSA [2025-10-18T03:27:17.177081] [INFO ] [sig ] MSA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:17.315677] [INFO ] [LOCAL ] Saved forecast: MSA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MSA.txt [2025-10-18T03:27:17.315887] [INFO ] [sig ] [1210/2083] Completed MSA in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:17.315928] [INFO ] [sig ] [1211/2083] Forecasting MSB... [2025-10-18T03:27:17.315959] [INFO ] [sig ] Generating forecast for: MSB [2025-10-18T03:27:17.315990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-10-18T03:27:17.324188] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSB'. [2025-10-18T03:27:17.324465] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-10-18T03:27:17.349304] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:17.350026] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-10-18T03:27:17.350081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:17.350114] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:17.350142] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:17.350198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:17.367281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:17.367867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:17.367945] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:17.367978] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:17.402423] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:17.402516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:17.402551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:17.402579] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:17.405627] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=72.74%) [2025-10-18T03:27:17.405909] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-10-18T03:27:17.406032] [INFO ] [sig ] MSB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:17.545075] [INFO ] [LOCAL ] Saved forecast: MSB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MSB.txt [2025-10-18T03:27:17.545290] [INFO ] [sig ] [1211/2083] Completed MSB in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:17.545332] [INFO ] [sig ] [1212/2083] Forecasting MSCI... [2025-10-18T03:27:17.545363] [INFO ] [sig ] Generating forecast for: MSCI [2025-10-18T03:27:17.545393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-10-18T03:27:17.554314] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSCI'. [2025-10-18T03:27:17.554638] [INFO ] [FORECASTER] Starting predict_future for MSCI [2025-10-18T03:27:17.579903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:17.580571] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-10-18T03:27:17.580625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:17.580692] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:17.580734] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:17.580792] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:17.597796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:17.598398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:17.598480] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:17.598516] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:17.637446] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:17.637571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:17.637615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:17.637671] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:17.641188] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=96.99%) [2025-10-18T03:27:17.641448] [INFO ] [FORECASTER] Completed predict_future for MSCI [2025-10-18T03:27:17.641576] [INFO ] [sig ] MSCI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:17.788322] [INFO ] [LOCAL ] Saved forecast: MSCI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MSCI.txt [2025-10-18T03:27:17.788572] [INFO ] [sig ] [1212/2083] Completed MSCI in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:17.788631] [INFO ] [sig ] [1213/2083] Forecasting MSD... [2025-10-18T03:27:17.788702] [INFO ] [sig ] Generating forecast for: MSD [2025-10-18T03:27:17.788744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-10-18T03:27:17.797261] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSD'. [2025-10-18T03:27:17.797521] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-10-18T03:27:17.823575] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:17.824340] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-10-18T03:27:17.824397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:17.824432] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:17.824462] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:17.824519] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:17.842105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:17.842635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:17.842740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:17.842779] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:17.879000] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:17.879093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:17.879128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:17.879157] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:17.882364] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=69.86%) [2025-10-18T03:27:17.882625] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-10-18T03:27:17.882805] [INFO ] [sig ] MSD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:18.031933] [INFO ] [LOCAL ] Saved forecast: MSD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MSD.txt [2025-10-18T03:27:18.032157] [INFO ] [sig ] [1213/2083] Completed MSD in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:18.032200] [INFO ] [sig ] [1214/2083] Forecasting MSDL... [2025-10-18T03:27:18.032235] [INFO ] [sig ] Generating forecast for: MSDL [2025-10-18T03:27:18.032266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSDL' from 'https://tdm.silogroup.org/data/derivative_storage/MSDL.csv'. [2025-10-18T03:27:18.041036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSDL'. [2025-10-18T03:27:18.041306] [INFO ] [FORECASTER] Starting predict_future for MSDL [2025-10-18T03:27:18.067054] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:18.067844] [DEBUG] [LOCAL ] No optimal features file found for MSDL: ./output/feature-sets/MSDL.txt [2025-10-18T03:27:18.067901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:18.067936] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:18.067966] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:18.068026] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:18.085735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:18.086294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:18.086382] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:18.086417] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:18.126514] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:18.126609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:18.126673] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:18.126725] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:18.130737] [DEBUG] [FORECASTER] MSDL: Forecast T+1@11:T+2@11: DOWN (p=6.75%) [2025-10-18T03:27:18.131022] [INFO ] [FORECASTER] Completed predict_future for MSDL [2025-10-18T03:27:18.131156] [INFO ] [sig ] MSDL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:18.277551] [INFO ] [LOCAL ] Saved forecast: MSDL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MSDL.txt [2025-10-18T03:27:18.277806] [INFO ] [sig ] [1214/2083] Completed MSDL in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:18.277866] [INFO ] [sig ] [1215/2083] Forecasting MSGE... [2025-10-18T03:27:18.277898] [INFO ] [sig ] Generating forecast for: MSGE [2025-10-18T03:27:18.277929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-10-18T03:27:18.286345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSGE'. [2025-10-18T03:27:18.286625] [INFO ] [FORECASTER] Starting predict_future for MSGE [2025-10-18T03:27:18.312425] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:18.313156] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-10-18T03:27:18.313214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:18.313252] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:18.313281] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:18.313340] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:18.330936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:18.331469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:18.331550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:18.331599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:18.366604] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:18.366719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:18.366766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:18.366797] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:18.370154] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=88.75%) [2025-10-18T03:27:18.370418] [INFO ] [FORECASTER] Completed predict_future for MSGE [2025-10-18T03:27:18.370548] [INFO ] [sig ] MSGE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:18.518229] [INFO ] [LOCAL ] Saved forecast: MSGE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MSGE.txt [2025-10-18T03:27:18.518511] [INFO ] [sig ] [1215/2083] Completed MSGE in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:18.518571] [INFO ] [sig ] [1216/2083] Forecasting MSGS... [2025-10-18T03:27:18.518605] [INFO ] [sig ] Generating forecast for: MSGS [2025-10-18T03:27:18.518636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-10-18T03:27:18.527944] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSGS'. [2025-10-18T03:27:18.528242] [INFO ] [FORECASTER] Starting predict_future for MSGS [2025-10-18T03:27:18.553444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:18.554200] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-10-18T03:27:18.554256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:18.554288] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:18.554316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:18.554372] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:18.571177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:18.571832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:18.571917] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:18.571950] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:18.607920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:18.608027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:18.608063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:18.608091] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:18.611232] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=88.30%) [2025-10-18T03:27:18.611498] [INFO ] [FORECASTER] Completed predict_future for MSGS [2025-10-18T03:27:18.611632] [INFO ] [sig ] MSGS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:18.748599] [INFO ] [LOCAL ] Saved forecast: MSGS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MSGS.txt [2025-10-18T03:27:18.748828] [INFO ] [sig ] [1216/2083] Completed MSGS in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:18.748878] [INFO ] [sig ] [1217/2083] Forecasting MSM... [2025-10-18T03:27:18.748910] [INFO ] [sig ] Generating forecast for: MSM [2025-10-18T03:27:18.748940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-10-18T03:27:18.757250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSM'. [2025-10-18T03:27:18.757516] [INFO ] [FORECASTER] Starting predict_future for MSM [2025-10-18T03:27:18.782265] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:18.782973] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-10-18T03:27:18.783027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:18.783118] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:18.783156] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:18.783214] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:18.800326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:18.800893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:18.800972] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:18.801005] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:18.836630] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:18.836734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:18.836773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:18.836801] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:18.839880] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=78.27%) [2025-10-18T03:27:18.840137] [INFO ] [FORECASTER] Completed predict_future for MSM [2025-10-18T03:27:18.840266] [INFO ] [sig ] MSM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:18.979093] [INFO ] [LOCAL ] Saved forecast: MSM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MSM.txt [2025-10-18T03:27:18.979305] [INFO ] [sig ] [1217/2083] Completed MSM in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:18.979355] [INFO ] [sig ] [1218/2083] Forecasting MT... [2025-10-18T03:27:18.979389] [INFO ] [sig ] Generating forecast for: MT [2025-10-18T03:27:18.979420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'. [2025-10-18T03:27:18.988074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MT'. [2025-10-18T03:27:18.988357] [INFO ] [FORECASTER] Starting predict_future for MT [2025-10-18T03:27:19.013120] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:19.013886] [DEBUG] [LOCAL ] No optimal features file found for MT: ./output/feature-sets/MT.txt [2025-10-18T03:27:19.013941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:19.013974] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:19.014002] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:19.014063] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:19.031167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:19.031716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:19.031800] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:19.031833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:19.067820] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:19.067924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:19.067960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:19.067988] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:19.071077] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: UP (p=95.87%) [2025-10-18T03:27:19.071330] [INFO ] [FORECASTER] Completed predict_future for MT [2025-10-18T03:27:19.071466] [INFO ] [sig ] MT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:19.209942] [INFO ] [LOCAL ] Saved forecast: MT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MT.txt [2025-10-18T03:27:19.210157] [INFO ] [sig ] [1218/2083] Completed MT in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:19.210197] [INFO ] [sig ] [1219/2083] Forecasting MTB... [2025-10-18T03:27:19.210226] [INFO ] [sig ] Generating forecast for: MTB [2025-10-18T03:27:19.210256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-10-18T03:27:19.220849] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTB'. [2025-10-18T03:27:19.221291] [INFO ] [FORECASTER] Starting predict_future for MTB [2025-10-18T03:27:19.249584] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:19.250409] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-10-18T03:27:19.250467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:19.250501] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:19.250530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:19.250588] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:19.268137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:19.268876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:19.268965] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:19.268998] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:19.306914] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:19.307031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:19.307070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:19.307098] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:19.310310] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=79.17%) [2025-10-18T03:27:19.310582] [INFO ] [FORECASTER] Completed predict_future for MTB [2025-10-18T03:27:19.310750] [INFO ] [sig ] MTB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:19.450352] [INFO ] [LOCAL ] Saved forecast: MTB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTB.txt [2025-10-18T03:27:19.450625] [INFO ] [sig ] [1219/2083] Completed MTB in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:19.450707] [INFO ] [sig ] [1220/2083] Forecasting MTD... [2025-10-18T03:27:19.450749] [INFO ] [sig ] Generating forecast for: MTD [2025-10-18T03:27:19.450782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-10-18T03:27:19.460316] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTD'. [2025-10-18T03:27:19.460690] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-10-18T03:27:19.485729] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:19.486450] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-10-18T03:27:19.486505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:19.486537] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:19.486565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:19.486623] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:19.504020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:19.504597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:19.504703] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:19.504752] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:19.540244] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:19.540327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:19.540362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:19.540390] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:19.543425] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=19.90%) [2025-10-18T03:27:19.543713] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-10-18T03:27:19.543854] [INFO ] [sig ] MTD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:19.685077] [INFO ] [LOCAL ] Saved forecast: MTD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MTD.txt [2025-10-18T03:27:19.685288] [INFO ] [sig ] [1220/2083] Completed MTD in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:19.685329] [INFO ] [sig ] [1221/2083] Forecasting MTDR... [2025-10-18T03:27:19.685359] [INFO ] [sig ] Generating forecast for: MTDR [2025-10-18T03:27:19.685389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'. [2025-10-18T03:27:19.694939] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTDR'. [2025-10-18T03:27:19.695378] [INFO ] [FORECASTER] Starting predict_future for MTDR [2025-10-18T03:27:19.720921] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:19.721667] [DEBUG] [LOCAL ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt [2025-10-18T03:27:19.721728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:19.721764] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:19.721793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:19.721851] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:19.738444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:19.739154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:19.739238] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:19.739272] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:19.777518] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:19.777751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:19.777817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:19.777850] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:19.781436] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: DOWN (p=21.11%) [2025-10-18T03:27:19.781770] [INFO ] [FORECASTER] Completed predict_future for MTDR [2025-10-18T03:27:19.781919] [INFO ] [sig ] MTDR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:19.923126] [INFO ] [LOCAL ] Saved forecast: MTDR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MTDR.txt [2025-10-18T03:27:19.923391] [INFO ] [sig ] [1221/2083] Completed MTDR in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:19.923434] [INFO ] [sig ] [1222/2083] Forecasting MTG... [2025-10-18T03:27:19.923465] [INFO ] [sig ] Generating forecast for: MTG [2025-10-18T03:27:19.923496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-10-18T03:27:19.932427] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTG'. [2025-10-18T03:27:19.932806] [INFO ] [FORECASTER] Starting predict_future for MTG [2025-10-18T03:27:19.958595] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:19.959410] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-10-18T03:27:19.959465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:19.959500] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:19.959527] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:19.959584] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:19.977294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:19.978079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:19.978171] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:19.978206] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:20.016388] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:20.016561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:20.016604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:20.016634] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:20.020226] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=86.80%) [2025-10-18T03:27:20.020507] [INFO ] [FORECASTER] Completed predict_future for MTG [2025-10-18T03:27:20.020674] [INFO ] [sig ] MTG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:20.159349] [INFO ] [LOCAL ] Saved forecast: MTG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTG.txt [2025-10-18T03:27:20.159550] [INFO ] [sig ] [1222/2083] Completed MTG in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:20.159590] [INFO ] [sig ] [1223/2083] Forecasting MTH... [2025-10-18T03:27:20.159620] [INFO ] [sig ] Generating forecast for: MTH [2025-10-18T03:27:20.159680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-10-18T03:27:20.168089] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTH'. [2025-10-18T03:27:20.168349] [INFO ] [FORECASTER] Starting predict_future for MTH [2025-10-18T03:27:20.193016] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:20.193728] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-10-18T03:27:20.193784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:20.193817] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:20.193845] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:20.193901] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:20.210824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:20.211331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:20.211408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:20.211441] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:20.245960] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:20.246036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:20.246071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:20.246098] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:20.249042] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=92.42%) [2025-10-18T03:27:20.249291] [INFO ] [FORECASTER] Completed predict_future for MTH [2025-10-18T03:27:20.249453] [INFO ] [sig ] MTH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:20.392484] [INFO ] [LOCAL ] Saved forecast: MTH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTH.txt [2025-10-18T03:27:20.392876] [INFO ] [sig ] [1223/2083] Completed MTH in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:20.392935] [INFO ] [sig ] [1224/2083] Forecasting MTN... [2025-10-18T03:27:20.392968] [INFO ] [sig ] Generating forecast for: MTN [2025-10-18T03:27:20.393014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-10-18T03:27:20.402715] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTN'. [2025-10-18T03:27:20.402990] [INFO ] [FORECASTER] Starting predict_future for MTN [2025-10-18T03:27:20.428156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:20.428882] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-10-18T03:27:20.428935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:20.428980] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:20.429008] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:20.429063] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:20.445986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:20.446519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:20.446597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:20.446630] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:20.482295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:20.482367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:20.482403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:20.482431] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:20.485391] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=95.85%) [2025-10-18T03:27:20.485633] [INFO ] [FORECASTER] Completed predict_future for MTN [2025-10-18T03:27:20.485802] [INFO ] [sig ] MTN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:20.622188] [INFO ] [LOCAL ] Saved forecast: MTN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTN.txt [2025-10-18T03:27:20.622365] [INFO ] [sig ] [1224/2083] Completed MTN in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:20.622405] [INFO ] [sig ] [1225/2083] Forecasting MTRN... [2025-10-18T03:27:20.622434] [INFO ] [sig ] Generating forecast for: MTRN [2025-10-18T03:27:20.622464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-10-18T03:27:20.634359] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTRN'. [2025-10-18T03:27:20.634841] [INFO ] [FORECASTER] Starting predict_future for MTRN [2025-10-18T03:27:20.671606] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:20.672435] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-10-18T03:27:20.672494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:20.672531] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:20.672560] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:20.672621] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:20.689694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:20.690496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:20.690587] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:20.690621] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:20.726871] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:20.727060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:20.727102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:20.727131] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:20.730734] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=89.75%) [2025-10-18T03:27:20.731015] [INFO ] [FORECASTER] Completed predict_future for MTRN [2025-10-18T03:27:20.731146] [INFO ] [sig ] MTRN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:20.868496] [INFO ] [LOCAL ] Saved forecast: MTRN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTRN.txt [2025-10-18T03:27:20.868794] [INFO ] [sig ] [1225/2083] Completed MTRN in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:20.868855] [INFO ] [sig ] [1226/2083] Forecasting MTW... [2025-10-18T03:27:20.868888] [INFO ] [sig ] Generating forecast for: MTW [2025-10-18T03:27:20.868920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'. [2025-10-18T03:27:20.877192] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTW'. [2025-10-18T03:27:20.877467] [INFO ] [FORECASTER] Starting predict_future for MTW [2025-10-18T03:27:20.902349] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:20.903072] [DEBUG] [LOCAL ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt [2025-10-18T03:27:20.903127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:20.903159] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:20.903186] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:20.903242] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:20.919919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:20.920441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:20.920520] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:20.920553] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:20.954772] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:20.954871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:20.954905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:20.954934] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:20.957994] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: UP (p=93.98%) [2025-10-18T03:27:20.958249] [INFO ] [FORECASTER] Completed predict_future for MTW [2025-10-18T03:27:20.958378] [INFO ] [sig ] MTW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:21.095168] [INFO ] [LOCAL ] Saved forecast: MTW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTW.txt [2025-10-18T03:27:21.095377] [INFO ] [sig ] [1226/2083] Completed MTW in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.5m [2025-10-18T03:27:21.095418] [INFO ] [sig ] [1227/2083] Forecasting MTX... [2025-10-18T03:27:21.095449] [INFO ] [sig ] Generating forecast for: MTX [2025-10-18T03:27:21.095528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-10-18T03:27:21.104423] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTX'. [2025-10-18T03:27:21.104722] [INFO ] [FORECASTER] Starting predict_future for MTX [2025-10-18T03:27:21.129330] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:21.130067] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-10-18T03:27:21.130123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:21.130155] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:21.130183] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:21.130240] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:21.146969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:21.147489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:21.147567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:21.147599] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:21.182681] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:21.182837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:21.182877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:21.182906] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:21.186231] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=93.05%) [2025-10-18T03:27:21.186497] [INFO ] [FORECASTER] Completed predict_future for MTX [2025-10-18T03:27:21.186626] [INFO ] [sig ] MTX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:21.323248] [INFO ] [LOCAL ] Saved forecast: MTX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTX.txt [2025-10-18T03:27:21.323452] [INFO ] [sig ] [1227/2083] Completed MTX in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.4m [2025-10-18T03:27:21.323495] [INFO ] [sig ] [1228/2083] Forecasting MTZ... [2025-10-18T03:27:21.323526] [INFO ] [sig ] Generating forecast for: MTZ [2025-10-18T03:27:21.323557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-10-18T03:27:21.332362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTZ'. [2025-10-18T03:27:21.332632] [INFO ] [FORECASTER] Starting predict_future for MTZ [2025-10-18T03:27:21.363008] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:21.364039] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-10-18T03:27:21.364099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:21.364142] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:21.364195] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:21.364255] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:21.381374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:21.381987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:21.382096] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:21.382149] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:21.417796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:21.417902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:21.417938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:21.417967] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:21.421098] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=59.49%) [2025-10-18T03:27:21.421356] [INFO ] [FORECASTER] Completed predict_future for MTZ [2025-10-18T03:27:21.421511] [INFO ] [sig ] MTZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:21.558870] [INFO ] [LOCAL ] Saved forecast: MTZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MTZ.txt [2025-10-18T03:27:21.559092] [INFO ] [sig ] [1228/2083] Completed MTZ in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.4m [2025-10-18T03:27:21.559161] [INFO ] [sig ] [1229/2083] Forecasting MUA... [2025-10-18T03:27:21.559224] [INFO ] [sig ] Generating forecast for: MUA [2025-10-18T03:27:21.559301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-10-18T03:27:21.568413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUA'. [2025-10-18T03:27:21.568739] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-10-18T03:27:21.593428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:21.594132] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-10-18T03:27:21.594186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:21.594219] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:21.594246] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:21.594302] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:21.611243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:21.611795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:21.611872] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:21.611904] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:21.645349] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:21.645451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:21.645487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:21.645516] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:21.648578] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=70.96%) [2025-10-18T03:27:21.648861] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-10-18T03:27:21.648991] [INFO ] [sig ] MUA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:21.787275] [INFO ] [LOCAL ] Saved forecast: MUA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MUA.txt [2025-10-18T03:27:21.787518] [INFO ] [sig ] [1229/2083] Completed MUA in 0.2s | 4.14 sym/s | Total: 4.9m | ETA: 3.4m [2025-10-18T03:27:21.787560] [INFO ] [sig ] [1230/2083] Forecasting MUC... [2025-10-18T03:27:21.787590] [INFO ] [sig ] Generating forecast for: MUC [2025-10-18T03:27:21.787621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-10-18T03:27:21.796904] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUC'. [2025-10-18T03:27:21.797252] [INFO ] [FORECASTER] Starting predict_future for MUC [2025-10-18T03:27:21.822638] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:21.823316] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-10-18T03:27:21.823420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:21.823460] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:21.823488] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:21.823544] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:21.841820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:21.842335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:21.842414] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:21.842451] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:21.877328] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:21.877432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:21.877468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:21.877496] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:21.880672] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=77.33%) [2025-10-18T03:27:21.880934] [INFO ] [FORECASTER] Completed predict_future for MUC [2025-10-18T03:27:21.881064] [INFO ] [sig ] MUC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:22.017805] [INFO ] [LOCAL ] Saved forecast: MUC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MUC.txt [2025-10-18T03:27:22.018080] [INFO ] [sig ] [1230/2083] Completed MUC in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:22.018123] [INFO ] [sig ] [1231/2083] Forecasting MUE... [2025-10-18T03:27:22.018153] [INFO ] [sig ] Generating forecast for: MUE [2025-10-18T03:27:22.018184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-10-18T03:27:22.027061] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUE'. [2025-10-18T03:27:22.027472] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-10-18T03:27:22.053512] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:22.054315] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-10-18T03:27:22.054376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:22.054427] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:22.054457] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:22.054514] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:22.071570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:22.072441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:22.072533] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:22.072568] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:22.107089] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:22.107257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:22.107299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:22.107329] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:22.110787] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=16.93%) [2025-10-18T03:27:22.111055] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-10-18T03:27:22.111186] [INFO ] [sig ] MUE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:22.247463] [INFO ] [LOCAL ] Saved forecast: MUE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MUE.txt [2025-10-18T03:27:22.247668] [INFO ] [sig ] [1231/2083] Completed MUE in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:22.247727] [INFO ] [sig ] [1232/2083] Forecasting MUFG... [2025-10-18T03:27:22.247791] [INFO ] [sig ] Generating forecast for: MUFG [2025-10-18T03:27:22.247829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-10-18T03:27:22.256213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUFG'. [2025-10-18T03:27:22.256473] [INFO ] [FORECASTER] Starting predict_future for MUFG [2025-10-18T03:27:22.280973] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:22.281670] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-10-18T03:27:22.281728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:22.281761] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:22.281788] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:22.281842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:22.298802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:22.299310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:22.299386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:22.299420] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:22.339909] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:22.340122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:22.340179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:22.340211] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:22.344052] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=28.14%) [2025-10-18T03:27:22.344359] [INFO ] [FORECASTER] Completed predict_future for MUFG [2025-10-18T03:27:22.344507] [INFO ] [sig ] MUFG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:22.482533] [INFO ] [LOCAL ] Saved forecast: MUFG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MUFG.txt [2025-10-18T03:27:22.482780] [INFO ] [sig ] [1232/2083] Completed MUFG in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:22.482840] [INFO ] [sig ] [1233/2083] Forecasting MUJ... [2025-10-18T03:27:22.482872] [INFO ] [sig ] Generating forecast for: MUJ [2025-10-18T03:27:22.482903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-10-18T03:27:22.491952] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUJ'. [2025-10-18T03:27:22.492210] [INFO ] [FORECASTER] Starting predict_future for MUJ [2025-10-18T03:27:22.518604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:22.519508] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-10-18T03:27:22.519564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:22.519598] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:22.519626] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:22.519719] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:22.536525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:22.537127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:22.537249] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:22.537287] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:22.571109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:22.571191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:22.571227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:22.571254] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:22.574309] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=62.41%) [2025-10-18T03:27:22.574562] [INFO ] [FORECASTER] Completed predict_future for MUJ [2025-10-18T03:27:22.574725] [INFO ] [sig ] MUJ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:22.713489] [INFO ] [LOCAL ] Saved forecast: MUJ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MUJ.txt [2025-10-18T03:27:22.713749] [INFO ] [sig ] [1233/2083] Completed MUJ in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:22.713809] [INFO ] [sig ] [1234/2083] Forecasting MUR... [2025-10-18T03:27:22.713843] [INFO ] [sig ] Generating forecast for: MUR [2025-10-18T03:27:22.713874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'. [2025-10-18T03:27:22.722445] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUR'. [2025-10-18T03:27:22.722723] [INFO ] [FORECASTER] Starting predict_future for MUR [2025-10-18T03:27:22.747563] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:22.748275] [DEBUG] [LOCAL ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt [2025-10-18T03:27:22.748328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:22.748360] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:22.748387] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:22.748443] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:22.765132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:22.765660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:22.765741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:22.765775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:22.804013] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:22.804100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:22.804136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:22.804163] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:22.807147] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: DOWN (p=1.72%) [2025-10-18T03:27:22.807397] [INFO ] [FORECASTER] Completed predict_future for MUR [2025-10-18T03:27:22.807525] [INFO ] [sig ] MUR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:22.944668] [INFO ] [LOCAL ] Saved forecast: MUR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MUR.txt [2025-10-18T03:27:22.944886] [INFO ] [sig ] [1234/2083] Completed MUR in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:22.944929] [INFO ] [sig ] [1235/2083] Forecasting MUSA... [2025-10-18T03:27:22.944959] [INFO ] [sig ] Generating forecast for: MUSA [2025-10-18T03:27:22.944988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-10-18T03:27:22.954701] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUSA'. [2025-10-18T03:27:22.955090] [INFO ] [FORECASTER] Starting predict_future for MUSA [2025-10-18T03:27:22.984567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:22.985323] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-10-18T03:27:22.985379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:22.985413] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:22.985441] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:22.985498] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:23.003290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:23.004077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:23.004177] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:23.004229] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:23.045730] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:23.045916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:23.045960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:23.045990] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:23.049613] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=92.50%) [2025-10-18T03:27:23.049949] [INFO ] [FORECASTER] Completed predict_future for MUSA [2025-10-18T03:27:23.050095] [INFO ] [sig ] MUSA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:23.188707] [INFO ] [LOCAL ] Saved forecast: MUSA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MUSA.txt [2025-10-18T03:27:23.188960] [INFO ] [sig ] [1235/2083] Completed MUSA in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:23.189002] [INFO ] [sig ] [1236/2083] Forecasting MUX... [2025-10-18T03:27:23.189032] [INFO ] [sig ] Generating forecast for: MUX [2025-10-18T03:27:23.189063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-10-18T03:27:23.198017] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUX'. [2025-10-18T03:27:23.198297] [INFO ] [FORECASTER] Starting predict_future for MUX [2025-10-18T03:27:23.222797] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:23.223525] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-10-18T03:27:23.223579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:23.223613] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:23.223662] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:23.223745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:23.240766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:23.241283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:23.241360] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:23.241392] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:23.276118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:23.276198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:23.276250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:23.276279] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:23.281524] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=56.26%) [2025-10-18T03:27:23.281817] [INFO ] [FORECASTER] Completed predict_future for MUX [2025-10-18T03:27:23.281954] [INFO ] [sig ] MUX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:23.419094] [INFO ] [LOCAL ] Saved forecast: MUX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MUX.txt [2025-10-18T03:27:23.419333] [INFO ] [sig ] [1236/2083] Completed MUX in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:23.419375] [INFO ] [sig ] [1237/2083] Forecasting MVO... [2025-10-18T03:27:23.419405] [INFO ] [sig ] Generating forecast for: MVO [2025-10-18T03:27:23.419435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-10-18T03:27:23.427721] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MVO'. [2025-10-18T03:27:23.428084] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-10-18T03:27:23.452757] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:23.453494] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-10-18T03:27:23.453548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:23.453581] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:23.453607] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:23.453684] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:23.470417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:23.471038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:23.471117] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:23.471150] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:23.506064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:23.506234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:23.506274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:23.506303] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:23.509813] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=95.13%) [2025-10-18T03:27:23.510088] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-10-18T03:27:23.510220] [INFO ] [sig ] MVO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:23.654288] [INFO ] [LOCAL ] Saved forecast: MVO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MVO.txt [2025-10-18T03:27:23.654534] [INFO ] [sig ] [1237/2083] Completed MVO in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:23.654578] [INFO ] [sig ] [1238/2083] Forecasting MVT... [2025-10-18T03:27:23.654609] [INFO ] [sig ] Generating forecast for: MVT [2025-10-18T03:27:23.654663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'. [2025-10-18T03:27:23.664004] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MVT'. [2025-10-18T03:27:23.664333] [INFO ] [FORECASTER] Starting predict_future for MVT [2025-10-18T03:27:23.689830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:23.690561] [DEBUG] [LOCAL ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt [2025-10-18T03:27:23.690616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:23.690678] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:23.690765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:23.690845] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:23.707933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:23.708637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:23.708759] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:23.708812] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:23.742739] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:23.742897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:23.742938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:23.742968] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:23.746345] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: DOWN (p=21.39%) [2025-10-18T03:27:23.746614] [INFO ] [FORECASTER] Completed predict_future for MVT [2025-10-18T03:27:23.746780] [INFO ] [sig ] MVT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:23.885234] [INFO ] [LOCAL ] Saved forecast: MVT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MVT.txt [2025-10-18T03:27:23.885474] [INFO ] [sig ] [1238/2083] Completed MVT in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:23.885517] [INFO ] [sig ] [1239/2083] Forecasting MWA... [2025-10-18T03:27:23.885549] [INFO ] [sig ] Generating forecast for: MWA [2025-10-18T03:27:23.885580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-10-18T03:27:23.895279] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MWA'. [2025-10-18T03:27:23.895637] [INFO ] [FORECASTER] Starting predict_future for MWA [2025-10-18T03:27:23.921837] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:23.922520] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-10-18T03:27:23.922576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:23.922611] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:23.922660] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:23.922745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:23.940177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:23.940780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:23.940860] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:23.940893] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:23.976443] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:23.976540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:23.976577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:23.976607] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:23.979844] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: UP (p=62.35%) [2025-10-18T03:27:23.980107] [INFO ] [FORECASTER] Completed predict_future for MWA [2025-10-18T03:27:23.980240] [INFO ] [sig ] MWA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:24.124667] [INFO ] [LOCAL ] Saved forecast: MWA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MWA.txt [2025-10-18T03:27:24.124924] [INFO ] [sig ] [1239/2083] Completed MWA in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:24.125016] [INFO ] [sig ] [1240/2083] Forecasting MX... [2025-10-18T03:27:24.125055] [INFO ] [sig ] Generating forecast for: MX [2025-10-18T03:27:24.125086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-10-18T03:27:24.133555] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MX'. [2025-10-18T03:27:24.133865] [INFO ] [FORECASTER] Starting predict_future for MX [2025-10-18T03:27:24.159292] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:24.160137] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-10-18T03:27:24.160193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:24.160227] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:24.160256] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:24.160314] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:24.177428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:24.178065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:24.178147] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:24.178180] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:24.213448] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:24.213542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:24.213577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:24.213606] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:24.216717] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=77.63%) [2025-10-18T03:27:24.216975] [INFO ] [FORECASTER] Completed predict_future for MX [2025-10-18T03:27:24.217099] [INFO ] [sig ] MX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:24.356898] [INFO ] [LOCAL ] Saved forecast: MX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MX.txt [2025-10-18T03:27:24.357137] [INFO ] [sig ] [1240/2083] Completed MX in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:24.357178] [INFO ] [sig ] [1241/2083] Forecasting MXF... [2025-10-18T03:27:24.357208] [INFO ] [sig ] Generating forecast for: MXF [2025-10-18T03:27:24.357239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-10-18T03:27:24.365503] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MXF'. [2025-10-18T03:27:24.365843] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-10-18T03:27:24.391118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:24.392097] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-10-18T03:27:24.392154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:24.392190] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:24.392219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:24.392278] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:24.409806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:24.410339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:24.410419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:24.410454] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:24.449134] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:24.449238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:24.449276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:24.449307] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:24.452541] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=13.97%) [2025-10-18T03:27:24.452837] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-10-18T03:27:24.452972] [INFO ] [sig ] MXF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:24.593589] [INFO ] [LOCAL ] Saved forecast: MXF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MXF.txt [2025-10-18T03:27:24.593818] [INFO ] [sig ] [1241/2083] Completed MXF in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:24.593872] [INFO ] [sig ] [1242/2083] Forecasting MYD... [2025-10-18T03:27:24.593905] [INFO ] [sig ] Generating forecast for: MYD [2025-10-18T03:27:24.593935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'. [2025-10-18T03:27:24.603280] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MYD'. [2025-10-18T03:27:24.603622] [INFO ] [FORECASTER] Starting predict_future for MYD [2025-10-18T03:27:24.628698] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:24.629399] [DEBUG] [LOCAL ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt [2025-10-18T03:27:24.629452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:24.629485] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:24.629512] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:24.629568] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:24.646109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:24.646629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:24.646732] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:24.646770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:24.685524] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:24.685639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:24.685727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:24.685791] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:24.689333] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: DOWN (p=36.59%) [2025-10-18T03:27:24.689605] [INFO ] [FORECASTER] Completed predict_future for MYD [2025-10-18T03:27:24.689775] [INFO ] [sig ] MYD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:24.826172] [INFO ] [LOCAL ] Saved forecast: MYD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/MYD.txt [2025-10-18T03:27:24.826422] [INFO ] [sig ] [1242/2083] Completed MYD in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:24.826481] [INFO ] [sig ] [1243/2083] Forecasting MYE... [2025-10-18T03:27:24.826514] [INFO ] [sig ] Generating forecast for: MYE [2025-10-18T03:27:24.826544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-10-18T03:27:24.835375] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MYE'. [2025-10-18T03:27:24.835628] [INFO ] [FORECASTER] Starting predict_future for MYE [2025-10-18T03:27:24.860342] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:24.861035] [DEBUG] [LOCAL ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt [2025-10-18T03:27:24.861089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:24.861120] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:24.861147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:24.861202] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:24.877830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:24.878399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:24.878478] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:24.878511] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:24.913231] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:24.913302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:24.913352] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:24.913380] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:24.916286] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=87.89%) [2025-10-18T03:27:24.916529] [INFO ] [FORECASTER] Completed predict_future for MYE [2025-10-18T03:27:24.916686] [INFO ] [sig ] MYE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:25.052814] [INFO ] [LOCAL ] Saved forecast: MYE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MYE.txt [2025-10-18T03:27:25.053024] [INFO ] [sig ] [1243/2083] Completed MYE in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:25.053065] [INFO ] [sig ] [1244/2083] Forecasting MYI... [2025-10-18T03:27:25.053095] [INFO ] [sig ] Generating forecast for: MYI [2025-10-18T03:27:25.053125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-10-18T03:27:25.061811] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MYI'. [2025-10-18T03:27:25.062071] [INFO ] [FORECASTER] Starting predict_future for MYI [2025-10-18T03:27:25.086567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:25.087269] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-10-18T03:27:25.087322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:25.087355] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:25.087382] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:25.087437] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:25.104070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:25.104578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:25.104677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:25.104730] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:25.138376] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:25.138552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:25.138594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:25.138623] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:25.142074] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=76.95%) [2025-10-18T03:27:25.142346] [INFO ] [FORECASTER] Completed predict_future for MYI [2025-10-18T03:27:25.142480] [INFO ] [sig ] MYI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:25.280563] [INFO ] [LOCAL ] Saved forecast: MYI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MYI.txt [2025-10-18T03:27:25.280785] [INFO ] [sig ] [1244/2083] Completed MYI in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:25.280844] [INFO ] [sig ] [1245/2083] Forecasting MYN... [2025-10-18T03:27:25.280878] [INFO ] [sig ] Generating forecast for: MYN [2025-10-18T03:27:25.280910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-10-18T03:27:25.289367] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MYN'. [2025-10-18T03:27:25.289621] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-10-18T03:27:25.314237] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:25.314940] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-10-18T03:27:25.314994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:25.315027] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:25.315055] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:25.315124] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:25.332089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:25.332595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:25.332695] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:25.332744] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:25.368083] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:25.368166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:25.368200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:25.368228] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:25.371320] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: UP (p=65.61%) [2025-10-18T03:27:25.371565] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-10-18T03:27:25.371725] [INFO ] [sig ] MYN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:25.507374] [INFO ] [LOCAL ] Saved forecast: MYN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/MYN.txt [2025-10-18T03:27:25.507573] [INFO ] [sig ] [1245/2083] Completed MYN in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:25.507614] [INFO ] [sig ] [1246/2083] Forecasting NABL... [2025-10-18T03:27:25.507669] [INFO ] [sig ] Generating forecast for: NABL [2025-10-18T03:27:25.507723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-10-18T03:27:25.516188] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NABL'. [2025-10-18T03:27:25.516452] [INFO ] [FORECASTER] Starting predict_future for NABL [2025-10-18T03:27:25.541017] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:25.541684] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-10-18T03:27:25.541740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:25.541773] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:25.541800] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:25.541903] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:25.558532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:25.559088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:25.559165] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:25.559199] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:25.594103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:25.594183] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:25.594217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:25.594244] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:25.597194] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=89.02%) [2025-10-18T03:27:25.597440] [INFO ] [FORECASTER] Completed predict_future for NABL [2025-10-18T03:27:25.597568] [INFO ] [sig ] NABL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:25.734001] [INFO ] [LOCAL ] Saved forecast: NABL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NABL.txt [2025-10-18T03:27:25.734198] [INFO ] [sig ] [1246/2083] Completed NABL in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:25.734237] [INFO ] [sig ] [1247/2083] Forecasting NAC... [2025-10-18T03:27:25.734266] [INFO ] [sig ] Generating forecast for: NAC [2025-10-18T03:27:25.734296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-10-18T03:27:25.743317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAC'. [2025-10-18T03:27:25.743578] [INFO ] [FORECASTER] Starting predict_future for NAC [2025-10-18T03:27:25.768321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:25.769023] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-10-18T03:27:25.769077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:25.769109] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:25.769137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:25.769194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:25.785985] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:25.786492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:25.786568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:25.786600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:25.820293] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:25.820373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:25.820413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:25.820441] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:25.823432] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=54.09%) [2025-10-18T03:27:25.823709] [INFO ] [FORECASTER] Completed predict_future for NAC [2025-10-18T03:27:25.823847] [INFO ] [sig ] NAC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:25.964829] [INFO ] [LOCAL ] Saved forecast: NAC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NAC.txt [2025-10-18T03:27:25.965057] [INFO ] [sig ] [1247/2083] Completed NAC in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:25.965116] [INFO ] [sig ] [1248/2083] Forecasting NAD... [2025-10-18T03:27:25.965150] [INFO ] [sig ] Generating forecast for: NAD [2025-10-18T03:27:25.965181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-10-18T03:27:25.974331] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAD'. [2025-10-18T03:27:25.974615] [INFO ] [FORECASTER] Starting predict_future for NAD [2025-10-18T03:27:25.999546] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:26.000226] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-10-18T03:27:26.000280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:26.000313] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:26.000340] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:26.000399] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:26.017125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:26.017685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:26.017782] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:26.017830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:26.051807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:26.051878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:26.051912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:26.051940] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:26.054825] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=74.36%) [2025-10-18T03:27:26.055073] [INFO ] [FORECASTER] Completed predict_future for NAD [2025-10-18T03:27:26.055198] [INFO ] [sig ] NAD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:26.191842] [INFO ] [LOCAL ] Saved forecast: NAD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NAD.txt [2025-10-18T03:27:26.192141] [INFO ] [sig ] [1248/2083] Completed NAD in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:26.192195] [INFO ] [sig ] [1249/2083] Forecasting NAN... [2025-10-18T03:27:26.192226] [INFO ] [sig ] Generating forecast for: NAN [2025-10-18T03:27:26.192258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'. [2025-10-18T03:27:26.200922] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAN'. [2025-10-18T03:27:26.201183] [INFO ] [FORECASTER] Starting predict_future for NAN [2025-10-18T03:27:26.226112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:26.226936] [DEBUG] [LOCAL ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt [2025-10-18T03:27:26.226991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:26.227025] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:26.227053] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:26.227109] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:26.243930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:26.244494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:26.244576] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:26.244608] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:26.279529] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:26.279697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:26.279784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:26.279817] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:26.285545] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: DOWN (p=25.89%) [2025-10-18T03:27:26.285841] [INFO ] [FORECASTER] Completed predict_future for NAN [2025-10-18T03:27:26.285975] [INFO ] [sig ] NAN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:26.422054] [INFO ] [LOCAL ] Saved forecast: NAN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NAN.txt [2025-10-18T03:27:26.422230] [INFO ] [sig ] [1249/2083] Completed NAN in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:26.422270] [INFO ] [sig ] [1250/2083] Forecasting NAT... [2025-10-18T03:27:26.422302] [INFO ] [sig ] Generating forecast for: NAT [2025-10-18T03:27:26.422335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'. [2025-10-18T03:27:26.431822] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAT'. [2025-10-18T03:27:26.432306] [INFO ] [FORECASTER] Starting predict_future for NAT [2025-10-18T03:27:26.458503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:26.459312] [DEBUG] [LOCAL ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt [2025-10-18T03:27:26.459368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:26.459403] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:26.459432] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:26.459490] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:26.476904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:26.477462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:26.477544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:26.477577] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:26.509815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:26.509959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:26.510001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:26.510049] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:26.513347] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: UP (p=69.75%) [2025-10-18T03:27:26.513616] [INFO ] [FORECASTER] Completed predict_future for NAT [2025-10-18T03:27:26.513781] [INFO ] [sig ] NAT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:26.652040] [INFO ] [LOCAL ] Saved forecast: NAT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NAT.txt [2025-10-18T03:27:26.652282] [INFO ] [sig ] [1250/2083] Completed NAT in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.4m [2025-10-18T03:27:26.652326] [INFO ] [sig ] [1251/2083] Forecasting NATL... [2025-10-18T03:27:26.652358] [INFO ] [sig ] Generating forecast for: NATL [2025-10-18T03:27:26.652391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-10-18T03:27:26.661169] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NATL'. [2025-10-18T03:27:26.661500] [INFO ] [FORECASTER] Starting predict_future for NATL [2025-10-18T03:27:26.686815] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:26.687527] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-10-18T03:27:26.687581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:26.687614] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:26.687664] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:26.687768] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:26.705087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:26.705681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:26.705766] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:26.705800] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:26.739702] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:26.739859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:26.739900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:26.739930] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:26.743330] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=56.36%) [2025-10-18T03:27:26.743676] [INFO ] [FORECASTER] Completed predict_future for NATL [2025-10-18T03:27:26.743829] [INFO ] [sig ] NATL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:26.888532] [INFO ] [LOCAL ] Saved forecast: NATL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NATL.txt [2025-10-18T03:27:26.888862] [INFO ] [sig ] [1251/2083] Completed NATL in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.3m [2025-10-18T03:27:26.888933] [INFO ] [sig ] [1252/2083] Forecasting NAZ... [2025-10-18T03:27:26.888987] [INFO ] [sig ] Generating forecast for: NAZ [2025-10-18T03:27:26.889023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-10-18T03:27:26.898689] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAZ'. [2025-10-18T03:27:26.898996] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-10-18T03:27:26.924392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:26.925093] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-10-18T03:27:26.925147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:26.925180] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:26.925208] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:26.925277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:26.942214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:26.942788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:26.942865] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:26.942897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:26.973842] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:26.973920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:26.973955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:26.973984] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:26.976954] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=13.98%) [2025-10-18T03:27:26.977205] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-10-18T03:27:26.977329] [INFO ] [sig ] NAZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:27.113524] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NAZ.txt [2025-10-18T03:27:27.113779] [INFO ] [sig ] [1252/2083] Completed NAZ in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.3m [2025-10-18T03:27:27.113839] [INFO ] [sig ] [1253/2083] Forecasting NBB... [2025-10-18T03:27:27.113872] [INFO ] [sig ] Generating forecast for: NBB [2025-10-18T03:27:27.113904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-10-18T03:27:27.122328] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBB'. [2025-10-18T03:27:27.122601] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-10-18T03:27:27.147029] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:27.147719] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-10-18T03:27:27.147796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:27.147834] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:27.147861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:27.147917] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:27.164730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:27.165273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:27.165349] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:27.165382] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:27.197909] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:27.198043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:27.198080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:27.198108] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:27.201225] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=9.17%) [2025-10-18T03:27:27.201484] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-10-18T03:27:27.201608] [INFO ] [sig ] NBB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:27.340257] [INFO ] [LOCAL ] Saved forecast: NBB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NBB.txt [2025-10-18T03:27:27.340468] [INFO ] [sig ] [1253/2083] Completed NBB in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.3m [2025-10-18T03:27:27.340508] [INFO ] [sig ] [1254/2083] Forecasting NBHC... [2025-10-18T03:27:27.340539] [INFO ] [sig ] Generating forecast for: NBHC [2025-10-18T03:27:27.340570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-10-18T03:27:27.349103] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBHC'. [2025-10-18T03:27:27.349353] [INFO ] [FORECASTER] Starting predict_future for NBHC [2025-10-18T03:27:27.373826] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:27.374501] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-10-18T03:27:27.374553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:27.374586] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:27.374613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:27.374688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:27.391715] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:27.392222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:27.392298] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:27.392331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:27.424931] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:27.425008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:27.425043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:27.425071] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:27.428029] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-10-18T03:27:27.428273] [INFO ] [FORECASTER] Completed predict_future for NBHC [2025-10-18T03:27:27.428396] [INFO ] [sig ] NBHC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:27.565067] [INFO ] [LOCAL ] Saved forecast: NBHC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NBHC.txt [2025-10-18T03:27:27.565240] [INFO ] [sig ] [1254/2083] Completed NBHC in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.3m [2025-10-18T03:27:27.565280] [INFO ] [sig ] [1255/2083] Forecasting NBR... [2025-10-18T03:27:27.565310] [INFO ] [sig ] Generating forecast for: NBR [2025-10-18T03:27:27.565342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'. [2025-10-18T03:27:27.573757] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBR'. [2025-10-18T03:27:27.574026] [INFO ] [FORECASTER] Starting predict_future for NBR [2025-10-18T03:27:27.598621] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:27.599325] [DEBUG] [LOCAL ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt [2025-10-18T03:27:27.599378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:27.599412] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:27.599443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:27.599500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:27.616338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:27.616915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:27.616992] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:27.617025] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:27.649973] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:27.650050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:27.650084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:27.650112] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:27.653215] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: DOWN (p=46.08%) [2025-10-18T03:27:27.653460] [INFO ] [FORECASTER] Completed predict_future for NBR [2025-10-18T03:27:27.653585] [INFO ] [sig ] NBR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:27.790327] [INFO ] [LOCAL ] Saved forecast: NBR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NBR.txt [2025-10-18T03:27:27.790575] [INFO ] [sig ] [1255/2083] Completed NBR in 0.2s | 4.14 sym/s | Total: 5.0m | ETA: 3.3m [2025-10-18T03:27:27.790622] [INFO ] [sig ] [1256/2083] Forecasting NBXG... [2025-10-18T03:27:27.790691] [INFO ] [sig ] Generating forecast for: NBXG [2025-10-18T03:27:27.790738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-10-18T03:27:27.799391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBXG'. [2025-10-18T03:27:27.799826] [INFO ] [FORECASTER] Starting predict_future for NBXG [2025-10-18T03:27:27.824709] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:27.825475] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-10-18T03:27:27.825535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:27.825568] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:27.825596] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:27.825676] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:27.842503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:27.843149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:27.843232] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:27.843265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:27.888484] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:27.888704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:27.888805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:27.888854] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:27.892839] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=96.18%) [2025-10-18T03:27:27.893150] [INFO ] [FORECASTER] Completed predict_future for NBXG [2025-10-18T03:27:27.893295] [INFO ] [sig ] NBXG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:28.031498] [INFO ] [LOCAL ] Saved forecast: NBXG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NBXG.txt [2025-10-18T03:27:28.031696] [INFO ] [sig ] [1256/2083] Completed NBXG in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:28.031755] [INFO ] [sig ] [1257/2083] Forecasting NC... [2025-10-18T03:27:28.031788] [INFO ] [sig ] Generating forecast for: NC [2025-10-18T03:27:28.031829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-10-18T03:27:28.040992] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'NC'. [2025-10-18T03:27:28.041247] [INFO ] [FORECASTER] Starting predict_future for NC [2025-10-18T03:27:28.066517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:28.067207] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-10-18T03:27:28.067260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:28.067293] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:28.067321] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:28.067377] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:28.084434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:28.085019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:28.085098] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:28.085130] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:28.118370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:28.118445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:28.118479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:28.118523] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:28.121485] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=34.72%) [2025-10-18T03:27:28.121825] [INFO ] [FORECASTER] Completed predict_future for NC [2025-10-18T03:27:28.121966] [INFO ] [sig ] NC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:28.262462] [INFO ] [LOCAL ] Saved forecast: NC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NC.txt [2025-10-18T03:27:28.262783] [INFO ] [sig ] [1257/2083] Completed NC in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:28.262858] [INFO ] [sig ] [1258/2083] Forecasting NCA... [2025-10-18T03:27:28.262905] [INFO ] [sig ] Generating forecast for: NCA [2025-10-18T03:27:28.262950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-10-18T03:27:28.272704] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCA'. [2025-10-18T03:27:28.273070] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-10-18T03:27:28.298463] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:28.299239] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-10-18T03:27:28.299295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:28.299330] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:28.299358] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:28.299418] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:28.317131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:28.317794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:28.317880] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:28.317915] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:28.353886] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:28.354064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:28.354110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:28.354141] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:28.357947] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=6.93%) [2025-10-18T03:27:28.358261] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-10-18T03:27:28.358409] [INFO ] [sig ] NCA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:28.507325] [INFO ] [LOCAL ] Saved forecast: NCA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NCA.txt [2025-10-18T03:27:28.507537] [INFO ] [sig ] [1258/2083] Completed NCA in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:28.507578] [INFO ] [sig ] [1259/2083] Forecasting NCDL... [2025-10-18T03:27:28.507607] [INFO ] [sig ] Generating forecast for: NCDL [2025-10-18T03:27:28.507638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCDL' from 'https://tdm.silogroup.org/data/derivative_storage/NCDL.csv'. [2025-10-18T03:27:28.517789] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCDL'. [2025-10-18T03:27:28.518121] [INFO ] [FORECASTER] Starting predict_future for NCDL [2025-10-18T03:27:28.542840] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:28.543485] [DEBUG] [LOCAL ] No optimal features file found for NCDL: ./output/feature-sets/NCDL.txt [2025-10-18T03:27:28.543537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:28.543569] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:28.543671] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:28.543751] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:28.560334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:28.560883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:28.560961] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:28.560994] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:28.595658] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:28.595739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:28.595775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:28.595802] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:28.598774] [DEBUG] [FORECASTER] NCDL: Forecast T+1@11:T+2@11: DOWN (p=34.22%) [2025-10-18T03:27:28.599020] [INFO ] [FORECASTER] Completed predict_future for NCDL [2025-10-18T03:27:28.599150] [INFO ] [sig ] NCDL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:28.736135] [INFO ] [LOCAL ] Saved forecast: NCDL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NCDL.txt [2025-10-18T03:27:28.736355] [INFO ] [sig ] [1259/2083] Completed NCDL in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:28.736396] [INFO ] [sig ] [1260/2083] Forecasting NCV... [2025-10-18T03:27:28.736426] [INFO ] [sig ] Generating forecast for: NCV [2025-10-18T03:27:28.736455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'. [2025-10-18T03:27:28.745233] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCV'. [2025-10-18T03:27:28.745492] [INFO ] [FORECASTER] Starting predict_future for NCV [2025-10-18T03:27:28.770041] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:28.770713] [DEBUG] [LOCAL ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt [2025-10-18T03:27:28.770768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:28.770800] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:28.770826] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:28.770881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:28.787631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:28.788190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:28.788270] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:28.788302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:28.822283] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:28.822359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:28.822393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:28.822420] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:28.825374] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=95.56%) [2025-10-18T03:27:28.825620] [INFO ] [FORECASTER] Completed predict_future for NCV [2025-10-18T03:27:28.825777] [INFO ] [sig ] NCV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:28.962052] [INFO ] [LOCAL ] Saved forecast: NCV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NCV.txt [2025-10-18T03:27:28.962223] [INFO ] [sig ] [1260/2083] Completed NCV in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:28.962264] [INFO ] [sig ] [1261/2083] Forecasting NCZ... [2025-10-18T03:27:28.962294] [INFO ] [sig ] Generating forecast for: NCZ [2025-10-18T03:27:28.962324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-10-18T03:27:28.970610] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCZ'. [2025-10-18T03:27:28.970899] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-10-18T03:27:28.995459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:28.996142] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-10-18T03:27:28.996195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:28.996228] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:28.996254] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:28.996310] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:29.013042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:29.013556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:29.013632] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:29.013711] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:29.045779] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:29.045857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:29.045892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:29.045919] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:29.048825] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=86.63%) [2025-10-18T03:27:29.049073] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-10-18T03:27:29.049199] [INFO ] [sig ] NCZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:29.188490] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NCZ.txt [2025-10-18T03:27:29.188729] [INFO ] [sig ] [1261/2083] Completed NCZ in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:29.188787] [INFO ] [sig ] [1262/2083] Forecasting NDMO... [2025-10-18T03:27:29.188822] [INFO ] [sig ] Generating forecast for: NDMO [2025-10-18T03:27:29.188853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-10-18T03:27:29.197471] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NDMO'. [2025-10-18T03:27:29.197772] [INFO ] [FORECASTER] Starting predict_future for NDMO [2025-10-18T03:27:29.222579] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:29.223271] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-10-18T03:27:29.223324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:29.223357] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:29.223385] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:29.223441] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:29.240282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:29.240845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:29.240946] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:29.240980] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:29.273576] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:29.274019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:29.274066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:29.274096] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:29.279064] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=96.80%) [2025-10-18T03:27:29.279310] [INFO ] [FORECASTER] Completed predict_future for NDMO [2025-10-18T03:27:29.279436] [INFO ] [sig ] NDMO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:29.449728] [INFO ] [LOCAL ] Saved forecast: NDMO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NDMO.txt [2025-10-18T03:27:29.449962] [INFO ] [sig ] [1262/2083] Completed NDMO in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:29.450012] [INFO ] [sig ] [1263/2083] Forecasting NE... [2025-10-18T03:27:29.450047] [INFO ] [sig ] Generating forecast for: NE [2025-10-18T03:27:29.450079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-10-18T03:27:29.461262] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NE'. [2025-10-18T03:27:29.461771] [INFO ] [FORECASTER] Starting predict_future for NE [2025-10-18T03:27:29.494833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:29.495609] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-10-18T03:27:29.495695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:29.495743] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:29.495780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:29.495838] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:29.513398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:29.514189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:29.514278] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:29.514312] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:29.549815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:29.549986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:29.550028] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:29.550058] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:29.553548] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=6.30%) [2025-10-18T03:27:29.553873] [INFO ] [FORECASTER] Completed predict_future for NE [2025-10-18T03:27:29.554039] [INFO ] [sig ] NE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:29.693940] [INFO ] [LOCAL ] Saved forecast: NE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NE.txt [2025-10-18T03:27:29.694161] [INFO ] [sig ] [1263/2083] Completed NE in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:29.694205] [INFO ] [sig ] [1264/2083] Forecasting NEA... [2025-10-18T03:27:29.694236] [INFO ] [sig ] Generating forecast for: NEA [2025-10-18T03:27:29.694267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-10-18T03:27:29.703143] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEA'. [2025-10-18T03:27:29.703450] [INFO ] [FORECASTER] Starting predict_future for NEA [2025-10-18T03:27:29.729150] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:29.729923] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-10-18T03:27:29.729979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:29.730013] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:29.730040] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:29.730097] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:29.747935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:29.748478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:29.748562] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:29.748596] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:29.786730] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:29.786842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:29.786879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:29.786927] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:29.790171] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=13.40%) [2025-10-18T03:27:29.790434] [INFO ] [FORECASTER] Completed predict_future for NEA [2025-10-18T03:27:29.790565] [INFO ] [sig ] NEA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:29.929861] [INFO ] [LOCAL ] Saved forecast: NEA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NEA.txt [2025-10-18T03:27:29.930086] [INFO ] [sig ] [1264/2083] Completed NEA in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:29.930132] [INFO ] [sig ] [1265/2083] Forecasting NEE... [2025-10-18T03:27:29.930164] [INFO ] [sig ] Generating forecast for: NEE [2025-10-18T03:27:29.930197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-10-18T03:27:29.941160] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEE'. [2025-10-18T03:27:29.941682] [INFO ] [FORECASTER] Starting predict_future for NEE [2025-10-18T03:27:29.969158] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:29.970114] [DEBUG] [LOCAL ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt [2025-10-18T03:27:29.970173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:29.970209] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:29.970238] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:29.970297] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:29.988100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:29.988802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:29.988899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:29.988934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:30.032666] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:30.032921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:30.032969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:30.033001] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:30.037056] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-10-18T03:27:30.037355] [INFO ] [FORECASTER] Completed predict_future for NEE [2025-10-18T03:27:30.037520] [INFO ] [sig ] NEE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:30.187816] [INFO ] [LOCAL ] Saved forecast: NEE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NEE.txt [2025-10-18T03:27:30.188225] [INFO ] [sig ] [1265/2083] Completed NEE in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:30.188275] [INFO ] [sig ] [1266/2083] Forecasting NEM... [2025-10-18T03:27:30.188307] [INFO ] [sig ] Generating forecast for: NEM [2025-10-18T03:27:30.188341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-10-18T03:27:30.198567] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEM'. [2025-10-18T03:27:30.198956] [INFO ] [FORECASTER] Starting predict_future for NEM [2025-10-18T03:27:30.226242] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:30.227086] [DEBUG] [LOCAL ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt [2025-10-18T03:27:30.227155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:30.227197] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:30.227227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:30.227287] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:30.247312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:30.248163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:30.248265] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:30.248306] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:30.296833] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:30.297090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:30.297181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:30.297223] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:30.301454] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=79.81%) [2025-10-18T03:27:30.301857] [INFO ] [FORECASTER] Completed predict_future for NEM [2025-10-18T03:27:30.302039] [INFO ] [sig ] NEM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:30.463832] [INFO ] [LOCAL ] Saved forecast: NEM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NEM.txt [2025-10-18T03:27:30.464145] [INFO ] [sig ] [1266/2083] Completed NEM in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:30.464191] [INFO ] [sig ] [1267/2083] Forecasting NET... [2025-10-18T03:27:30.464222] [INFO ] [sig ] Generating forecast for: NET [2025-10-18T03:27:30.464255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'. [2025-10-18T03:27:30.473961] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NET'. [2025-10-18T03:27:30.474388] [INFO ] [FORECASTER] Starting predict_future for NET [2025-10-18T03:27:30.502222] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:30.503067] [DEBUG] [LOCAL ] No optimal features file found for NET: ./output/feature-sets/NET.txt [2025-10-18T03:27:30.503124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:30.503159] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:30.503187] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:30.503246] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:30.521741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:30.522914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:30.523023] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:30.523058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:30.568336] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:30.568579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:30.568625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:30.568882] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:30.572864] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: UP (p=84.37%) [2025-10-18T03:27:30.573204] [INFO ] [FORECASTER] Completed predict_future for NET [2025-10-18T03:27:30.573359] [INFO ] [sig ] NET: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:30.739520] [INFO ] [LOCAL ] Saved forecast: NET 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NET.txt [2025-10-18T03:27:30.739851] [INFO ] [sig ] [1267/2083] Completed NET in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:30.739915] [INFO ] [sig ] [1268/2083] Forecasting NEU... [2025-10-18T03:27:30.739949] [INFO ] [sig ] Generating forecast for: NEU [2025-10-18T03:27:30.739982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'. [2025-10-18T03:27:30.749844] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEU'. [2025-10-18T03:27:30.750188] [INFO ] [FORECASTER] Starting predict_future for NEU [2025-10-18T03:27:30.776338] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:30.777258] [DEBUG] [LOCAL ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt [2025-10-18T03:27:30.777313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:30.777347] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:30.777374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:30.777432] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:30.794516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:30.795101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:30.795188] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:30.795223] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:30.838925] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:30.839089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:30.839128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:30.839158] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:30.842808] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: UP (p=88.46%) [2025-10-18T03:27:30.843132] [INFO ] [FORECASTER] Completed predict_future for NEU [2025-10-18T03:27:30.843276] [INFO ] [sig ] NEU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:30.991335] [INFO ] [LOCAL ] Saved forecast: NEU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NEU.txt [2025-10-18T03:27:30.991756] [INFO ] [sig ] [1268/2083] Completed NEU in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:30.991822] [INFO ] [sig ] [1269/2083] Forecasting NEXA... [2025-10-18T03:27:30.991856] [INFO ] [sig ] Generating forecast for: NEXA [2025-10-18T03:27:30.991891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-10-18T03:27:31.001901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEXA'. [2025-10-18T03:27:31.002245] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-10-18T03:27:31.030149] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:31.031004] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-10-18T03:27:31.031060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:31.031095] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:31.031123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:31.031182] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:31.049912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:31.050564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:31.050698] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:31.050753] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:31.092254] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:31.092412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:31.092453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:31.092483] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:31.096054] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=73.17%) [2025-10-18T03:27:31.096333] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-10-18T03:27:31.096487] [INFO ] [sig ] NEXA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:31.242322] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NEXA.txt [2025-10-18T03:27:31.242722] [INFO ] [sig ] [1269/2083] Completed NEXA in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:31.242795] [INFO ] [sig ] [1270/2083] Forecasting NFG... [2025-10-18T03:27:31.242830] [INFO ] [sig ] Generating forecast for: NFG [2025-10-18T03:27:31.242864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-10-18T03:27:31.252919] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NFG'. [2025-10-18T03:27:31.253288] [INFO ] [FORECASTER] Starting predict_future for NFG [2025-10-18T03:27:31.281564] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:31.282510] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-10-18T03:27:31.282576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:31.282620] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:31.282692] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:31.282771] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:31.301453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:31.302628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:31.302787] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:31.302826] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:31.350184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:31.350436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:31.350484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:31.350516] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:31.355455] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=14.33%) [2025-10-18T03:27:31.355972] [INFO ] [FORECASTER] Completed predict_future for NFG [2025-10-18T03:27:31.356146] [INFO ] [sig ] NFG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:31.514942] [INFO ] [LOCAL ] Saved forecast: NFG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NFG.txt [2025-10-18T03:27:31.515404] [INFO ] [sig ] [1270/2083] Completed NFG in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:31.515470] [INFO ] [sig ] [1271/2083] Forecasting NFJ... [2025-10-18T03:27:31.515507] [INFO ] [sig ] Generating forecast for: NFJ [2025-10-18T03:27:31.515541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-10-18T03:27:31.527251] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NFJ'. [2025-10-18T03:27:31.527996] [INFO ] [FORECASTER] Starting predict_future for NFJ [2025-10-18T03:27:31.558179] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:31.559152] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-10-18T03:27:31.559210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:31.559246] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:31.559276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:31.559335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:31.579201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:31.580307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:31.580419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:31.580456] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:31.630046] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:31.630338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:31.630427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:31.630493] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:31.636450] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=20.43%) [2025-10-18T03:27:31.636877] [INFO ] [FORECASTER] Completed predict_future for NFJ [2025-10-18T03:27:31.637120] [INFO ] [sig ] NFJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:31.787499] [INFO ] [LOCAL ] Saved forecast: NFJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NFJ.txt [2025-10-18T03:27:31.787912] [INFO ] [sig ] [1271/2083] Completed NFJ in 0.3s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:31.787986] [INFO ] [sig ] [1272/2083] Forecasting NGG... [2025-10-18T03:27:31.788032] [INFO ] [sig ] Generating forecast for: NGG [2025-10-18T03:27:31.788066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-10-18T03:27:31.799724] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGG'. [2025-10-18T03:27:31.800240] [INFO ] [FORECASTER] Starting predict_future for NGG [2025-10-18T03:27:31.835725] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:31.836537] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-10-18T03:27:31.836594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:31.836707] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:31.836745] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:31.836804] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:31.855396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:31.856519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:31.856615] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:31.856681] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:31.889295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:31.889473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:31.889516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:31.889547] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:31.893046] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=85.16%) [2025-10-18T03:27:31.893324] [INFO ] [FORECASTER] Completed predict_future for NGG [2025-10-18T03:27:31.893462] [INFO ] [sig ] NGG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:32.030270] [INFO ] [LOCAL ] Saved forecast: NGG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NGG.txt [2025-10-18T03:27:32.030477] [INFO ] [sig ] [1272/2083] Completed NGG in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:32.030521] [INFO ] [sig ] [1273/2083] Forecasting NGL... [2025-10-18T03:27:32.030556] [INFO ] [sig ] Generating forecast for: NGL [2025-10-18T03:27:32.030587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-10-18T03:27:32.040126] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGL'. [2025-10-18T03:27:32.040470] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-10-18T03:27:32.065568] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:32.066332] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-10-18T03:27:32.066390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:32.066424] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:32.066451] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:32.066512] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:32.083342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:32.083948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:32.084028] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:32.084061] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:32.118617] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:32.118751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:32.118795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:32.118826] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:32.121954] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=96.52%) [2025-10-18T03:27:32.122215] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-10-18T03:27:32.122346] [INFO ] [sig ] NGL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:32.268007] [INFO ] [LOCAL ] Saved forecast: NGL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NGL.txt [2025-10-18T03:27:32.268272] [INFO ] [sig ] [1273/2083] Completed NGL in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:32.268334] [INFO ] [sig ] [1274/2083] Forecasting NGS... [2025-10-18T03:27:32.268369] [INFO ] [sig ] Generating forecast for: NGS [2025-10-18T03:27:32.268401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-10-18T03:27:32.277623] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGS'. [2025-10-18T03:27:32.278002] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-10-18T03:27:32.303163] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:32.303897] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-10-18T03:27:32.303951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:32.303983] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:32.304010] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:32.304070] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:32.320942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:32.321504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:32.321584] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:32.321618] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:32.356907] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:32.357021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:32.357058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:32.357086] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:32.360424] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=9.01%) [2025-10-18T03:27:32.360724] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-10-18T03:27:32.360862] [INFO ] [sig ] NGS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:32.501332] [INFO ] [LOCAL ] Saved forecast: NGS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NGS.txt [2025-10-18T03:27:32.501549] [INFO ] [sig ] [1274/2083] Completed NGS in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:32.501590] [INFO ] [sig ] [1275/2083] Forecasting NGVC... [2025-10-18T03:27:32.501621] [INFO ] [sig ] Generating forecast for: NGVC [2025-10-18T03:27:32.501683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-10-18T03:27:32.510231] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGVC'. [2025-10-18T03:27:32.510535] [INFO ] [FORECASTER] Starting predict_future for NGVC [2025-10-18T03:27:32.535556] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:32.536315] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-10-18T03:27:32.536371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:32.536405] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:32.536432] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:32.536497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:32.553904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:32.554450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:32.554531] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:32.554568] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:32.593421] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:32.593534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:32.593570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:32.593598] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:32.596767] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=26.37%) [2025-10-18T03:27:32.597028] [INFO ] [FORECASTER] Completed predict_future for NGVC [2025-10-18T03:27:32.597160] [INFO ] [sig ] NGVC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:32.739011] [INFO ] [LOCAL ] Saved forecast: NGVC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NGVC.txt [2025-10-18T03:27:32.739232] [INFO ] [sig ] [1275/2083] Completed NGVC in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.3m [2025-10-18T03:27:32.739276] [INFO ] [sig ] [1276/2083] Forecasting NGVT... [2025-10-18T03:27:32.739308] [INFO ] [sig ] Generating forecast for: NGVT [2025-10-18T03:27:32.739340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'. [2025-10-18T03:27:32.747961] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGVT'. [2025-10-18T03:27:32.748275] [INFO ] [FORECASTER] Starting predict_future for NGVT [2025-10-18T03:27:32.773428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:32.774151] [DEBUG] [LOCAL ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt [2025-10-18T03:27:32.774207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:32.774240] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:32.774270] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:32.774328] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:32.791695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:32.792258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:32.792340] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:32.792374] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:32.832830] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:32.833016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:32.833059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:32.833089] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:32.836730] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: UP (p=85.02%) [2025-10-18T03:27:32.837030] [INFO ] [FORECASTER] Completed predict_future for NGVT [2025-10-18T03:27:32.837176] [INFO ] [sig ] NGVT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:32.982120] [INFO ] [LOCAL ] Saved forecast: NGVT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NGVT.txt [2025-10-18T03:27:32.982337] [INFO ] [sig ] [1276/2083] Completed NGVT in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.2m [2025-10-18T03:27:32.982377] [INFO ] [sig ] [1277/2083] Forecasting NHI... [2025-10-18T03:27:32.982415] [INFO ] [sig ] Generating forecast for: NHI [2025-10-18T03:27:32.982448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-10-18T03:27:32.990983] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NHI'. [2025-10-18T03:27:32.991283] [INFO ] [FORECASTER] Starting predict_future for NHI [2025-10-18T03:27:33.016387] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:33.017110] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-10-18T03:27:33.017166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:33.017199] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:33.017227] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:33.017285] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:33.034270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:33.034844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:33.034926] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:33.034961] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:33.076993] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:33.077160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:33.077216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:33.077251] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:33.080899] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=84.33%) [2025-10-18T03:27:33.081203] [INFO ] [FORECASTER] Completed predict_future for NHI [2025-10-18T03:27:33.081347] [INFO ] [sig ] NHI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:33.224413] [INFO ] [LOCAL ] Saved forecast: NHI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NHI.txt [2025-10-18T03:27:33.224691] [INFO ] [sig ] [1277/2083] Completed NHI in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.2m [2025-10-18T03:27:33.224751] [INFO ] [sig ] [1278/2083] Forecasting NI... [2025-10-18T03:27:33.224786] [INFO ] [sig ] Generating forecast for: NI [2025-10-18T03:27:33.224818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'. [2025-10-18T03:27:33.233625] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NI'. [2025-10-18T03:27:33.233958] [INFO ] [FORECASTER] Starting predict_future for NI [2025-10-18T03:27:33.259410] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:33.260159] [DEBUG] [LOCAL ] No optimal features file found for NI: ./output/feature-sets/NI.txt [2025-10-18T03:27:33.260215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:33.260249] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:33.260276] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:33.260334] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:33.277724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:33.278322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:33.278407] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:33.278441] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:33.308038] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:33.308149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:33.308189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:33.308219] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:33.311328] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=29.23%) [2025-10-18T03:27:33.311589] [INFO ] [FORECASTER] Completed predict_future for NI [2025-10-18T03:27:33.312105] [INFO ] [sig ] NI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:33.453051] [INFO ] [LOCAL ] Saved forecast: NI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NI.txt [2025-10-18T03:27:33.453263] [INFO ] [sig ] [1278/2083] Completed NI in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.2m [2025-10-18T03:27:33.453314] [INFO ] [sig ] [1279/2083] Forecasting NIC... [2025-10-18T03:27:33.453346] [INFO ] [sig ] Generating forecast for: NIC [2025-10-18T03:27:33.453377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-10-18T03:27:33.461925] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIC'. [2025-10-18T03:27:33.462231] [INFO ] [FORECASTER] Starting predict_future for NIC [2025-10-18T03:27:33.487629] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:33.488406] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-10-18T03:27:33.488462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:33.488497] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:33.488526] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:33.488587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:33.505590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:33.506202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:33.506283] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:33.506317] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:33.535992] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:33.536098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:33.536137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:33.536167] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:33.539396] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=97.91%) [2025-10-18T03:27:33.539685] [INFO ] [FORECASTER] Completed predict_future for NIC [2025-10-18T03:27:33.539824] [INFO ] [sig ] NIC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:33.681627] [INFO ] [LOCAL ] Saved forecast: NIC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NIC.txt [2025-10-18T03:27:33.681862] [INFO ] [sig ] [1279/2083] Completed NIC in 0.2s | 4.14 sym/s | Total: 5.1m | ETA: 3.2m [2025-10-18T03:27:33.681907] [INFO ] [sig ] [1280/2083] Forecasting NIE... [2025-10-18T03:27:33.681938] [INFO ] [sig ] Generating forecast for: NIE [2025-10-18T03:27:33.681968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-10-18T03:27:33.690399] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIE'. [2025-10-18T03:27:33.690719] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-10-18T03:27:33.715530] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:33.716310] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-10-18T03:27:33.716365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:33.716397] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:33.716424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:33.716480] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:33.733479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:33.734039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:33.734132] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:33.734166] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:33.763526] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:33.763663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:33.763721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:33.763752] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:33.766907] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=99.09%) [2025-10-18T03:27:33.767171] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-10-18T03:27:33.767292] [INFO ] [sig ] NIE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:33.908378] [INFO ] [LOCAL ] Saved forecast: NIE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NIE.txt [2025-10-18T03:27:33.908625] [INFO ] [sig ] [1280/2083] Completed NIE in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:33.908709] [INFO ] [sig ] [1281/2083] Forecasting NIM... [2025-10-18T03:27:33.908749] [INFO ] [sig ] Generating forecast for: NIM [2025-10-18T03:27:33.908782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-10-18T03:27:33.917419] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIM'. [2025-10-18T03:27:33.917850] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-10-18T03:27:33.943200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:33.944030] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-10-18T03:27:33.944085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:33.944119] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:33.944148] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:33.944205] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:33.961174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:33.961988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:33.962079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:33.962113] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:33.991390] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:33.991562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:33.991603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:33.991632] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:33.995129] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=87.86%) [2025-10-18T03:27:33.995416] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-10-18T03:27:33.995547] [INFO ] [sig ] NIM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:34.133493] [INFO ] [LOCAL ] Saved forecast: NIM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NIM.txt [2025-10-18T03:27:34.133731] [INFO ] [sig ] [1281/2083] Completed NIM in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:34.133791] [INFO ] [sig ] [1282/2083] Forecasting NINE... [2025-10-18T03:27:34.133824] [INFO ] [sig ] Generating forecast for: NINE [2025-10-18T03:27:34.133923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'. [2025-10-18T03:27:34.142209] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NINE'. [2025-10-18T03:27:34.142462] [INFO ] [FORECASTER] Starting predict_future for NINE [2025-10-18T03:27:34.167664] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:34.168386] [DEBUG] [LOCAL ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt [2025-10-18T03:27:34.168456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:34.168491] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:34.168521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:34.168578] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:34.185901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:34.186431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:34.186511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:34.186545] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:34.223870] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:34.223951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:34.223985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:34.224013] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:34.226972] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: UP (p=88.92%) [2025-10-18T03:27:34.227223] [INFO ] [FORECASTER] Completed predict_future for NINE [2025-10-18T03:27:34.227348] [INFO ] [sig ] NINE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:34.365250] [INFO ] [LOCAL ] Saved forecast: NINE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NINE.txt [2025-10-18T03:27:34.365440] [INFO ] [sig ] [1282/2083] Completed NINE in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:34.365481] [INFO ] [sig ] [1283/2083] Forecasting NIO... [2025-10-18T03:27:34.365511] [INFO ] [sig ] Generating forecast for: NIO [2025-10-18T03:27:34.365542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-10-18T03:27:34.374195] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIO'. [2025-10-18T03:27:34.374466] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-10-18T03:27:34.399314] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:34.400008] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-10-18T03:27:34.400062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:34.400094] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:34.400121] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:34.400176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:34.417157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:34.417705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:34.417804] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:34.417848] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:34.455677] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:34.455768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:34.455803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:34.455831] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:34.458901] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=8.89%) [2025-10-18T03:27:34.459145] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-10-18T03:27:34.459276] [INFO ] [sig ] NIO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:34.597245] [INFO ] [LOCAL ] Saved forecast: NIO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NIO.txt [2025-10-18T03:27:34.597442] [INFO ] [sig ] [1283/2083] Completed NIO in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:34.597482] [INFO ] [sig ] [1284/2083] Forecasting NJR... [2025-10-18T03:27:34.597512] [INFO ] [sig ] Generating forecast for: NJR [2025-10-18T03:27:34.597549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'. [2025-10-18T03:27:34.605716] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NJR'. [2025-10-18T03:27:34.605966] [INFO ] [FORECASTER] Starting predict_future for NJR [2025-10-18T03:27:34.634805] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:34.635729] [DEBUG] [LOCAL ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt [2025-10-18T03:27:34.635788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:34.635823] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:34.635850] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:34.635905] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:34.653068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:34.653675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:34.653760] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:34.653796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:34.689534] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:34.689705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:34.689763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:34.689796] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:34.692959] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: DOWN (p=39.96%) [2025-10-18T03:27:34.693220] [INFO ] [FORECASTER] Completed predict_future for NJR [2025-10-18T03:27:34.693347] [INFO ] [sig ] NJR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:34.831834] [INFO ] [LOCAL ] Saved forecast: NJR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NJR.txt [2025-10-18T03:27:34.832068] [INFO ] [sig ] [1284/2083] Completed NJR in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:34.832109] [INFO ] [sig ] [1285/2083] Forecasting NKX... [2025-10-18T03:27:34.832138] [INFO ] [sig ] Generating forecast for: NKX [2025-10-18T03:27:34.832168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-10-18T03:27:34.841689] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NKX'. [2025-10-18T03:27:34.841946] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-10-18T03:27:34.866980] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:34.867760] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-10-18T03:27:34.867860] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:34.867901] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:34.867931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:34.867988] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:34.885553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:34.886128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:34.886207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:34.886240] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:34.921686] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:34.921775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:34.921810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:34.921837] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:34.924811] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=86.84%) [2025-10-18T03:27:34.925072] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-10-18T03:27:34.925204] [INFO ] [sig ] NKX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:35.064144] [INFO ] [LOCAL ] Saved forecast: NKX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NKX.txt [2025-10-18T03:27:35.064357] [INFO ] [sig ] [1285/2083] Completed NKX in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:35.064398] [INFO ] [sig ] [1286/2083] Forecasting NLOP... [2025-10-18T03:27:35.064428] [INFO ] [sig ] Generating forecast for: NLOP [2025-10-18T03:27:35.064459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-10-18T03:27:35.073247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NLOP'. [2025-10-18T03:27:35.073511] [INFO ] [FORECASTER] Starting predict_future for NLOP [2025-10-18T03:27:35.098130] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:35.098844] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-10-18T03:27:35.098899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:35.098933] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:35.098960] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:35.099017] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:35.115869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:35.116580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:35.116686] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:35.116739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:35.153337] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:35.153426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:35.153461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:35.153489] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:35.156595] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=89.52%) [2025-10-18T03:27:35.156893] [INFO ] [FORECASTER] Completed predict_future for NLOP [2025-10-18T03:27:35.157030] [INFO ] [sig ] NLOP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:35.294744] [INFO ] [LOCAL ] Saved forecast: NLOP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NLOP.txt [2025-10-18T03:27:35.294952] [INFO ] [sig ] [1286/2083] Completed NLOP in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:35.294994] [INFO ] [sig ] [1287/2083] Forecasting NMAI... [2025-10-18T03:27:35.295025] [INFO ] [sig ] Generating forecast for: NMAI [2025-10-18T03:27:35.295056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-10-18T03:27:35.303692] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMAI'. [2025-10-18T03:27:35.303959] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-10-18T03:27:35.328559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:35.329257] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-10-18T03:27:35.329310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:35.329342] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:35.329368] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:35.329422] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:35.346332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:35.346883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:35.346975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:35.347008] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:35.381000] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:35.381086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:35.381122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:35.381152] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:35.384217] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=41.11%) [2025-10-18T03:27:35.384470] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-10-18T03:27:35.384597] [INFO ] [sig ] NMAI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:35.523292] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NMAI.txt [2025-10-18T03:27:35.523531] [INFO ] [sig ] [1287/2083] Completed NMAI in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:35.523586] [INFO ] [sig ] [1288/2083] Forecasting NMCO... [2025-10-18T03:27:35.523619] [INFO ] [sig ] Generating forecast for: NMCO [2025-10-18T03:27:35.523684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-10-18T03:27:35.532523] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMCO'. [2025-10-18T03:27:35.532821] [INFO ] [FORECASTER] Starting predict_future for NMCO [2025-10-18T03:27:35.557475] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:35.558195] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-10-18T03:27:35.558250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:35.558283] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:35.558310] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:35.558366] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:35.575180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:35.575727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:35.575834] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:35.575874] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:35.611554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:35.611673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:35.611727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:35.611759] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:35.614804] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=31.50%) [2025-10-18T03:27:35.615061] [INFO ] [FORECASTER] Completed predict_future for NMCO [2025-10-18T03:27:35.615186] [INFO ] [sig ] NMCO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:35.754277] [INFO ] [LOCAL ] Saved forecast: NMCO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NMCO.txt [2025-10-18T03:27:35.754499] [INFO ] [sig ] [1288/2083] Completed NMCO in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:35.754541] [INFO ] [sig ] [1289/2083] Forecasting NMG... [2025-10-18T03:27:35.754571] [INFO ] [sig ] Generating forecast for: NMG [2025-10-18T03:27:35.754603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-10-18T03:27:35.763010] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMG'. [2025-10-18T03:27:35.763265] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-10-18T03:27:35.788781] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:35.789493] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-10-18T03:27:35.789563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:35.789597] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:35.789627] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:35.789727] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:35.807048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:35.807676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:35.807791] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:35.807844] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:35.843816] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:35.843907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:35.843943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:35.843970] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:35.846983] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=31.52%) [2025-10-18T03:27:35.847233] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-10-18T03:27:35.847356] [INFO ] [sig ] NMG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:35.988234] [INFO ] [LOCAL ] Saved forecast: NMG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NMG.txt [2025-10-18T03:27:35.988534] [INFO ] [sig ] [1289/2083] Completed NMG in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:35.988578] [INFO ] [sig ] [1290/2083] Forecasting NMI... [2025-10-18T03:27:35.988609] [INFO ] [sig ] Generating forecast for: NMI [2025-10-18T03:27:35.988666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-10-18T03:27:35.997336] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMI'. [2025-10-18T03:27:35.997708] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-10-18T03:27:36.023561] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:36.024326] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-10-18T03:27:36.024383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:36.024417] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:36.024446] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:36.024503] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:36.042325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:36.042956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:36.043038] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:36.043073] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:36.078067] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:36.078230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:36.078272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:36.078303] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:36.081871] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=91.13%) [2025-10-18T03:27:36.082153] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-10-18T03:27:36.082292] [INFO ] [sig ] NMI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:36.225377] [INFO ] [LOCAL ] Saved forecast: NMI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NMI.txt [2025-10-18T03:27:36.225606] [INFO ] [sig ] [1290/2083] Completed NMI in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:36.225674] [INFO ] [sig ] [1291/2083] Forecasting NMM... [2025-10-18T03:27:36.225726] [INFO ] [sig ] Generating forecast for: NMM [2025-10-18T03:27:36.225767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-10-18T03:27:36.234496] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMM'. [2025-10-18T03:27:36.234776] [INFO ] [FORECASTER] Starting predict_future for NMM [2025-10-18T03:27:36.259282] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:36.259976] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-10-18T03:27:36.260030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:36.260061] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:36.260088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:36.260143] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:36.276625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:36.277162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:36.277240] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:36.277273] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:36.313478] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:36.313568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:36.313603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:36.313631] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:36.319685] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=36.25%) [2025-10-18T03:27:36.319941] [INFO ] [FORECASTER] Completed predict_future for NMM [2025-10-18T03:27:36.320070] [INFO ] [sig ] NMM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:36.456547] [INFO ] [LOCAL ] Saved forecast: NMM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NMM.txt [2025-10-18T03:27:36.456768] [INFO ] [sig ] [1291/2083] Completed NMM in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:36.456831] [INFO ] [sig ] [1292/2083] Forecasting NMR... [2025-10-18T03:27:36.456865] [INFO ] [sig ] Generating forecast for: NMR [2025-10-18T03:27:36.456896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'. [2025-10-18T03:27:36.465266] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMR'. [2025-10-18T03:27:36.465541] [INFO ] [FORECASTER] Starting predict_future for NMR [2025-10-18T03:27:36.490045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:36.490733] [DEBUG] [LOCAL ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt [2025-10-18T03:27:36.490788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:36.490820] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:36.490846] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:36.490901] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:36.507428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:36.508008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:36.508085] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:36.508118] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:36.550191] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:36.550342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:36.550381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:36.550410] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:36.553861] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: UP (p=94.06%) [2025-10-18T03:27:36.554150] [INFO ] [FORECASTER] Completed predict_future for NMR [2025-10-18T03:27:36.554283] [INFO ] [sig ] NMR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:36.695101] [INFO ] [LOCAL ] Saved forecast: NMR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NMR.txt [2025-10-18T03:27:36.695348] [INFO ] [sig ] [1292/2083] Completed NMR in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:36.695391] [INFO ] [sig ] [1293/2083] Forecasting NMS... [2025-10-18T03:27:36.695423] [INFO ] [sig ] Generating forecast for: NMS [2025-10-18T03:27:36.695455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'. [2025-10-18T03:27:36.704237] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMS'. [2025-10-18T03:27:36.704686] [INFO ] [FORECASTER] Starting predict_future for NMS [2025-10-18T03:27:36.730392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:36.731253] [DEBUG] [LOCAL ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt [2025-10-18T03:27:36.731308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:36.731342] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:36.731371] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:36.731427] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:36.749040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:36.750214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:36.750327] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:36.750374] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:36.786485] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:36.786575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:36.786611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:36.786638] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:36.789703] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=44.44%) [2025-10-18T03:27:36.789959] [INFO ] [FORECASTER] Completed predict_future for NMS [2025-10-18T03:27:36.790089] [INFO ] [sig ] NMS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:36.930600] [INFO ] [LOCAL ] Saved forecast: NMS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NMS.txt [2025-10-18T03:27:36.930840] [INFO ] [sig ] [1293/2083] Completed NMS in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:36.930891] [INFO ] [sig ] [1294/2083] Forecasting NMT... [2025-10-18T03:27:36.930923] [INFO ] [sig ] Generating forecast for: NMT [2025-10-18T03:27:36.930953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'. [2025-10-18T03:27:36.939003] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMT'. [2025-10-18T03:27:36.939247] [INFO ] [FORECASTER] Starting predict_future for NMT [2025-10-18T03:27:36.963852] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:36.964516] [DEBUG] [LOCAL ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt [2025-10-18T03:27:36.964569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:36.964602] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:36.964629] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:36.964722] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:36.981616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:36.982166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:36.982242] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:36.982289] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:37.015382] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:37.015479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:37.015515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:37.015543] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:37.018834] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: UP (p=70.03%) [2025-10-18T03:27:37.019085] [INFO ] [FORECASTER] Completed predict_future for NMT [2025-10-18T03:27:37.019213] [INFO ] [sig ] NMT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:37.156217] [INFO ] [LOCAL ] Saved forecast: NMT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NMT.txt [2025-10-18T03:27:37.156424] [INFO ] [sig ] [1294/2083] Completed NMT in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:37.156505] [INFO ] [sig ] [1295/2083] Forecasting NMZ... [2025-10-18T03:27:37.156544] [INFO ] [sig ] Generating forecast for: NMZ [2025-10-18T03:27:37.156576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'. [2025-10-18T03:27:37.165198] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMZ'. [2025-10-18T03:27:37.165466] [INFO ] [FORECASTER] Starting predict_future for NMZ [2025-10-18T03:27:37.190126] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:37.190836] [DEBUG] [LOCAL ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt [2025-10-18T03:27:37.190890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:37.190921] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:37.190948] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:37.191003] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:37.207881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:37.208394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:37.208473] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:37.208506] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:37.243973] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:37.244063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:37.244099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:37.244126] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:37.247137] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: DOWN (p=6.04%) [2025-10-18T03:27:37.247384] [INFO ] [FORECASTER] Completed predict_future for NMZ [2025-10-18T03:27:37.247506] [INFO ] [sig ] NMZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:37.385252] [INFO ] [LOCAL ] Saved forecast: NMZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NMZ.txt [2025-10-18T03:27:37.385467] [INFO ] [sig ] [1295/2083] Completed NMZ in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:37.385507] [INFO ] [sig ] [1296/2083] Forecasting NNI... [2025-10-18T03:27:37.385537] [INFO ] [sig ] Generating forecast for: NNI [2025-10-18T03:27:37.385568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-10-18T03:27:37.394495] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NNI'. [2025-10-18T03:27:37.394769] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-10-18T03:27:37.419601] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:37.420324] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-10-18T03:27:37.420392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:37.420427] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:37.420454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:37.420509] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:37.437533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:37.438115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:37.438193] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:37.438227] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:37.471861] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:37.471970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:37.472008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:37.472037] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:37.475195] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=50.97%) [2025-10-18T03:27:37.475456] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-10-18T03:27:37.475587] [INFO ] [sig ] NNI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:37.616493] [INFO ] [LOCAL ] Saved forecast: NNI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NNI.txt [2025-10-18T03:27:37.616724] [INFO ] [sig ] [1296/2083] Completed NNI in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:37.616783] [INFO ] [sig ] [1297/2083] Forecasting NNN... [2025-10-18T03:27:37.616816] [INFO ] [sig ] Generating forecast for: NNN [2025-10-18T03:27:37.616846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-10-18T03:27:37.625830] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NNN'. [2025-10-18T03:27:37.626273] [INFO ] [FORECASTER] Starting predict_future for NNN [2025-10-18T03:27:37.652904] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:37.653698] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-10-18T03:27:37.653757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:37.653791] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:37.653821] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:37.653879] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:37.671558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:37.672194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:37.672275] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:37.672308] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:37.709296] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:37.709372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:37.709407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:37.709435] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:37.712525] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=33.82%) [2025-10-18T03:27:37.712822] [INFO ] [FORECASTER] Completed predict_future for NNN [2025-10-18T03:27:37.712955] [INFO ] [sig ] NNN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:37.855721] [INFO ] [LOCAL ] Saved forecast: NNN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NNN.txt [2025-10-18T03:27:37.855989] [INFO ] [sig ] [1297/2083] Completed NNN in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:37.856032] [INFO ] [sig ] [1298/2083] Forecasting NNY... [2025-10-18T03:27:37.856063] [INFO ] [sig ] Generating forecast for: NNY [2025-10-18T03:27:37.856095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-10-18T03:27:37.864998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NNY'. [2025-10-18T03:27:37.865315] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-10-18T03:27:37.890304] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:37.891120] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-10-18T03:27:37.891175] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:37.891208] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:37.891234] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:37.891290] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:37.907995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:37.908508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:37.908585] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:37.908618] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:37.945621] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:37.945749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:37.945792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:37.945821] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:37.948903] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=10.04%) [2025-10-18T03:27:37.949156] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-10-18T03:27:37.949291] [INFO ] [sig ] NNY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:38.086048] [INFO ] [LOCAL ] Saved forecast: NNY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NNY.txt [2025-10-18T03:27:38.086286] [INFO ] [sig ] [1298/2083] Completed NNY in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:38.086340] [INFO ] [sig ] [1299/2083] Forecasting NOA... [2025-10-18T03:27:38.086395] [INFO ] [sig ] Generating forecast for: NOA [2025-10-18T03:27:38.086428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-10-18T03:27:38.095313] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOA'. [2025-10-18T03:27:38.095576] [INFO ] [FORECASTER] Starting predict_future for NOA [2025-10-18T03:27:38.120167] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:38.120861] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-10-18T03:27:38.120915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:38.120947] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:38.120974] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:38.121029] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:38.137781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:38.138451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:38.138531] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:38.138565] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:38.179082] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:38.179161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:38.179195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:38.179223] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:38.182173] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=8.24%) [2025-10-18T03:27:38.182419] [INFO ] [FORECASTER] Completed predict_future for NOA [2025-10-18T03:27:38.182572] [INFO ] [sig ] NOA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:38.319228] [INFO ] [LOCAL ] Saved forecast: NOA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NOA.txt [2025-10-18T03:27:38.319460] [INFO ] [sig ] [1299/2083] Completed NOA in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.2m [2025-10-18T03:27:38.319502] [INFO ] [sig ] [1300/2083] Forecasting NOAH... [2025-10-18T03:27:38.319532] [INFO ] [sig ] Generating forecast for: NOAH [2025-10-18T03:27:38.319562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-10-18T03:27:38.327906] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOAH'. [2025-10-18T03:27:38.328171] [INFO ] [FORECASTER] Starting predict_future for NOAH [2025-10-18T03:27:38.352587] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:38.353274] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-10-18T03:27:38.353327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:38.353359] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:38.353385] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:38.353441] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:38.370182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:38.370730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:38.370810] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:38.370843] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:38.408985] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:38.409065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:38.409098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:38.409126] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:38.412084] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=89.45%) [2025-10-18T03:27:38.412331] [INFO ] [FORECASTER] Completed predict_future for NOAH [2025-10-18T03:27:38.412471] [INFO ] [sig ] NOAH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:38.549534] [INFO ] [LOCAL ] Saved forecast: NOAH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NOAH.txt [2025-10-18T03:27:38.549769] [INFO ] [sig ] [1300/2083] Completed NOAH in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.1m [2025-10-18T03:27:38.549828] [INFO ] [sig ] [1301/2083] Forecasting NOC... [2025-10-18T03:27:38.549866] [INFO ] [sig ] Generating forecast for: NOC [2025-10-18T03:27:38.549897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'. [2025-10-18T03:27:38.559189] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOC'. [2025-10-18T03:27:38.559457] [INFO ] [FORECASTER] Starting predict_future for NOC [2025-10-18T03:27:38.584026] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:38.584702] [DEBUG] [LOCAL ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt [2025-10-18T03:27:38.584758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:38.584790] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:38.584817] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:38.584920] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:38.601512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:38.602116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:38.602195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:38.602240] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:38.642082] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:38.642265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:38.642307] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:38.642336] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:38.645846] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: UP (p=96.68%) [2025-10-18T03:27:38.646115] [INFO ] [FORECASTER] Completed predict_future for NOC [2025-10-18T03:27:38.646252] [INFO ] [sig ] NOC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:38.783295] [INFO ] [LOCAL ] Saved forecast: NOC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NOC.txt [2025-10-18T03:27:38.783530] [INFO ] [sig ] [1301/2083] Completed NOC in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.1m [2025-10-18T03:27:38.783573] [INFO ] [sig ] [1302/2083] Forecasting NOG... [2025-10-18T03:27:38.783602] [INFO ] [sig ] Generating forecast for: NOG [2025-10-18T03:27:38.783635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-10-18T03:27:38.792599] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOG'. [2025-10-18T03:27:38.792943] [INFO ] [FORECASTER] Starting predict_future for NOG [2025-10-18T03:27:38.817706] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:38.818522] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-10-18T03:27:38.818579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:38.818612] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:38.818640] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:38.818745] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:38.835392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:38.836138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:38.836222] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:38.836255] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:38.875939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:38.876099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:38.876138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:38.876168] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:38.879571] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=2.12%) [2025-10-18T03:27:38.879865] [INFO ] [FORECASTER] Completed predict_future for NOG [2025-10-18T03:27:38.880007] [INFO ] [sig ] NOG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:39.016244] [INFO ] [LOCAL ] Saved forecast: NOG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NOG.txt [2025-10-18T03:27:39.016445] [INFO ] [sig ] [1302/2083] Completed NOG in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.1m [2025-10-18T03:27:39.016485] [INFO ] [sig ] [1303/2083] Forecasting NOK... [2025-10-18T03:27:39.016515] [INFO ] [sig ] Generating forecast for: NOK [2025-10-18T03:27:39.016544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'. [2025-10-18T03:27:39.025465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOK'. [2025-10-18T03:27:39.025763] [INFO ] [FORECASTER] Starting predict_future for NOK [2025-10-18T03:27:39.050519] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:39.051204] [DEBUG] [LOCAL ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt [2025-10-18T03:27:39.051258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:39.051305] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:39.051333] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:39.051388] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:39.068327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:39.068886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:39.068963] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:39.068996] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:39.115989] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:39.116080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:39.116116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:39.116143] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:39.119246] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: UP (p=91.13%) [2025-10-18T03:27:39.119496] [INFO ] [FORECASTER] Completed predict_future for NOK [2025-10-18T03:27:39.119629] [INFO ] [sig ] NOK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:39.256217] [INFO ] [LOCAL ] Saved forecast: NOK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NOK.txt [2025-10-18T03:27:39.256400] [INFO ] [sig ] [1303/2083] Completed NOK in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.1m [2025-10-18T03:27:39.256439] [INFO ] [sig ] [1304/2083] Forecasting NOMD... [2025-10-18T03:27:39.256469] [INFO ] [sig ] Generating forecast for: NOMD [2025-10-18T03:27:39.256501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-10-18T03:27:39.265547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOMD'. [2025-10-18T03:27:39.265824] [INFO ] [FORECASTER] Starting predict_future for NOMD [2025-10-18T03:27:39.290448] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:39.291155] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-10-18T03:27:39.291209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:39.291241] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:39.291268] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:39.291323] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:39.308117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:39.308625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:39.308731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:39.308770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:39.349622] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:39.349731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:39.349801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:39.349831] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:39.355931] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=1.05%) [2025-10-18T03:27:39.356178] [INFO ] [FORECASTER] Completed predict_future for NOMD [2025-10-18T03:27:39.356312] [INFO ] [sig ] NOMD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:39.493854] [INFO ] [LOCAL ] Saved forecast: NOMD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NOMD.txt [2025-10-18T03:27:39.494087] [INFO ] [sig ] [1304/2083] Completed NOMD in 0.2s | 4.14 sym/s | Total: 5.2m | ETA: 3.1m [2025-10-18T03:27:39.494129] [INFO ] [sig ] [1305/2083] Forecasting NOTE... [2025-10-18T03:27:39.494159] [INFO ] [sig ] Generating forecast for: NOTE [2025-10-18T03:27:39.494191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-10-18T03:27:39.503287] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOTE'. [2025-10-18T03:27:39.503547] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-10-18T03:27:39.528876] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:39.529533] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-10-18T03:27:39.529587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:39.529619] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:39.529673] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:39.529752] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:39.546624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:39.547181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:39.547258] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:39.547291] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:39.594114] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:39.594230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:39.594270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:39.594300] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:39.597964] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=97.33%) [2025-10-18T03:27:39.598284] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-10-18T03:27:39.598439] [INFO ] [sig ] NOTE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:39.754842] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NOTE.txt [2025-10-18T03:27:39.755095] [INFO ] [sig ] [1305/2083] Completed NOTE in 0.3s | 4.14 sym/s | Total: 5.2m | ETA: 3.1m [2025-10-18T03:27:39.755152] [INFO ] [sig ] [1306/2083] Forecasting NOV... [2025-10-18T03:27:39.755187] [INFO ] [sig ] Generating forecast for: NOV [2025-10-18T03:27:39.755219] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'. [2025-10-18T03:27:39.764450] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOV'. [2025-10-18T03:27:39.764770] [INFO ] [FORECASTER] Starting predict_future for NOV [2025-10-18T03:27:39.792457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:39.793190] [DEBUG] [LOCAL ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt [2025-10-18T03:27:39.793269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:39.793321] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:39.793352] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:39.793410] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:39.813394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:39.813977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:39.814059] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:39.814093] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:39.854139] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:39.854337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:39.854396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:39.854429] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:39.858414] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: DOWN (p=15.50%) [2025-10-18T03:27:39.858811] [INFO ] [FORECASTER] Completed predict_future for NOV [2025-10-18T03:27:39.858994] [INFO ] [sig ] NOV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:40.008120] [INFO ] [LOCAL ] Saved forecast: NOV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NOV.txt [2025-10-18T03:27:40.008329] [INFO ] [sig ] [1306/2083] Completed NOV in 0.3s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:40.008370] [INFO ] [sig ] [1307/2083] Forecasting NOW... [2025-10-18T03:27:40.008399] [INFO ] [sig ] Generating forecast for: NOW [2025-10-18T03:27:40.008430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOW' from 'https://tdm.silogroup.org/data/derivative_storage/NOW.csv'. [2025-10-18T03:27:40.016398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOW'. [2025-10-18T03:27:40.016679] [INFO ] [FORECASTER] Starting predict_future for NOW [2025-10-18T03:27:40.041214] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:40.041910] [DEBUG] [LOCAL ] No optimal features file found for NOW: ./output/feature-sets/NOW.txt [2025-10-18T03:27:40.041964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:40.041996] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:40.042023] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:40.042078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:40.058771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:40.059355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:40.059433] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:40.059466] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:40.097184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:40.097270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:40.097303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:40.097331] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:40.100372] [DEBUG] [FORECASTER] NOW: Forecast T+1@11:T+2@11: DOWN (p=7.97%) [2025-10-18T03:27:40.100619] [INFO ] [FORECASTER] Completed predict_future for NOW [2025-10-18T03:27:40.100793] [INFO ] [sig ] NOW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:40.238187] [INFO ] [LOCAL ] Saved forecast: NOW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NOW.txt [2025-10-18T03:27:40.238450] [INFO ] [sig ] [1307/2083] Completed NOW in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:40.238497] [INFO ] [sig ] [1308/2083] Forecasting NPCT... [2025-10-18T03:27:40.238529] [INFO ] [sig ] Generating forecast for: NPCT [2025-10-18T03:27:40.238560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'. [2025-10-18T03:27:40.247582] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPCT'. [2025-10-18T03:27:40.247889] [INFO ] [FORECASTER] Starting predict_future for NPCT [2025-10-18T03:27:40.272325] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:40.273080] [DEBUG] [LOCAL ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt [2025-10-18T03:27:40.273134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:40.273166] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:40.273194] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:40.273249] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:40.289920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:40.290428] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:40.290504] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:40.290536] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:40.324753] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:40.324830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:40.324864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:40.324890] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:40.327823] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: UP (p=53.50%) [2025-10-18T03:27:40.328070] [INFO ] [FORECASTER] Completed predict_future for NPCT [2025-10-18T03:27:40.328195] [INFO ] [sig ] NPCT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:40.465104] [INFO ] [LOCAL ] Saved forecast: NPCT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NPCT.txt [2025-10-18T03:27:40.465318] [INFO ] [sig ] [1308/2083] Completed NPCT in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:40.465358] [INFO ] [sig ] [1309/2083] Forecasting NPFD... [2025-10-18T03:27:40.465388] [INFO ] [sig ] Generating forecast for: NPFD [2025-10-18T03:27:40.465418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-10-18T03:27:40.473824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPFD'. [2025-10-18T03:27:40.474078] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-10-18T03:27:40.498430] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:40.499119] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-10-18T03:27:40.499173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:40.499205] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:40.499232] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:40.499287] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:40.515855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:40.516530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:40.516614] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:40.516674] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:40.552513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:40.552629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:40.552826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:40.552867] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:40.556031] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: DOWN (p=16.24%) [2025-10-18T03:27:40.556292] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-10-18T03:27:40.556425] [INFO ] [sig ] NPFD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:40.692821] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NPFD.txt [2025-10-18T03:27:40.693033] [INFO ] [sig ] [1309/2083] Completed NPFD in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:40.693073] [INFO ] [sig ] [1310/2083] Forecasting NPK... [2025-10-18T03:27:40.693103] [INFO ] [sig ] Generating forecast for: NPK [2025-10-18T03:27:40.693132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-10-18T03:27:40.702080] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPK'. [2025-10-18T03:27:40.702474] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-10-18T03:27:40.727680] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:40.728495] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-10-18T03:27:40.728552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:40.728602] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:40.728631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:40.728731] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:40.745526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:40.746349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:40.746439] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:40.746473] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:40.780329] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:40.780517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:40.780559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:40.780588] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:40.784117] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=23.35%) [2025-10-18T03:27:40.784398] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-10-18T03:27:40.784533] [INFO ] [sig ] NPK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:40.920759] [INFO ] [LOCAL ] Saved forecast: NPK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NPK.txt [2025-10-18T03:27:40.920950] [INFO ] [sig ] [1310/2083] Completed NPK in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:40.920991] [INFO ] [sig ] [1311/2083] Forecasting NPKI... [2025-10-18T03:27:40.921021] [INFO ] [sig ] Generating forecast for: NPKI [2025-10-18T03:27:40.921052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPKI' from 'https://tdm.silogroup.org/data/derivative_storage/NPKI.csv'. [2025-10-18T03:27:40.929575] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPKI'. [2025-10-18T03:27:40.929900] [INFO ] [FORECASTER] Starting predict_future for NPKI [2025-10-18T03:27:40.954477] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:40.955191] [DEBUG] [LOCAL ] No optimal features file found for NPKI: ./output/feature-sets/NPKI.txt [2025-10-18T03:27:40.955244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:40.955276] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:40.955302] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:40.955359] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:40.972121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:40.972635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:40.972740] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:40.972775] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:41.004128] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:41.004204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:41.004239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:41.004266] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:41.007178] [DEBUG] [FORECASTER] NPKI: Forecast T+1@11:T+2@11: DOWN (p=24.93%) [2025-10-18T03:27:41.007421] [INFO ] [FORECASTER] Completed predict_future for NPKI [2025-10-18T03:27:41.007546] [INFO ] [sig ] NPKI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:41.149061] [INFO ] [LOCAL ] Saved forecast: NPKI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NPKI.txt [2025-10-18T03:27:41.149343] [INFO ] [sig ] [1311/2083] Completed NPKI in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:41.149387] [INFO ] [sig ] [1312/2083] Forecasting NPO... [2025-10-18T03:27:41.149420] [INFO ] [sig ] Generating forecast for: NPO [2025-10-18T03:27:41.149451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-10-18T03:27:41.158733] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPO'. [2025-10-18T03:27:41.159049] [INFO ] [FORECASTER] Starting predict_future for NPO [2025-10-18T03:27:41.185708] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:41.186438] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-10-18T03:27:41.186494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:41.186528] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:41.186556] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:41.186615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:41.204725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:41.205320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:41.205404] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:41.205439] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:41.242558] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:41.242690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:41.242745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:41.242780] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:41.245973] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=3.06%) [2025-10-18T03:27:41.246236] [INFO ] [FORECASTER] Completed predict_future for NPO [2025-10-18T03:27:41.246373] [INFO ] [sig ] NPO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:41.391581] [INFO ] [LOCAL ] Saved forecast: NPO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NPO.txt [2025-10-18T03:27:41.391839] [INFO ] [sig ] [1312/2083] Completed NPO in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:41.391901] [INFO ] [sig ] [1313/2083] Forecasting NPV... [2025-10-18T03:27:41.391935] [INFO ] [sig ] Generating forecast for: NPV [2025-10-18T03:27:41.391967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'. [2025-10-18T03:27:41.400519] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPV'. [2025-10-18T03:27:41.400825] [INFO ] [FORECASTER] Starting predict_future for NPV [2025-10-18T03:27:41.426872] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:41.427626] [DEBUG] [LOCAL ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt [2025-10-18T03:27:41.427709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:41.430686] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:41.430746] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:41.430824] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:41.448809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:41.449409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:41.449494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:41.449530] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:41.486212] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:41.486305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:41.486342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:41.486371] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:41.489670] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=70.18%) [2025-10-18T03:27:41.489998] [INFO ] [FORECASTER] Completed predict_future for NPV [2025-10-18T03:27:41.490164] [INFO ] [sig ] NPV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:41.630933] [INFO ] [LOCAL ] Saved forecast: NPV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NPV.txt [2025-10-18T03:27:41.631157] [INFO ] [sig ] [1313/2083] Completed NPV in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:41.631199] [INFO ] [sig ] [1314/2083] Forecasting NPWR... [2025-10-18T03:27:41.631229] [INFO ] [sig ] Generating forecast for: NPWR [2025-10-18T03:27:41.631259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'. [2025-10-18T03:27:41.640362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPWR'. [2025-10-18T03:27:41.640695] [INFO ] [FORECASTER] Starting predict_future for NPWR [2025-10-18T03:27:41.665177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:41.665889] [DEBUG] [LOCAL ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt [2025-10-18T03:27:41.665943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:41.665975] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:41.666054] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:41.666122] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:41.682817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:41.683357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:41.683440] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:41.683472] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:41.721896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:41.722042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:41.722086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:41.722115] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:41.725203] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: UP (p=73.62%) [2025-10-18T03:27:41.725458] [INFO ] [FORECASTER] Completed predict_future for NPWR [2025-10-18T03:27:41.725590] [INFO ] [sig ] NPWR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:41.863320] [INFO ] [LOCAL ] Saved forecast: NPWR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NPWR.txt [2025-10-18T03:27:41.863534] [INFO ] [sig ] [1314/2083] Completed NPWR in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:41.863575] [INFO ] [sig ] [1315/2083] Forecasting NQP... [2025-10-18T03:27:41.863605] [INFO ] [sig ] Generating forecast for: NQP [2025-10-18T03:27:41.863635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-10-18T03:27:41.872586] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NQP'. [2025-10-18T03:27:41.872877] [INFO ] [FORECASTER] Starting predict_future for NQP [2025-10-18T03:27:41.897343] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:41.898066] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-10-18T03:27:41.898120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:41.898152] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:41.898179] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:41.898234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:41.914849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:41.915357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:41.915435] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:41.915467] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:41.953358] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:41.953441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:41.953476] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:41.953503] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:41.956500] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=94.55%) [2025-10-18T03:27:41.956793] [INFO ] [FORECASTER] Completed predict_future for NQP [2025-10-18T03:27:41.956929] [INFO ] [sig ] NQP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:42.094515] [INFO ] [LOCAL ] Saved forecast: NQP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NQP.txt [2025-10-18T03:27:42.094786] [INFO ] [sig ] [1315/2083] Completed NQP in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:42.094850] [INFO ] [sig ] [1316/2083] Forecasting NRDY... [2025-10-18T03:27:42.094884] [INFO ] [sig ] Generating forecast for: NRDY [2025-10-18T03:27:42.094916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'. [2025-10-18T03:27:42.103864] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRDY'. [2025-10-18T03:27:42.104130] [INFO ] [FORECASTER] Starting predict_future for NRDY [2025-10-18T03:27:42.128716] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:42.129381] [DEBUG] [LOCAL ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt [2025-10-18T03:27:42.129434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:42.129467] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:42.129494] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:42.129549] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:42.146101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:42.146613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:42.146721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:42.146763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:42.189279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:42.189367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:42.189402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:42.189429] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:42.192450] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: DOWN (p=33.00%) [2025-10-18T03:27:42.192733] [INFO ] [FORECASTER] Completed predict_future for NRDY [2025-10-18T03:27:42.192884] [INFO ] [sig ] NRDY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:42.333042] [INFO ] [LOCAL ] Saved forecast: NRDY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NRDY.txt [2025-10-18T03:27:42.333286] [INFO ] [sig ] [1316/2083] Completed NRDY in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:42.333334] [INFO ] [sig ] [1317/2083] Forecasting NREF... [2025-10-18T03:27:42.333365] [INFO ] [sig ] Generating forecast for: NREF [2025-10-18T03:27:42.333396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-10-18T03:27:42.342827] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NREF'. [2025-10-18T03:27:42.343276] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-10-18T03:27:42.368789] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:42.369539] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-10-18T03:27:42.369595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:42.369669] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:42.369720] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:42.369784] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:42.386354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:42.387048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:42.387138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:42.387170] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:42.431101] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:42.431316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:42.431359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:42.431389] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:42.437283] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=87.00%) [2025-10-18T03:27:42.437576] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-10-18T03:27:42.437783] [INFO ] [sig ] NREF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:42.580090] [INFO ] [LOCAL ] Saved forecast: NREF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NREF.txt [2025-10-18T03:27:42.580334] [INFO ] [sig ] [1317/2083] Completed NREF in 0.2s | 4.14 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:42.580375] [INFO ] [sig ] [1318/2083] Forecasting NRG... [2025-10-18T03:27:42.580406] [INFO ] [sig ] Generating forecast for: NRG [2025-10-18T03:27:42.580436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'. [2025-10-18T03:27:42.589432] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRG'. [2025-10-18T03:27:42.589717] [INFO ] [FORECASTER] Starting predict_future for NRG [2025-10-18T03:27:42.614225] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:42.614912] [DEBUG] [LOCAL ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt [2025-10-18T03:27:42.614966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:42.614999] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:42.615026] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:42.615087] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:42.631571] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:42.632118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:42.632196] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:42.632228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:42.676703] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:42.676862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:42.676901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:42.676930] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:42.680335] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=75.30%) [2025-10-18T03:27:42.680600] [INFO ] [FORECASTER] Completed predict_future for NRG [2025-10-18T03:27:42.680773] [INFO ] [sig ] NRG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:42.817228] [INFO ] [LOCAL ] Saved forecast: NRG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NRG.txt [2025-10-18T03:27:42.817463] [INFO ] [sig ] [1318/2083] Completed NRG in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:42.817504] [INFO ] [sig ] [1319/2083] Forecasting NRGV... [2025-10-18T03:27:42.817534] [INFO ] [sig ] Generating forecast for: NRGV [2025-10-18T03:27:42.817563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'. [2025-10-18T03:27:42.826215] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRGV'. [2025-10-18T03:27:42.826476] [INFO ] [FORECASTER] Starting predict_future for NRGV [2025-10-18T03:27:42.851232] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:42.851953] [DEBUG] [LOCAL ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt [2025-10-18T03:27:42.852007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:42.852040] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:42.852067] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:42.852123] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:42.868993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:42.869941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:42.870030] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:42.870064] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:42.912860] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:42.912944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:42.912979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:42.913008] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:42.916024] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=76.07%) [2025-10-18T03:27:42.916275] [INFO ] [FORECASTER] Completed predict_future for NRGV [2025-10-18T03:27:42.916404] [INFO ] [sig ] NRGV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:43.054971] [INFO ] [LOCAL ] Saved forecast: NRGV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NRGV.txt [2025-10-18T03:27:43.055253] [INFO ] [sig ] [1319/2083] Completed NRGV in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:43.055295] [INFO ] [sig ] [1320/2083] Forecasting NRK... [2025-10-18T03:27:43.055326] [INFO ] [sig ] Generating forecast for: NRK [2025-10-18T03:27:43.055357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-10-18T03:27:43.064023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRK'. [2025-10-18T03:27:43.064348] [INFO ] [FORECASTER] Starting predict_future for NRK [2025-10-18T03:27:43.089094] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:43.089896] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-10-18T03:27:43.089951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:43.089984] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:43.090012] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:43.090069] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:43.106729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:43.107245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:43.107321] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:43.107353] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:43.151225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:43.151347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:43.151385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:43.151414] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:43.154684] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=40.41%) [2025-10-18T03:27:43.154946] [INFO ] [FORECASTER] Completed predict_future for NRK [2025-10-18T03:27:43.155100] [INFO ] [sig ] NRK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:43.294272] [INFO ] [LOCAL ] Saved forecast: NRK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NRK.txt [2025-10-18T03:27:43.294493] [INFO ] [sig ] [1320/2083] Completed NRK in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:43.294534] [INFO ] [sig ] [1321/2083] Forecasting NRP... [2025-10-18T03:27:43.294565] [INFO ] [sig ] Generating forecast for: NRP [2025-10-18T03:27:43.294595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-10-18T03:27:43.302906] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRP'. [2025-10-18T03:27:43.303150] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-10-18T03:27:43.327833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:43.328502] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-10-18T03:27:43.328556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:43.328589] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:43.328616] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:43.328693] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:43.345506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:43.346078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:43.346156] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:43.346190] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:43.385694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:43.385844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:43.385882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:43.385911] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:43.389147] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=96.77%) [2025-10-18T03:27:43.389407] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-10-18T03:27:43.389550] [INFO ] [sig ] NRP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:43.526929] [INFO ] [LOCAL ] Saved forecast: NRP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NRP.txt [2025-10-18T03:27:43.527156] [INFO ] [sig ] [1321/2083] Completed NRP in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:43.527197] [INFO ] [sig ] [1322/2083] Forecasting NRT... [2025-10-18T03:27:43.527227] [INFO ] [sig ] Generating forecast for: NRT [2025-10-18T03:27:43.527257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'. [2025-10-18T03:27:43.535359] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRT'. [2025-10-18T03:27:43.535613] [INFO ] [FORECASTER] Starting predict_future for NRT [2025-10-18T03:27:43.560176] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:43.560906] [DEBUG] [LOCAL ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt [2025-10-18T03:27:43.560960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:43.560992] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:43.561018] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:43.561078] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:43.577671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:43.578223] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:43.578301] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:43.578334] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:43.618264] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:43.618369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:43.618405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:43.618432] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:43.621512] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=47.75%) [2025-10-18T03:27:43.621810] [INFO ] [FORECASTER] Completed predict_future for NRT [2025-10-18T03:27:43.621949] [INFO ] [sig ] NRT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:43.760232] [INFO ] [LOCAL ] Saved forecast: NRT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NRT.txt [2025-10-18T03:27:43.760467] [INFO ] [sig ] [1322/2083] Completed NRT in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:43.760508] [INFO ] [sig ] [1323/2083] Forecasting NRUC... [2025-10-18T03:27:43.760538] [INFO ] [sig ] Generating forecast for: NRUC [2025-10-18T03:27:43.760569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'. [2025-10-18T03:27:43.768604] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRUC'. [2025-10-18T03:27:43.768896] [INFO ] [FORECASTER] Starting predict_future for NRUC [2025-10-18T03:27:43.793604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:43.794364] [DEBUG] [LOCAL ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt [2025-10-18T03:27:43.794420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:43.794452] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:43.794478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:43.794533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:43.811495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:43.812127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:43.812207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:43.812240] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:43.847109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:43.847198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:43.847232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:43.847260] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:43.850325] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: DOWN (p=1.29%) [2025-10-18T03:27:43.850581] [INFO ] [FORECASTER] Completed predict_future for NRUC [2025-10-18T03:27:43.850739] [INFO ] [sig ] NRUC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:43.988519] [INFO ] [LOCAL ] Saved forecast: NRUC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NRUC.txt [2025-10-18T03:27:43.988765] [INFO ] [sig ] [1323/2083] Completed NRUC in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:43.988827] [INFO ] [sig ] [1324/2083] Forecasting NSA... [2025-10-18T03:27:43.988860] [INFO ] [sig ] Generating forecast for: NSA [2025-10-18T03:27:43.988890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'. [2025-10-18T03:27:43.997372] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NSA'. [2025-10-18T03:27:43.997668] [INFO ] [FORECASTER] Starting predict_future for NSA [2025-10-18T03:27:44.022339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:44.023078] [DEBUG] [LOCAL ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt [2025-10-18T03:27:44.023133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:44.023179] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:44.023208] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:44.023264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:44.040155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:44.040999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:44.041090] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:44.041123] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:44.082987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:44.083168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:44.083210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:44.083240] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:44.086743] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: DOWN (p=2.36%) [2025-10-18T03:27:44.087014] [INFO ] [FORECASTER] Completed predict_future for NSA [2025-10-18T03:27:44.087149] [INFO ] [sig ] NSA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:44.224797] [INFO ] [LOCAL ] Saved forecast: NSA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NSA.txt [2025-10-18T03:27:44.225014] [INFO ] [sig ] [1324/2083] Completed NSA in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.1m [2025-10-18T03:27:44.225056] [INFO ] [sig ] [1325/2083] Forecasting NSC... [2025-10-18T03:27:44.225085] [INFO ] [sig ] Generating forecast for: NSC [2025-10-18T03:27:44.225115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'. [2025-10-18T03:27:44.233987] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NSC'. [2025-10-18T03:27:44.234249] [INFO ] [FORECASTER] Starting predict_future for NSC [2025-10-18T03:27:44.258597] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:44.259278] [DEBUG] [LOCAL ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt [2025-10-18T03:27:44.259331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:44.259363] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:44.259390] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:44.259444] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:44.276045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:44.276554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:44.276631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:44.276700] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:44.320732] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:44.320833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:44.320869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:44.320896] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:44.323964] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=38.54%) [2025-10-18T03:27:44.324214] [INFO ] [FORECASTER] Completed predict_future for NSC [2025-10-18T03:27:44.324350] [INFO ] [sig ] NSC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:44.467087] [INFO ] [LOCAL ] Saved forecast: NSC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NSC.txt [2025-10-18T03:27:44.467317] [INFO ] [sig ] [1325/2083] Completed NSC in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.0m [2025-10-18T03:27:44.467358] [INFO ] [sig ] [1326/2083] Forecasting NSP... [2025-10-18T03:27:44.467388] [INFO ] [sig ] Generating forecast for: NSP [2025-10-18T03:27:44.467418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-10-18T03:27:44.475881] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NSP'. [2025-10-18T03:27:44.476140] [INFO ] [FORECASTER] Starting predict_future for NSP [2025-10-18T03:27:44.500695] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:44.501367] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-10-18T03:27:44.501421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:44.501454] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:44.501482] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:44.501537] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:44.518405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:44.518958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:44.519036] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:44.519069] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:44.560837] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:44.560932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:44.560968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:44.560995] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:44.564059] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=94.13%) [2025-10-18T03:27:44.564316] [INFO ] [FORECASTER] Completed predict_future for NSP [2025-10-18T03:27:44.564448] [INFO ] [sig ] NSP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:44.700873] [INFO ] [LOCAL ] Saved forecast: NSP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NSP.txt [2025-10-18T03:27:44.701080] [INFO ] [sig ] [1326/2083] Completed NSP in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.0m [2025-10-18T03:27:44.701120] [INFO ] [sig ] [1327/2083] Forecasting NTB... [2025-10-18T03:27:44.701149] [INFO ] [sig ] Generating forecast for: NTB [2025-10-18T03:27:44.701178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-10-18T03:27:44.709465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NTB'. [2025-10-18T03:27:44.709742] [INFO ] [FORECASTER] Starting predict_future for NTB [2025-10-18T03:27:44.734282] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:44.734972] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-10-18T03:27:44.735026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:44.735103] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:44.735141] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:44.735198] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:44.751906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:44.752415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:44.752490] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:44.752522] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:44.793898] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:44.793978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:44.794012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:44.794039] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:44.796999] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=45.00%) [2025-10-18T03:27:44.797245] [INFO ] [FORECASTER] Completed predict_future for NTB [2025-10-18T03:27:44.797381] [INFO ] [sig ] NTB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:44.937581] [INFO ] [LOCAL ] Saved forecast: NTB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NTB.txt [2025-10-18T03:27:44.937964] [INFO ] [sig ] [1327/2083] Completed NTB in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.0m [2025-10-18T03:27:44.938028] [INFO ] [sig ] [1328/2083] Forecasting NTR... [2025-10-18T03:27:44.938064] [INFO ] [sig ] Generating forecast for: NTR [2025-10-18T03:27:44.938097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'. [2025-10-18T03:27:44.947569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NTR'. [2025-10-18T03:27:44.947955] [INFO ] [FORECASTER] Starting predict_future for NTR [2025-10-18T03:27:44.975555] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:44.976370] [DEBUG] [LOCAL ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt [2025-10-18T03:27:44.976426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:44.976460] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:44.976489] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:44.976548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:44.995083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:44.995664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:44.995753] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:44.995788] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:45.041067] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:45.041249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:45.041313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:45.041348] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:45.045189] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: UP (p=57.54%) [2025-10-18T03:27:45.045483] [INFO ] [FORECASTER] Completed predict_future for NTR [2025-10-18T03:27:45.045630] [INFO ] [sig ] NTR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:45.203531] [INFO ] [LOCAL ] Saved forecast: NTR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NTR.txt [2025-10-18T03:27:45.203869] [INFO ] [sig ] [1328/2083] Completed NTR in 0.3s | 4.15 sym/s | Total: 5.3m | ETA: 3.0m [2025-10-18T03:27:45.203932] [INFO ] [sig ] [1329/2083] Forecasting NTST... [2025-10-18T03:27:45.203965] [INFO ] [sig ] Generating forecast for: NTST [2025-10-18T03:27:45.203997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'. [2025-10-18T03:27:45.213417] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NTST'. [2025-10-18T03:27:45.213810] [INFO ] [FORECASTER] Starting predict_future for NTST [2025-10-18T03:27:45.240615] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:45.241435] [DEBUG] [LOCAL ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt [2025-10-18T03:27:45.241490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:45.241525] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:45.241553] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:45.241609] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:45.258525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:45.259411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:45.259502] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:45.259536] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:45.302155] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:45.302372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:45.302419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:45.302449] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:45.306417] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: DOWN (p=25.38%) [2025-10-18T03:27:45.306922] [INFO ] [FORECASTER] Completed predict_future for NTST [2025-10-18T03:27:45.307085] [INFO ] [sig ] NTST: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:45.445133] [INFO ] [LOCAL ] Saved forecast: NTST 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NTST.txt [2025-10-18T03:27:45.445386] [INFO ] [sig ] [1329/2083] Completed NTST in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.0m [2025-10-18T03:27:45.445429] [INFO ] [sig ] [1330/2083] Forecasting NU... [2025-10-18T03:27:45.445459] [INFO ] [sig ] Generating forecast for: NU [2025-10-18T03:27:45.445489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'. [2025-10-18T03:27:45.454816] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NU'. [2025-10-18T03:27:45.455107] [INFO ] [FORECASTER] Starting predict_future for NU [2025-10-18T03:27:45.480083] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:45.480831] [DEBUG] [LOCAL ] No optimal features file found for NU: ./output/feature-sets/NU.txt [2025-10-18T03:27:45.480885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:45.480918] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:45.480945] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:45.481002] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:45.497681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:45.498242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:45.498323] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:45.498356] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:45.540371] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:45.540509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:45.540547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:45.540575] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:45.543910] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: DOWN (p=42.98%) [2025-10-18T03:27:45.544185] [INFO ] [FORECASTER] Completed predict_future for NU [2025-10-18T03:27:45.544321] [INFO ] [sig ] NU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:45.683562] [INFO ] [LOCAL ] Saved forecast: NU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NU.txt [2025-10-18T03:27:45.683873] [INFO ] [sig ] [1330/2083] Completed NU in 0.2s | 4.15 sym/s | Total: 5.3m | ETA: 3.0m [2025-10-18T03:27:45.683930] [INFO ] [sig ] [1331/2083] Forecasting NUS... [2025-10-18T03:27:45.683962] [INFO ] [sig ] Generating forecast for: NUS [2025-10-18T03:27:45.683994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-10-18T03:27:45.692975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUS'. [2025-10-18T03:27:45.693296] [INFO ] [FORECASTER] Starting predict_future for NUS [2025-10-18T03:27:45.719180] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:45.719953] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-10-18T03:27:45.720010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:45.720061] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:45.720091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:45.720149] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:45.737485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:45.738160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:45.738267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:45.738334] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:45.778339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:45.778494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:45.778537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:45.778567] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:45.781902] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=2.23%) [2025-10-18T03:27:45.782179] [INFO ] [FORECASTER] Completed predict_future for NUS [2025-10-18T03:27:45.782319] [INFO ] [sig ] NUS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:45.995240] [INFO ] [LOCAL ] Saved forecast: NUS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NUS.txt [2025-10-18T03:27:45.995528] [INFO ] [sig ] [1331/2083] Completed NUS in 0.3s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:45.995584] [INFO ] [sig ] [1332/2083] Forecasting NUV... [2025-10-18T03:27:45.995616] [INFO ] [sig ] Generating forecast for: NUV [2025-10-18T03:27:45.995674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'. [2025-10-18T03:27:46.005295] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUV'. [2025-10-18T03:27:46.005668] [INFO ] [FORECASTER] Starting predict_future for NUV [2025-10-18T03:27:46.030936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:46.031602] [DEBUG] [LOCAL ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt [2025-10-18T03:27:46.031678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:46.031727] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:46.031757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:46.031812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:46.048876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:46.049412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:46.049496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:46.049529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:46.090534] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:46.090662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:46.090750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:46.090785] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:46.093997] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: UP (p=76.36%) [2025-10-18T03:27:46.094262] [INFO ] [FORECASTER] Completed predict_future for NUV [2025-10-18T03:27:46.094399] [INFO ] [sig ] NUV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:46.235237] [INFO ] [LOCAL ] Saved forecast: NUV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NUV.txt [2025-10-18T03:27:46.235469] [INFO ] [sig ] [1332/2083] Completed NUV in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:46.235511] [INFO ] [sig ] [1333/2083] Forecasting NUVB... [2025-10-18T03:27:46.235542] [INFO ] [sig ] Generating forecast for: NUVB [2025-10-18T03:27:46.235572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-10-18T03:27:46.244468] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUVB'. [2025-10-18T03:27:46.244862] [INFO ] [FORECASTER] Starting predict_future for NUVB [2025-10-18T03:27:46.269674] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:46.270386] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-10-18T03:27:46.270440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:46.270473] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:46.270500] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:46.270556] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:46.287249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:46.287877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:46.287962] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:46.287996] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:46.331224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:46.331348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:46.331388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:46.331418] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:46.334796] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=78.93%) [2025-10-18T03:27:46.335075] [INFO ] [FORECASTER] Completed predict_future for NUVB [2025-10-18T03:27:46.335248] [INFO ] [sig ] NUVB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:46.476582] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NUVB.txt [2025-10-18T03:27:46.476843] [INFO ] [sig ] [1333/2083] Completed NUVB in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:46.476898] [INFO ] [sig ] [1334/2083] Forecasting NUW... [2025-10-18T03:27:46.476931] [INFO ] [sig ] Generating forecast for: NUW [2025-10-18T03:27:46.476962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'. [2025-10-18T03:27:46.487033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUW'. [2025-10-18T03:27:46.487502] [INFO ] [FORECASTER] Starting predict_future for NUW [2025-10-18T03:27:46.514231] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:46.515058] [DEBUG] [LOCAL ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt [2025-10-18T03:27:46.515116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:46.515151] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:46.515180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:46.515238] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:46.532834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:46.533409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:46.533492] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:46.533528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:46.571704] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:46.571819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:46.571858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:46.571888] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:46.575173] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: UP (p=97.85%) [2025-10-18T03:27:46.575490] [INFO ] [FORECASTER] Completed predict_future for NUW [2025-10-18T03:27:46.575662] [INFO ] [sig ] NUW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:46.717462] [INFO ] [LOCAL ] Saved forecast: NUW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NUW.txt [2025-10-18T03:27:46.717699] [INFO ] [sig ] [1334/2083] Completed NUW in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:46.717790] [INFO ] [sig ] [1335/2083] Forecasting NVG... [2025-10-18T03:27:46.717837] [INFO ] [sig ] Generating forecast for: NVG [2025-10-18T03:27:46.717872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-10-18T03:27:46.727156] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVG'. [2025-10-18T03:27:46.727442] [INFO ] [FORECASTER] Starting predict_future for NVG [2025-10-18T03:27:46.752853] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:46.753594] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-10-18T03:27:46.753681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:46.753735] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:46.753767] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:46.753826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:46.770921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:46.771477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:46.771557] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:46.771591] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:46.813269] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:46.813407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:46.813447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:46.813477] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:46.816848] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=98.20%) [2025-10-18T03:27:46.817119] [INFO ] [FORECASTER] Completed predict_future for NVG [2025-10-18T03:27:46.817260] [INFO ] [sig ] NVG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:46.957205] [INFO ] [LOCAL ] Saved forecast: NVG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NVG.txt [2025-10-18T03:27:46.957432] [INFO ] [sig ] [1335/2083] Completed NVG in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:46.957473] [INFO ] [sig ] [1336/2083] Forecasting NVGS... [2025-10-18T03:27:46.957504] [INFO ] [sig ] Generating forecast for: NVGS [2025-10-18T03:27:46.957534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-10-18T03:27:46.966168] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVGS'. [2025-10-18T03:27:46.966468] [INFO ] [FORECASTER] Starting predict_future for NVGS [2025-10-18T03:27:46.991175] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:46.991959] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-10-18T03:27:46.992017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:46.992052] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:46.992081] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:46.992139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:47.010928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:47.011716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:47.011805] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:47.011842] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:47.052493] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:47.052708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:47.052767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:47.052800] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:47.056401] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=15.17%) [2025-10-18T03:27:47.056737] [INFO ] [FORECASTER] Completed predict_future for NVGS [2025-10-18T03:27:47.056903] [INFO ] [sig ] NVGS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:47.200315] [INFO ] [LOCAL ] Saved forecast: NVGS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NVGS.txt [2025-10-18T03:27:47.200558] [INFO ] [sig ] [1336/2083] Completed NVGS in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:47.200600] [INFO ] [sig ] [1337/2083] Forecasting NVO... [2025-10-18T03:27:47.200630] [INFO ] [sig ] Generating forecast for: NVO [2025-10-18T03:27:47.200736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-10-18T03:27:47.209498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVO'. [2025-10-18T03:27:47.209832] [INFO ] [FORECASTER] Starting predict_future for NVO [2025-10-18T03:27:47.234765] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:47.235488] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-10-18T03:27:47.235541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:47.235574] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:47.235601] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:47.235679] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:47.252665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:47.253200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:47.253278] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:47.253311] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:47.296659] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:47.296790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:47.296827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:47.296855] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:47.300060] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=87.51%) [2025-10-18T03:27:47.300322] [INFO ] [FORECASTER] Completed predict_future for NVO [2025-10-18T03:27:47.300458] [INFO ] [sig ] NVO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:47.440259] [INFO ] [LOCAL ] Saved forecast: NVO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NVO.txt [2025-10-18T03:27:47.440464] [INFO ] [sig ] [1337/2083] Completed NVO in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:47.440507] [INFO ] [sig ] [1338/2083] Forecasting NVR... [2025-10-18T03:27:47.440537] [INFO ] [sig ] Generating forecast for: NVR [2025-10-18T03:27:47.440568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'. [2025-10-18T03:27:47.449032] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'NVR'. [2025-10-18T03:27:47.449311] [INFO ] [FORECASTER] Starting predict_future for NVR [2025-10-18T03:27:47.474748] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:47.475526] [DEBUG] [LOCAL ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt [2025-10-18T03:27:47.475583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:47.475618] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:47.475692] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:47.475773] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:47.495812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:47.496432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:47.496514] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:47.496547] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:47.539110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:47.539251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:47.539290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:47.539319] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:47.542702] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: DOWN (p=23.85%) [2025-10-18T03:27:47.542984] [INFO ] [FORECASTER] Completed predict_future for NVR [2025-10-18T03:27:47.543120] [INFO ] [sig ] NVR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:47.685261] [INFO ] [LOCAL ] Saved forecast: NVR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NVR.txt [2025-10-18T03:27:47.685490] [INFO ] [sig ] [1338/2083] Completed NVR in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:47.685535] [INFO ] [sig ] [1339/2083] Forecasting NVRI... [2025-10-18T03:27:47.685566] [INFO ] [sig ] Generating forecast for: NVRI [2025-10-18T03:27:47.685597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-10-18T03:27:47.695599] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVRI'. [2025-10-18T03:27:47.695942] [INFO ] [FORECASTER] Starting predict_future for NVRI [2025-10-18T03:27:47.721218] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:47.721971] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-10-18T03:27:47.722028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:47.722063] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:47.722092] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:47.722149] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:47.739999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:47.740883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:47.740971] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:47.741007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:47.784722] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:47.784917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:47.784962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:47.784993] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:47.789091] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=49.30%) [2025-10-18T03:27:47.789445] [INFO ] [FORECASTER] Completed predict_future for NVRI [2025-10-18T03:27:47.789618] [INFO ] [sig ] NVRI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:47.934508] [INFO ] [LOCAL ] Saved forecast: NVRI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NVRI.txt [2025-10-18T03:27:47.934747] [INFO ] [sig ] [1339/2083] Completed NVRI in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:47.934808] [INFO ] [sig ] [1340/2083] Forecasting NVS... [2025-10-18T03:27:47.934841] [INFO ] [sig ] Generating forecast for: NVS [2025-10-18T03:27:47.934872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-10-18T03:27:47.944467] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVS'. [2025-10-18T03:27:47.944815] [INFO ] [FORECASTER] Starting predict_future for NVS [2025-10-18T03:27:47.969513] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:47.970249] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-10-18T03:27:47.970338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:47.970378] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:47.970407] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:47.970462] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:47.987060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:47.987608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:47.987715] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:47.987782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:48.029169] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:48.029295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:48.029333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:48.029362] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:48.032587] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=57.30%) [2025-10-18T03:27:48.032909] [INFO ] [FORECASTER] Completed predict_future for NVS [2025-10-18T03:27:48.033046] [INFO ] [sig ] NVS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:48.169421] [INFO ] [LOCAL ] Saved forecast: NVS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NVS.txt [2025-10-18T03:27:48.169684] [INFO ] [sig ] [1340/2083] Completed NVS in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:48.169746] [INFO ] [sig ] [1341/2083] Forecasting NVST... [2025-10-18T03:27:48.169779] [INFO ] [sig ] Generating forecast for: NVST [2025-10-18T03:27:48.169810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'. [2025-10-18T03:27:48.179005] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVST'. [2025-10-18T03:27:48.179292] [INFO ] [FORECASTER] Starting predict_future for NVST [2025-10-18T03:27:48.203913] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:48.204601] [DEBUG] [LOCAL ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt [2025-10-18T03:27:48.204677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:48.204727] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:48.204758] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:48.204814] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:48.221503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:48.222080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:48.222167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:48.222200] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:48.261162] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:48.261271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:48.261308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:48.261336] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:48.264483] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=99.74%) [2025-10-18T03:27:48.264790] [INFO ] [FORECASTER] Completed predict_future for NVST [2025-10-18T03:27:48.264932] [INFO ] [sig ] NVST: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:48.401101] [INFO ] [LOCAL ] Saved forecast: NVST 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NVST.txt [2025-10-18T03:27:48.401351] [INFO ] [sig ] [1341/2083] Completed NVST in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:48.401392] [INFO ] [sig ] [1342/2083] Forecasting NVT... [2025-10-18T03:27:48.401421] [INFO ] [sig ] Generating forecast for: NVT [2025-10-18T03:27:48.401451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'. [2025-10-18T03:27:48.410002] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVT'. [2025-10-18T03:27:48.410331] [INFO ] [FORECASTER] Starting predict_future for NVT [2025-10-18T03:27:48.434846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:48.435524] [DEBUG] [LOCAL ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt [2025-10-18T03:27:48.435577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:48.435610] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:48.435636] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:48.435737] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:48.452554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:48.453165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:48.453251] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:48.453284] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:48.496324] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:48.496471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:48.496510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:48.496539] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:48.499948] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: DOWN (p=19.15%) [2025-10-18T03:27:48.500220] [INFO ] [FORECASTER] Completed predict_future for NVT [2025-10-18T03:27:48.500354] [INFO ] [sig ] NVT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:48.636516] [INFO ] [LOCAL ] Saved forecast: NVT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NVT.txt [2025-10-18T03:27:48.636759] [INFO ] [sig ] [1342/2083] Completed NVT in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:48.636819] [INFO ] [sig ] [1343/2083] Forecasting NWG... [2025-10-18T03:27:48.636851] [INFO ] [sig ] Generating forecast for: NWG [2025-10-18T03:27:48.636883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-10-18T03:27:48.646183] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NWG'. [2025-10-18T03:27:48.646583] [INFO ] [FORECASTER] Starting predict_future for NWG [2025-10-18T03:27:48.673488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:48.674368] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-10-18T03:27:48.674423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:48.674456] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:48.674486] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:48.674542] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:48.691307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:48.691914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:48.692032] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:48.692070] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:48.734615] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:48.734782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:48.734845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:48.734876] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:48.738198] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=60.19%) [2025-10-18T03:27:48.738520] [INFO ] [FORECASTER] Completed predict_future for NWG [2025-10-18T03:27:48.738701] [INFO ] [sig ] NWG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:48.883292] [INFO ] [LOCAL ] Saved forecast: NWG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NWG.txt [2025-10-18T03:27:48.883522] [INFO ] [sig ] [1343/2083] Completed NWG in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:48.883564] [INFO ] [sig ] [1344/2083] Forecasting NWN... [2025-10-18T03:27:48.883594] [INFO ] [sig ] Generating forecast for: NWN [2025-10-18T03:27:48.883625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'. [2025-10-18T03:27:48.893043] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NWN'. [2025-10-18T03:27:48.893298] [INFO ] [FORECASTER] Starting predict_future for NWN [2025-10-18T03:27:48.917970] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:48.918626] [DEBUG] [LOCAL ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt [2025-10-18T03:27:48.918704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:48.918745] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:48.918774] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:48.918830] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:48.935477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:48.936055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:48.936134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:48.936168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:48.975334] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:48.975406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:48.975440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:48.975468] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:48.978466] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: UP (p=95.16%) [2025-10-18T03:27:48.978756] [INFO ] [FORECASTER] Completed predict_future for NWN [2025-10-18T03:27:48.978895] [INFO ] [sig ] NWN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:49.120262] [INFO ] [LOCAL ] Saved forecast: NWN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NWN.txt [2025-10-18T03:27:49.120558] [INFO ] [sig ] [1344/2083] Completed NWN in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:49.120601] [INFO ] [sig ] [1345/2083] Forecasting NX... [2025-10-18T03:27:49.120631] [INFO ] [sig ] Generating forecast for: NX [2025-10-18T03:27:49.120738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-10-18T03:27:49.129717] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NX'. [2025-10-18T03:27:49.130019] [INFO ] [FORECASTER] Starting predict_future for NX [2025-10-18T03:27:49.155625] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:49.156366] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-10-18T03:27:49.156423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:49.156457] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:49.156503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:49.156563] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:49.174702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:49.175591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:49.175711] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:49.175762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:49.218777] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:49.218965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:49.219007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:49.219036] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:49.222581] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=38.04%) [2025-10-18T03:27:49.222889] [INFO ] [FORECASTER] Completed predict_future for NX [2025-10-18T03:27:49.223043] [INFO ] [sig ] NX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:49.380085] [INFO ] [LOCAL ] Saved forecast: NX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NX.txt [2025-10-18T03:27:49.380386] [INFO ] [sig ] [1345/2083] Completed NX in 0.3s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:49.380429] [INFO ] [sig ] [1346/2083] Forecasting NXC... [2025-10-18T03:27:49.380459] [INFO ] [sig ] Generating forecast for: NXC [2025-10-18T03:27:49.380490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-10-18T03:27:49.389178] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXC'. [2025-10-18T03:27:49.389514] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-10-18T03:27:49.414535] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:49.415245] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-10-18T03:27:49.415298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:49.415331] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:49.415358] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:49.415415] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:49.432051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:49.432598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:49.432701] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:49.432749] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:49.467510] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:49.467594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:49.467630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:49.467700] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:49.473888] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=2.05%) [2025-10-18T03:27:49.474145] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-10-18T03:27:49.474274] [INFO ] [sig ] NXC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:49.612354] [INFO ] [LOCAL ] Saved forecast: NXC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NXC.txt [2025-10-18T03:27:49.612670] [INFO ] [sig ] [1346/2083] Completed NXC in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:49.612733] [INFO ] [sig ] [1347/2083] Forecasting NXDT... [2025-10-18T03:27:49.612766] [INFO ] [sig ] Generating forecast for: NXDT [2025-10-18T03:27:49.612797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'. [2025-10-18T03:27:49.621736] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXDT'. [2025-10-18T03:27:49.622048] [INFO ] [FORECASTER] Starting predict_future for NXDT [2025-10-18T03:27:49.648047] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:49.648949] [DEBUG] [LOCAL ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt [2025-10-18T03:27:49.649006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:49.649040] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:49.649068] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:49.649123] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:49.670514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:49.671936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:49.672074] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:49.672149] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:49.716426] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:49.716626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:49.716715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:49.716755] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:49.720478] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-10-18T03:27:49.720909] [INFO ] [FORECASTER] Completed predict_future for NXDT [2025-10-18T03:27:49.721080] [INFO ] [sig ] NXDT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:49.870597] [INFO ] [LOCAL ] Saved forecast: NXDT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NXDT.txt [2025-10-18T03:27:49.870844] [INFO ] [sig ] [1347/2083] Completed NXDT in 0.3s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:49.870896] [INFO ] [sig ] [1348/2083] Forecasting NXE... [2025-10-18T03:27:49.870927] [INFO ] [sig ] Generating forecast for: NXE [2025-10-18T03:27:49.870958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-10-18T03:27:49.879597] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXE'. [2025-10-18T03:27:49.879908] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-10-18T03:27:49.905302] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:49.906109] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-10-18T03:27:49.906166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:49.906200] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:49.906229] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:49.906287] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:49.925138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:49.925752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:49.925835] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:49.925870] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:49.970314] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:49.970473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:49.970515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:49.970544] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:49.974003] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-10-18T03:27:49.974286] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-10-18T03:27:49.974427] [INFO ] [sig ] NXE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:50.135538] [INFO ] [LOCAL ] Saved forecast: NXE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NXE.txt [2025-10-18T03:27:50.135876] [INFO ] [sig ] [1348/2083] Completed NXE in 0.3s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:50.135941] [INFO ] [sig ] [1349/2083] Forecasting NXG... [2025-10-18T03:27:50.135976] [INFO ] [sig ] Generating forecast for: NXG [2025-10-18T03:27:50.136018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-10-18T03:27:50.146533] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXG'. [2025-10-18T03:27:50.147027] [INFO ] [FORECASTER] Starting predict_future for NXG [2025-10-18T03:27:50.173394] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:50.174217] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-10-18T03:27:50.174273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:50.174309] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:50.174338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:50.174396] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:50.193204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:50.194166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:50.194262] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:50.194297] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:50.248156] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:50.248375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:50.248446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:50.248500] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:50.254031] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=68.83%) [2025-10-18T03:27:50.254517] [INFO ] [FORECASTER] Completed predict_future for NXG [2025-10-18T03:27:50.254766] [INFO ] [sig ] NXG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:50.444610] [INFO ] [LOCAL ] Saved forecast: NXG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NXG.txt [2025-10-18T03:27:50.444962] [INFO ] [sig ] [1349/2083] Completed NXG in 0.3s | 4.14 sym/s | Total: 5.4m | ETA: 3.0m [2025-10-18T03:27:50.445063] [INFO ] [sig ] [1350/2083] Forecasting NXJ... [2025-10-18T03:27:50.445104] [INFO ] [sig ] Generating forecast for: NXJ [2025-10-18T03:27:50.445139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'. [2025-10-18T03:27:50.456176] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXJ'. [2025-10-18T03:27:50.456776] [INFO ] [FORECASTER] Starting predict_future for NXJ [2025-10-18T03:27:50.488080] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:50.489341] [DEBUG] [LOCAL ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt [2025-10-18T03:27:50.489418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:50.489473] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:50.489519] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:50.489608] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:50.513877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:50.515099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:50.515224] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:50.515284] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:50.560821] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:50.561033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:50.561123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:50.561179] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:50.566755] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: UP (p=85.26%) [2025-10-18T03:27:50.567256] [INFO ] [FORECASTER] Completed predict_future for NXJ [2025-10-18T03:27:50.567461] [INFO ] [sig ] NXJ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:50.811080] [INFO ] [LOCAL ] Saved forecast: NXJ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NXJ.txt [2025-10-18T03:27:50.811489] [INFO ] [sig ] [1350/2083] Completed NXJ in 0.4s | 4.14 sym/s | Total: 5.4m | ETA: 2.9m [2025-10-18T03:27:50.811555] [INFO ] [sig ] [1351/2083] Forecasting NXN... [2025-10-18T03:27:50.811603] [INFO ] [sig ] Generating forecast for: NXN [2025-10-18T03:27:50.811705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'. [2025-10-18T03:27:50.822598] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXN'. [2025-10-18T03:27:50.823160] [INFO ] [FORECASTER] Starting predict_future for NXN [2025-10-18T03:27:50.863339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:50.864560] [DEBUG] [LOCAL ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt [2025-10-18T03:27:50.864678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:50.864748] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:50.864800] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:50.864896] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:50.886886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:50.888071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:50.888186] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:50.888236] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:50.934165] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:50.934377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:50.934444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:50.934495] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:50.939831] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: DOWN (p=6.25%) [2025-10-18T03:27:50.940291] [INFO ] [FORECASTER] Completed predict_future for NXN [2025-10-18T03:27:50.940484] [INFO ] [sig ] NXN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:51.086631] [INFO ] [LOCAL ] Saved forecast: NXN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NXN.txt [2025-10-18T03:27:51.086916] [INFO ] [sig ] [1351/2083] Completed NXN in 0.3s | 4.14 sym/s | Total: 5.4m | ETA: 2.9m [2025-10-18T03:27:51.086962] [INFO ] [sig ] [1352/2083] Forecasting NXP... [2025-10-18T03:27:51.086993] [INFO ] [sig ] Generating forecast for: NXP [2025-10-18T03:27:51.087025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-10-18T03:27:51.096228] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXP'. [2025-10-18T03:27:51.096598] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-10-18T03:27:51.121552] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:51.122307] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-10-18T03:27:51.122362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:51.122396] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:51.122424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:51.122497] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:51.139675] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:51.140291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:51.140375] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:51.140407] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:51.178243] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:51.178410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:51.178449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:51.178477] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:51.181892] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=55.91%) [2025-10-18T03:27:51.182169] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-10-18T03:27:51.182305] [INFO ] [sig ] NXP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:51.320895] [INFO ] [LOCAL ] Saved forecast: NXP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NXP.txt [2025-10-18T03:27:51.321100] [INFO ] [sig ] [1352/2083] Completed NXP in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 2.9m [2025-10-18T03:27:51.321141] [INFO ] [sig ] [1353/2083] Forecasting NXRT... [2025-10-18T03:27:51.321170] [INFO ] [sig ] Generating forecast for: NXRT [2025-10-18T03:27:51.321201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'. [2025-10-18T03:27:51.329335] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXRT'. [2025-10-18T03:27:51.329586] [INFO ] [FORECASTER] Starting predict_future for NXRT [2025-10-18T03:27:51.354194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:51.354944] [DEBUG] [LOCAL ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt [2025-10-18T03:27:51.354999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:51.355032] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:51.355060] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:51.355116] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:51.372256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:51.372813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:51.372891] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:51.372924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:51.406286] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:51.406360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:51.406395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:51.406423] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:51.409424] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: DOWN (p=26.18%) [2025-10-18T03:27:51.409714] [INFO ] [FORECASTER] Completed predict_future for NXRT [2025-10-18T03:27:51.409851] [INFO ] [sig ] NXRT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:51.549692] [INFO ] [LOCAL ] Saved forecast: NXRT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NXRT.txt [2025-10-18T03:27:51.549903] [INFO ] [sig ] [1353/2083] Completed NXRT in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 2.9m [2025-10-18T03:27:51.549945] [INFO ] [sig ] [1354/2083] Forecasting NYT... [2025-10-18T03:27:51.549982] [INFO ] [sig ] Generating forecast for: NYT [2025-10-18T03:27:51.550020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'. [2025-10-18T03:27:51.558411] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NYT'. [2025-10-18T03:27:51.558691] [INFO ] [FORECASTER] Starting predict_future for NYT [2025-10-18T03:27:51.584021] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:51.584711] [DEBUG] [LOCAL ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt [2025-10-18T03:27:51.584767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:51.584800] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:51.584827] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:51.584882] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:51.601995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:51.602524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:51.602599] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:51.602632] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:51.637079] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:51.637156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:51.637190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:51.637218] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:51.640198] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: UP (p=82.05%) [2025-10-18T03:27:51.640445] [INFO ] [FORECASTER] Completed predict_future for NYT [2025-10-18T03:27:51.640568] [INFO ] [sig ] NYT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:51.778241] [INFO ] [LOCAL ] Saved forecast: NYT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/NYT.txt [2025-10-18T03:27:51.778426] [INFO ] [sig ] [1354/2083] Completed NYT in 0.2s | 4.14 sym/s | Total: 5.4m | ETA: 2.9m [2025-10-18T03:27:51.778466] [INFO ] [sig ] [1355/2083] Forecasting NZF... [2025-10-18T03:27:51.778496] [INFO ] [sig ] Generating forecast for: NZF [2025-10-18T03:27:51.778533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-10-18T03:27:51.787440] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NZF'. [2025-10-18T03:27:51.787714] [INFO ] [FORECASTER] Starting predict_future for NZF [2025-10-18T03:27:51.812892] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:51.813563] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-10-18T03:27:51.813617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:51.813677] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:51.813724] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:51.813783] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:51.831191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:51.831740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:51.831818] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:51.831852] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:51.866752] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:51.866841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:51.866875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:51.866903] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:51.869927] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=45.96%) [2025-10-18T03:27:51.870178] [INFO ] [FORECASTER] Completed predict_future for NZF [2025-10-18T03:27:51.870300] [INFO ] [sig ] NZF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:52.028929] [INFO ] [LOCAL ] Saved forecast: NZF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/NZF.txt [2025-10-18T03:27:52.029243] [INFO ] [sig ] [1355/2083] Completed NZF in 0.3s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:52.029329] [INFO ] [sig ] [1356/2083] Forecasting OBDC... [2025-10-18T03:27:52.029394] [INFO ] [sig ] Generating forecast for: OBDC [2025-10-18T03:27:52.029439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-10-18T03:27:52.038453] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OBDC'. [2025-10-18T03:27:52.038770] [INFO ] [FORECASTER] Starting predict_future for OBDC [2025-10-18T03:27:52.063627] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:52.064392] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-10-18T03:27:52.064448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:52.064481] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:52.064509] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:52.064618] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:52.081772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:52.082327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:52.082408] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:52.082441] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:52.116682] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:52.116831] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:52.116871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:52.116899] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:52.120353] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=73.01%) [2025-10-18T03:27:52.120622] [INFO ] [FORECASTER] Completed predict_future for OBDC [2025-10-18T03:27:52.120829] [INFO ] [sig ] OBDC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:52.258865] [INFO ] [LOCAL ] Saved forecast: OBDC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OBDC.txt [2025-10-18T03:27:52.259086] [INFO ] [sig ] [1356/2083] Completed OBDC in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:52.259128] [INFO ] [sig ] [1357/2083] Forecasting OBK... [2025-10-18T03:27:52.259157] [INFO ] [sig ] Generating forecast for: OBK [2025-10-18T03:27:52.259189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-10-18T03:27:52.267802] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OBK'. [2025-10-18T03:27:52.268101] [INFO ] [FORECASTER] Starting predict_future for OBK [2025-10-18T03:27:52.293027] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:52.293741] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-10-18T03:27:52.293796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:52.293830] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:52.293857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:52.293913] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:52.311060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:52.311721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:52.311804] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:52.311837] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:52.348187] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:52.348305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:52.348340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:52.348416] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:52.351669] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=70.39%) [2025-10-18T03:27:52.351941] [INFO ] [FORECASTER] Completed predict_future for OBK [2025-10-18T03:27:52.352073] [INFO ] [sig ] OBK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:52.488611] [INFO ] [LOCAL ] Saved forecast: OBK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OBK.txt [2025-10-18T03:27:52.488866] [INFO ] [sig ] [1357/2083] Completed OBK in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:52.488915] [INFO ] [sig ] [1358/2083] Forecasting OC... [2025-10-18T03:27:52.488945] [INFO ] [sig ] Generating forecast for: OC [2025-10-18T03:27:52.488976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-10-18T03:27:52.497529] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OC'. [2025-10-18T03:27:52.497886] [INFO ] [FORECASTER] Starting predict_future for OC [2025-10-18T03:27:52.522624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:52.523348] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-10-18T03:27:52.523402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:52.523435] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:52.523462] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:52.523518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:52.540258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:52.540852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:52.540930] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:52.540962] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:52.577050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:52.577176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:52.577215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:52.577242] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:52.580477] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=71.65%) [2025-10-18T03:27:52.580787] [INFO ] [FORECASTER] Completed predict_future for OC [2025-10-18T03:27:52.580925] [INFO ] [sig ] OC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:52.716851] [INFO ] [LOCAL ] Saved forecast: OC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OC.txt [2025-10-18T03:27:52.717069] [INFO ] [sig ] [1358/2083] Completed OC in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:52.717111] [INFO ] [sig ] [1359/2083] Forecasting OCFT... [2025-10-18T03:27:52.717142] [INFO ] [sig ] Generating forecast for: OCFT [2025-10-18T03:27:52.717173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'. [2025-10-18T03:27:52.725227] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OCFT'. [2025-10-18T03:27:52.725516] [INFO ] [FORECASTER] Starting predict_future for OCFT [2025-10-18T03:27:52.750307] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:52.751069] [DEBUG] [LOCAL ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt [2025-10-18T03:27:52.751124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:52.751156] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:52.751184] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:52.751239] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:52.768363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:52.768963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:52.769051] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:52.769085] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:52.803533] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:52.803694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:52.803781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:52.803815] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:52.809530] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: UP (p=94.09%) [2025-10-18T03:27:52.809851] [INFO ] [FORECASTER] Completed predict_future for OCFT [2025-10-18T03:27:52.809999] [INFO ] [sig ] OCFT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:52.947570] [INFO ] [LOCAL ] Saved forecast: OCFT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OCFT.txt [2025-10-18T03:27:52.947817] [INFO ] [sig ] [1359/2083] Completed OCFT in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:52.947878] [INFO ] [sig ] [1360/2083] Forecasting ODC... [2025-10-18T03:27:52.947911] [INFO ] [sig ] Generating forecast for: ODC [2025-10-18T03:27:52.947943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-10-18T03:27:52.956274] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ODC'. [2025-10-18T03:27:52.956588] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-10-18T03:27:52.981813] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:52.982526] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-10-18T03:27:52.982581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:52.982615] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:52.982671] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:52.982752] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:52.999811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:53.000371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:53.000448] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:53.000480] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:53.036608] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:53.036749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:53.036795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:53.036825] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:53.040019] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=63.22%) [2025-10-18T03:27:53.040296] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-10-18T03:27:53.040435] [INFO ] [sig ] ODC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:53.180939] [INFO ] [LOCAL ] Saved forecast: ODC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ODC.txt [2025-10-18T03:27:53.181170] [INFO ] [sig ] [1360/2083] Completed ODC in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:53.181214] [INFO ] [sig ] [1361/2083] Forecasting ODV... [2025-10-18T03:27:53.181246] [INFO ] [sig ] Generating forecast for: ODV [2025-10-18T03:27:53.181279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'. [2025-10-18T03:27:53.190579] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ODV'. [2025-10-18T03:27:53.190946] [INFO ] [FORECASTER] Starting predict_future for ODV [2025-10-18T03:27:53.217681] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:53.218436] [DEBUG] [LOCAL ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt [2025-10-18T03:27:53.218494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:53.218531] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:53.218599] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:53.218701] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:53.236661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:53.237259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:53.237341] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:53.237375] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:53.276596] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:53.276758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:53.276804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:53.276835] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:53.280333] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: UP (p=63.05%) [2025-10-18T03:27:53.280619] [INFO ] [FORECASTER] Completed predict_future for ODV [2025-10-18T03:27:53.280812] [INFO ] [sig ] ODV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:53.427054] [INFO ] [LOCAL ] Saved forecast: ODV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ODV.txt [2025-10-18T03:27:53.427310] [INFO ] [sig ] [1361/2083] Completed ODV in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:53.427353] [INFO ] [sig ] [1362/2083] Forecasting OEC... [2025-10-18T03:27:53.427386] [INFO ] [sig ] Generating forecast for: OEC [2025-10-18T03:27:53.427420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-10-18T03:27:53.436250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OEC'. [2025-10-18T03:27:53.436564] [INFO ] [FORECASTER] Starting predict_future for OEC [2025-10-18T03:27:53.463198] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:53.463991] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-10-18T03:27:53.464049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:53.464084] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:53.464114] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:53.464171] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:53.482500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:53.483125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:53.483212] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:53.483246] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:53.519154] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:53.519320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:53.519361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:53.519390] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:53.522959] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=16.43%) [2025-10-18T03:27:53.523260] [INFO ] [FORECASTER] Completed predict_future for OEC [2025-10-18T03:27:53.523402] [INFO ] [sig ] OEC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:53.663243] [INFO ] [LOCAL ] Saved forecast: OEC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OEC.txt [2025-10-18T03:27:53.663510] [INFO ] [sig ] [1362/2083] Completed OEC in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:53.663565] [INFO ] [sig ] [1363/2083] Forecasting OFG... [2025-10-18T03:27:53.663597] [INFO ] [sig ] Generating forecast for: OFG [2025-10-18T03:27:53.663628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-10-18T03:27:53.672451] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OFG'. [2025-10-18T03:27:53.672781] [INFO ] [FORECASTER] Starting predict_future for OFG [2025-10-18T03:27:53.699368] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:53.700157] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-10-18T03:27:53.700228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:53.700291] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:53.700328] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:53.700388] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:53.718483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:53.719108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:53.719192] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:53.719227] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:53.754893] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:53.755019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:53.755060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:53.755090] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:53.758481] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=59.73%) [2025-10-18T03:27:53.758800] [INFO ] [FORECASTER] Completed predict_future for OFG [2025-10-18T03:27:53.758943] [INFO ] [sig ] OFG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:53.905859] [INFO ] [LOCAL ] Saved forecast: OFG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OFG.txt [2025-10-18T03:27:53.906105] [INFO ] [sig ] [1363/2083] Completed OFG in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:53.906177] [INFO ] [sig ] [1364/2083] Forecasting OGE... [2025-10-18T03:27:53.906229] [INFO ] [sig ] Generating forecast for: OGE [2025-10-18T03:27:53.906263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-10-18T03:27:53.915593] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OGE'. [2025-10-18T03:27:53.915980] [INFO ] [FORECASTER] Starting predict_future for OGE [2025-10-18T03:27:53.942537] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:53.943328] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-10-18T03:27:53.943387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:53.943421] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:53.943448] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:53.943510] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:53.961857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:53.962436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:53.962519] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:53.962553] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:54.000882] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:54.001014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:54.001054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:54.001102] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:54.004663] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=92.13%) [2025-10-18T03:27:54.004957] [INFO ] [FORECASTER] Completed predict_future for OGE [2025-10-18T03:27:54.005094] [INFO ] [sig ] OGE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:54.147974] [INFO ] [LOCAL ] Saved forecast: OGE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OGE.txt [2025-10-18T03:27:54.148198] [INFO ] [sig ] [1364/2083] Completed OGE in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:54.148240] [INFO ] [sig ] [1365/2083] Forecasting OGN... [2025-10-18T03:27:54.148270] [INFO ] [sig ] Generating forecast for: OGN [2025-10-18T03:27:54.148301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-10-18T03:27:54.157631] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OGN'. [2025-10-18T03:27:54.158014] [INFO ] [FORECASTER] Starting predict_future for OGN [2025-10-18T03:27:54.186506] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:54.187335] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-10-18T03:27:54.187393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:54.187430] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:54.187460] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:54.187519] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:54.204909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:54.205482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:54.205564] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:54.205597] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:54.241950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:54.242076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:54.242115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:54.242145] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:54.245395] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=41.60%) [2025-10-18T03:27:54.245685] [INFO ] [FORECASTER] Completed predict_future for OGN [2025-10-18T03:27:54.245830] [INFO ] [sig ] OGN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:54.389144] [INFO ] [LOCAL ] Saved forecast: OGN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OGN.txt [2025-10-18T03:27:54.389351] [INFO ] [sig ] [1365/2083] Completed OGN in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:54.389392] [INFO ] [sig ] [1366/2083] Forecasting OGS... [2025-10-18T03:27:54.389423] [INFO ] [sig ] Generating forecast for: OGS [2025-10-18T03:27:54.389455] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'. [2025-10-18T03:27:54.397211] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OGS'. [2025-10-18T03:27:54.397512] [INFO ] [FORECASTER] Starting predict_future for OGS [2025-10-18T03:27:54.424280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:54.425036] [DEBUG] [LOCAL ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt [2025-10-18T03:27:54.425094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:54.425130] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:54.425160] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:54.425218] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:54.443160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:54.443789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:54.443870] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:54.443905] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:54.484605] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:54.484737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:54.484784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:54.484814] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:54.487962] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: DOWN (p=4.24%) [2025-10-18T03:27:54.488223] [INFO ] [FORECASTER] Completed predict_future for OGS [2025-10-18T03:27:54.488357] [INFO ] [sig ] OGS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:54.632431] [INFO ] [LOCAL ] Saved forecast: OGS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OGS.txt [2025-10-18T03:27:54.632698] [INFO ] [sig ] [1366/2083] Completed OGS in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:54.632759] [INFO ] [sig ] [1367/2083] Forecasting OHI... [2025-10-18T03:27:54.632792] [INFO ] [sig ] Generating forecast for: OHI [2025-10-18T03:27:54.632824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-10-18T03:27:54.642250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OHI'. [2025-10-18T03:27:54.642693] [INFO ] [FORECASTER] Starting predict_future for OHI [2025-10-18T03:27:54.668690] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:54.669477] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-10-18T03:27:54.669535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:54.669570] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:54.669599] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:54.669679] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:54.686949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:54.687463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:54.687542] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:54.687574] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:54.732302] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:54.732407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:54.732445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:54.732476] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:54.735729] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=99.45%) [2025-10-18T03:27:54.735992] [INFO ] [FORECASTER] Completed predict_future for OHI [2025-10-18T03:27:54.736133] [INFO ] [sig ] OHI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:54.877019] [INFO ] [LOCAL ] Saved forecast: OHI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OHI.txt [2025-10-18T03:27:54.877222] [INFO ] [sig ] [1367/2083] Completed OHI in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:54.877263] [INFO ] [sig ] [1368/2083] Forecasting OI... [2025-10-18T03:27:54.877294] [INFO ] [sig ] Generating forecast for: OI [2025-10-18T03:27:54.877325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-10-18T03:27:54.886105] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OI'. [2025-10-18T03:27:54.886381] [INFO ] [FORECASTER] Starting predict_future for OI [2025-10-18T03:27:54.911417] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:54.912200] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-10-18T03:27:54.912256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:54.912290] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:54.912318] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:54.912375] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:54.929866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:54.930417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:54.930496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:54.930530] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:54.975481] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:54.975608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:54.975669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:54.975722] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:54.978918] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=36.18%) [2025-10-18T03:27:54.979181] [INFO ] [FORECASTER] Completed predict_future for OI [2025-10-18T03:27:54.979318] [INFO ] [sig ] OI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:55.125350] [INFO ] [LOCAL ] Saved forecast: OI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OI.txt [2025-10-18T03:27:55.125580] [INFO ] [sig ] [1368/2083] Completed OI in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:55.125623] [INFO ] [sig ] [1369/2083] Forecasting OIA... [2025-10-18T03:27:55.125689] [INFO ] [sig ] Generating forecast for: OIA [2025-10-18T03:27:55.125738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-10-18T03:27:55.135429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OIA'. [2025-10-18T03:27:55.135853] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-10-18T03:27:55.161431] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:55.162167] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-10-18T03:27:55.162222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:55.162256] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:55.162337] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:55.162404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:55.181001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:55.181832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:55.181937] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:55.181988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:55.227838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:55.227986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:55.228025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:55.228054] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:55.231490] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=28.95%) [2025-10-18T03:27:55.231908] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-10-18T03:27:55.232095] [INFO ] [sig ] OIA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:55.374102] [INFO ] [LOCAL ] Saved forecast: OIA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OIA.txt [2025-10-18T03:27:55.374304] [INFO ] [sig ] [1369/2083] Completed OIA in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:55.374350] [INFO ] [sig ] [1370/2083] Forecasting OII... [2025-10-18T03:27:55.374381] [INFO ] [sig ] Generating forecast for: OII [2025-10-18T03:27:55.374412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-10-18T03:27:55.383964] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OII'. [2025-10-18T03:27:55.384226] [INFO ] [FORECASTER] Starting predict_future for OII [2025-10-18T03:27:55.409533] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:55.410306] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-10-18T03:27:55.410363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:55.410397] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:55.410425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:55.410483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:55.428426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:55.428999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:55.429082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:55.429115] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:55.469711] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:55.469812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:55.469850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:55.469878] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:55.473137] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=0.37%) [2025-10-18T03:27:55.473396] [INFO ] [FORECASTER] Completed predict_future for OII [2025-10-18T03:27:55.473528] [INFO ] [sig ] OII: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:55.622569] [INFO ] [LOCAL ] Saved forecast: OII 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OII.txt [2025-10-18T03:27:55.622809] [INFO ] [sig ] [1370/2083] Completed OII in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:55.622866] [INFO ] [sig ] [1371/2083] Forecasting OIS... [2025-10-18T03:27:55.622898] [INFO ] [sig ] Generating forecast for: OIS [2025-10-18T03:27:55.622929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-10-18T03:27:55.631148] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OIS'. [2025-10-18T03:27:55.631406] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-10-18T03:27:55.657174] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:55.658121] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-10-18T03:27:55.658181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:55.658217] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:55.658245] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:55.658302] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:55.675933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:55.676758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:55.676844] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:55.676879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:55.720520] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:55.720736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:55.720792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:55.720823] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:55.724328] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=79.05%) [2025-10-18T03:27:55.724592] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-10-18T03:27:55.724756] [INFO ] [sig ] OIS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:55.865160] [INFO ] [LOCAL ] Saved forecast: OIS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OIS.txt [2025-10-18T03:27:55.865361] [INFO ] [sig ] [1371/2083] Completed OIS in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:55.865401] [INFO ] [sig ] [1372/2083] Forecasting OKE... [2025-10-18T03:27:55.865433] [INFO ] [sig ] Generating forecast for: OKE [2025-10-18T03:27:55.865464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-10-18T03:27:55.874550] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OKE'. [2025-10-18T03:27:55.874852] [INFO ] [FORECASTER] Starting predict_future for OKE [2025-10-18T03:27:55.899492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:55.900251] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-10-18T03:27:55.900306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:55.900340] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:55.900367] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:55.900424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:55.917710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:55.918317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:55.918398] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:55.918432] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:55.958549] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:55.959020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:55.959072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:55.959103] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:55.963769] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=89.89%) [2025-10-18T03:27:55.964045] [INFO ] [FORECASTER] Completed predict_future for OKE [2025-10-18T03:27:55.964181] [INFO ] [sig ] OKE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:56.104693] [INFO ] [LOCAL ] Saved forecast: OKE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OKE.txt [2025-10-18T03:27:56.104925] [INFO ] [sig ] [1372/2083] Completed OKE in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:56.104968] [INFO ] [sig ] [1373/2083] Forecasting OLN... [2025-10-18T03:27:56.104998] [INFO ] [sig ] Generating forecast for: OLN [2025-10-18T03:27:56.105029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-10-18T03:27:56.113714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OLN'. [2025-10-18T03:27:56.113989] [INFO ] [FORECASTER] Starting predict_future for OLN [2025-10-18T03:27:56.141503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:56.142283] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-10-18T03:27:56.142339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:56.142374] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:56.142404] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:56.142462] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:56.160886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:56.161444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:56.161524] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:56.161557] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:56.209002] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:56.209308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:56.209380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:56.209436] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:56.213743] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-10-18T03:27:56.214106] [INFO ] [FORECASTER] Completed predict_future for OLN [2025-10-18T03:27:56.214272] [INFO ] [sig ] OLN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:56.359403] [INFO ] [LOCAL ] Saved forecast: OLN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OLN.txt [2025-10-18T03:27:56.359667] [INFO ] [sig ] [1373/2083] Completed OLN in 0.3s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:56.359729] [INFO ] [sig ] [1374/2083] Forecasting OLP... [2025-10-18T03:27:56.359762] [INFO ] [sig ] Generating forecast for: OLP [2025-10-18T03:27:56.359794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-10-18T03:27:56.370765] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OLP'. [2025-10-18T03:27:56.371081] [INFO ] [FORECASTER] Starting predict_future for OLP [2025-10-18T03:27:56.396512] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:56.397296] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-10-18T03:27:56.397359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:56.397394] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:56.397422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:56.397482] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:56.415403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:56.415975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:56.416056] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:56.416089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:56.458795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:56.458959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:56.459008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:56.459039] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:56.462503] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=72.72%) [2025-10-18T03:27:56.462818] [INFO ] [FORECASTER] Completed predict_future for OLP [2025-10-18T03:27:56.462961] [INFO ] [sig ] OLP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:56.601859] [INFO ] [LOCAL ] Saved forecast: OLP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OLP.txt [2025-10-18T03:27:56.602078] [INFO ] [sig ] [1374/2083] Completed OLP in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.9m [2025-10-18T03:27:56.602119] [INFO ] [sig ] [1375/2083] Forecasting OMC... [2025-10-18T03:27:56.602150] [INFO ] [sig ] Generating forecast for: OMC [2025-10-18T03:27:56.602181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-10-18T03:27:56.610563] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OMC'. [2025-10-18T03:27:56.610852] [INFO ] [FORECASTER] Starting predict_future for OMC [2025-10-18T03:27:56.635515] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:56.636209] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-10-18T03:27:56.636262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:56.636295] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:56.636322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:56.636377] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:56.653565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:56.654116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:56.654195] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:56.654228] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:56.694408] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:56.694493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:56.694528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:56.694557] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:56.697578] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=14.26%) [2025-10-18T03:27:56.697897] [INFO ] [FORECASTER] Completed predict_future for OMC [2025-10-18T03:27:56.698030] [INFO ] [sig ] OMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:56.842172] [INFO ] [LOCAL ] Saved forecast: OMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OMC.txt [2025-10-18T03:27:56.842370] [INFO ] [sig ] [1375/2083] Completed OMC in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.8m [2025-10-18T03:27:56.842411] [INFO ] [sig ] [1376/2083] Forecasting OMF... [2025-10-18T03:27:56.842441] [INFO ] [sig ] Generating forecast for: OMF [2025-10-18T03:27:56.842473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-10-18T03:27:56.853009] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OMF'. [2025-10-18T03:27:56.853450] [INFO ] [FORECASTER] Starting predict_future for OMF [2025-10-18T03:27:56.879224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:56.880048] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-10-18T03:27:56.880114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:56.880156] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:56.880191] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:56.880261] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:56.897980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:56.898625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:56.898739] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:56.898782] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:56.942625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:56.942840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:56.942888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:56.942920] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:56.946833] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: UP (p=50.21%) [2025-10-18T03:27:56.947122] [INFO ] [FORECASTER] Completed predict_future for OMF [2025-10-18T03:27:56.947273] [INFO ] [sig ] OMF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:57.099030] [INFO ] [LOCAL ] Saved forecast: OMF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OMF.txt [2025-10-18T03:27:57.099343] [INFO ] [sig ] [1376/2083] Completed OMF in 0.3s | 4.14 sym/s | Total: 5.5m | ETA: 2.8m [2025-10-18T03:27:57.099392] [INFO ] [sig ] [1377/2083] Forecasting OMI... [2025-10-18T03:27:57.099434] [INFO ] [sig ] Generating forecast for: OMI [2025-10-18T03:27:57.099469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-10-18T03:27:57.109221] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OMI'. [2025-10-18T03:27:57.109524] [INFO ] [FORECASTER] Starting predict_future for OMI [2025-10-18T03:27:57.135675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:57.136475] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-10-18T03:27:57.136532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:57.136567] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:57.136597] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:57.136677] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:57.154132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:57.154701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:57.154785] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:57.154820] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:57.198727] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:57.198857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:57.198897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:57.198927] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:57.202386] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-10-18T03:27:57.202687] [INFO ] [FORECASTER] Completed predict_future for OMI [2025-10-18T03:27:57.202861] [INFO ] [sig ] OMI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:57.340733] [INFO ] [LOCAL ] Saved forecast: OMI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OMI.txt [2025-10-18T03:27:57.341006] [INFO ] [sig ] [1377/2083] Completed OMI in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.8m [2025-10-18T03:27:57.341049] [INFO ] [sig ] [1378/2083] Forecasting ONIT... [2025-10-18T03:27:57.341078] [INFO ] [sig ] Generating forecast for: ONIT [2025-10-18T03:27:57.341109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'. [2025-10-18T03:27:57.350629] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONIT'. [2025-10-18T03:27:57.350945] [INFO ] [FORECASTER] Starting predict_future for ONIT [2025-10-18T03:27:57.375990] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:57.376701] [DEBUG] [LOCAL ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt [2025-10-18T03:27:57.376758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:57.376792] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:57.376820] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:57.376876] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:57.393887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:57.394533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:57.394613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:57.394675] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:57.441573] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:57.441741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:57.441795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:57.441826] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:57.445122] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: DOWN (p=17.80%) [2025-10-18T03:27:57.445454] [INFO ] [FORECASTER] Completed predict_future for ONIT [2025-10-18T03:27:57.445607] [INFO ] [sig ] ONIT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:57.583948] [INFO ] [LOCAL ] Saved forecast: ONIT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ONIT.txt [2025-10-18T03:27:57.584196] [INFO ] [sig ] [1378/2083] Completed ONIT in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.8m [2025-10-18T03:27:57.584241] [INFO ] [sig ] [1379/2083] Forecasting ONL... [2025-10-18T03:27:57.584271] [INFO ] [sig ] Generating forecast for: ONL [2025-10-18T03:27:57.584301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-10-18T03:27:57.593939] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONL'. [2025-10-18T03:27:57.594242] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-10-18T03:27:57.621151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:57.621929] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-10-18T03:27:57.621985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:57.622020] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:57.622049] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:57.622106] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:57.639515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:57.640085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:57.640180] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:57.640221] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:57.682089] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:57.682184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:57.682219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:57.682247] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:57.685341] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=83.94%) [2025-10-18T03:27:57.685598] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-10-18T03:27:57.685758] [INFO ] [sig ] ONL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:57.829550] [INFO ] [LOCAL ] Saved forecast: ONL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ONL.txt [2025-10-18T03:27:57.829811] [INFO ] [sig ] [1379/2083] Completed ONL in 0.2s | 4.14 sym/s | Total: 5.5m | ETA: 2.8m [2025-10-18T03:27:57.829872] [INFO ] [sig ] [1380/2083] Forecasting ONON... [2025-10-18T03:27:57.829906] [INFO ] [sig ] Generating forecast for: ONON [2025-10-18T03:27:57.829938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-10-18T03:27:57.839117] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONON'. [2025-10-18T03:27:57.839395] [INFO ] [FORECASTER] Starting predict_future for ONON [2025-10-18T03:27:57.864693] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:57.865397] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-10-18T03:27:57.865453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:57.865488] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:57.865517] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:57.865575] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:57.883141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:57.883698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:57.883795] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:57.883830] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:57.918562] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:57.918682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:57.918737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:57.918769] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:57.922441] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=71.36%) [2025-10-18T03:27:57.922741] [INFO ] [FORECASTER] Completed predict_future for ONON [2025-10-18T03:27:57.922876] [INFO ] [sig ] ONON: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:58.070699] [INFO ] [LOCAL ] Saved forecast: ONON 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ONON.txt [2025-10-18T03:27:58.070904] [INFO ] [sig ] [1380/2083] Completed ONON in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:58.070946] [INFO ] [sig ] [1381/2083] Forecasting ONTF... [2025-10-18T03:27:58.070977] [INFO ] [sig ] Generating forecast for: ONTF [2025-10-18T03:27:58.071008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-10-18T03:27:58.079238] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONTF'. [2025-10-18T03:27:58.079509] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-10-18T03:27:58.104556] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:58.105288] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-10-18T03:27:58.105345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:58.105381] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:58.105411] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:58.105470] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:58.123503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:58.124071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:58.124152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:58.124187] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:58.160835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:58.160990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:58.161031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:58.161061] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:58.164607] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=54.65%) [2025-10-18T03:27:58.164909] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-10-18T03:27:58.165042] [INFO ] [sig ] ONTF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:58.312531] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ONTF.txt [2025-10-18T03:27:58.312747] [INFO ] [sig ] [1381/2083] Completed ONTF in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:58.312806] [INFO ] [sig ] [1382/2083] Forecasting ONTO... [2025-10-18T03:27:58.312839] [INFO ] [sig ] Generating forecast for: ONTO [2025-10-18T03:27:58.312871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-10-18T03:27:58.321104] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONTO'. [2025-10-18T03:27:58.321385] [INFO ] [FORECASTER] Starting predict_future for ONTO [2025-10-18T03:27:58.346803] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:58.347572] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-10-18T03:27:58.347630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:58.347756] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:58.347819] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:58.347882] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:58.365528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:58.366133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:58.366213] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:58.366248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:58.404317] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:58.404431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:58.404481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:58.404543] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:58.407958] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: UP (p=78.05%) [2025-10-18T03:27:58.408284] [INFO ] [FORECASTER] Completed predict_future for ONTO [2025-10-18T03:27:58.408418] [INFO ] [sig ] ONTO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:58.558356] [INFO ] [LOCAL ] Saved forecast: ONTO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ONTO.txt [2025-10-18T03:27:58.558625] [INFO ] [sig ] [1382/2083] Completed ONTO in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:58.558705] [INFO ] [sig ] [1383/2083] Forecasting OOMA... [2025-10-18T03:27:58.558747] [INFO ] [sig ] Generating forecast for: OOMA [2025-10-18T03:27:58.558780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-10-18T03:27:58.567941] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OOMA'. [2025-10-18T03:27:58.568248] [INFO ] [FORECASTER] Starting predict_future for OOMA [2025-10-18T03:27:58.593401] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:58.594180] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-10-18T03:27:58.594234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:58.594266] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:58.594293] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:58.594350] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:58.611736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:58.612373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:58.612460] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:58.612495] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:58.647203] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:58.647326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:58.647365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:58.647396] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:58.650678] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=32.30%) [2025-10-18T03:27:58.650956] [INFO ] [FORECASTER] Completed predict_future for OOMA [2025-10-18T03:27:58.651099] [INFO ] [sig ] OOMA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:58.790330] [INFO ] [LOCAL ] Saved forecast: OOMA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OOMA.txt [2025-10-18T03:27:58.790554] [INFO ] [sig ] [1383/2083] Completed OOMA in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:58.790596] [INFO ] [sig ] [1384/2083] Forecasting OPAD... [2025-10-18T03:27:58.790633] [INFO ] [sig ] Generating forecast for: OPAD [2025-10-18T03:27:58.790705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-10-18T03:27:58.799321] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OPAD'. [2025-10-18T03:27:58.799583] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-10-18T03:27:58.824791] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:58.825477] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-10-18T03:27:58.825532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:58.825567] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:58.825597] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:58.825678] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:58.842672] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:58.843229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:58.843311] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:58.843346] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:58.883590] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:58.883729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:58.883777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:58.883807] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:58.886944] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=19.85%) [2025-10-18T03:27:58.887207] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-10-18T03:27:58.887342] [INFO ] [sig ] OPAD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:59.026761] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OPAD.txt [2025-10-18T03:27:59.027019] [INFO ] [sig ] [1384/2083] Completed OPAD in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:59.027062] [INFO ] [sig ] [1385/2083] Forecasting OPFI... [2025-10-18T03:27:59.027093] [INFO ] [sig ] Generating forecast for: OPFI [2025-10-18T03:27:59.027124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-10-18T03:27:59.036265] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OPFI'. [2025-10-18T03:27:59.036685] [INFO ] [FORECASTER] Starting predict_future for OPFI [2025-10-18T03:27:59.062407] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:59.063188] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-10-18T03:27:59.063244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:59.063279] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:59.063338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:59.063421] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:59.080621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:59.081302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:59.081386] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:59.081475] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:59.119496] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:59.119674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:59.119733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:59.119767] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:59.123276] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=31.83%) [2025-10-18T03:27:59.123549] [INFO ] [FORECASTER] Completed predict_future for OPFI [2025-10-18T03:27:59.123715] [INFO ] [sig ] OPFI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:27:59.263147] [INFO ] [LOCAL ] Saved forecast: OPFI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/OPFI.txt [2025-10-18T03:27:59.263375] [INFO ] [sig ] [1385/2083] Completed OPFI in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:59.263416] [INFO ] [sig ] [1386/2083] Forecasting OPP... [2025-10-18T03:27:59.263446] [INFO ] [sig ] Generating forecast for: OPP [2025-10-18T03:27:59.263476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-10-18T03:27:59.272456] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OPP'. [2025-10-18T03:27:59.272910] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-10-18T03:27:59.298142] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:59.298905] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-10-18T03:27:59.298959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:59.298992] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:59.299019] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:59.299075] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:59.317011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:59.317773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:59.317860] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:59.317896] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:59.361049] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:59.361263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:59.361315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:59.361349] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:59.364892] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=98.86%) [2025-10-18T03:27:59.365195] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-10-18T03:27:59.365339] [INFO ] [sig ] OPP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:59.508765] [INFO ] [LOCAL ] Saved forecast: OPP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OPP.txt [2025-10-18T03:27:59.509028] [INFO ] [sig ] [1386/2083] Completed OPP in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:59.509071] [INFO ] [sig ] [1387/2083] Forecasting OR... [2025-10-18T03:27:59.509102] [INFO ] [sig ] Generating forecast for: OR [2025-10-18T03:27:59.509133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'. [2025-10-18T03:27:59.518383] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OR'. [2025-10-18T03:27:59.518695] [INFO ] [FORECASTER] Starting predict_future for OR [2025-10-18T03:27:59.543467] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:59.544223] [DEBUG] [LOCAL ] No optimal features file found for OR: ./output/feature-sets/OR.txt [2025-10-18T03:27:59.544279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:59.544312] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:59.544341] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:59.544397] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:59.561905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:59.562622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:59.562766] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:59.562817] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:59.600341] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:59.600465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:59.600504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:59.600535] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:59.603797] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: UP (p=95.69%) [2025-10-18T03:27:59.604070] [INFO ] [FORECASTER] Completed predict_future for OR [2025-10-18T03:27:59.604204] [INFO ] [sig ] OR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:59.744217] [INFO ] [LOCAL ] Saved forecast: OR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OR.txt [2025-10-18T03:27:59.744422] [INFO ] [sig ] [1387/2083] Completed OR in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:59.744462] [INFO ] [sig ] [1388/2083] Forecasting ORA... [2025-10-18T03:27:59.744492] [INFO ] [sig ] Generating forecast for: ORA [2025-10-18T03:27:59.744523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-10-18T03:27:59.753134] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ORA'. [2025-10-18T03:27:59.753450] [INFO ] [FORECASTER] Starting predict_future for ORA [2025-10-18T03:27:59.779157] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:27:59.779908] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-10-18T03:27:59.779964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:27:59.779999] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:27:59.780027] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:27:59.780084] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:27:59.797975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:27:59.798535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:27:59.798617] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:27:59.798681] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:27:59.834561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:27:59.834686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:27:59.834739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:27:59.834773] [INFO ] [FORECASTER] Training complete [2025-10-18T03:27:59.837973] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=88.75%) [2025-10-18T03:27:59.838632] [INFO ] [FORECASTER] Completed predict_future for ORA [2025-10-18T03:27:59.838801] [INFO ] [sig ] ORA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:27:59.977594] [INFO ] [LOCAL ] Saved forecast: ORA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ORA.txt [2025-10-18T03:27:59.977866] [INFO ] [sig ] [1388/2083] Completed ORA in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:27:59.977927] [INFO ] [sig ] [1389/2083] Forecasting ORN... [2025-10-18T03:27:59.977965] [INFO ] [sig ] Generating forecast for: ORN [2025-10-18T03:27:59.977998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-10-18T03:27:59.986787] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ORN'. [2025-10-18T03:27:59.987079] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-10-18T03:28:00.016634] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:00.017494] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-10-18T03:28:00.017572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:00.017608] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:00.017638] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:00.017785] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:00.035464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:00.036062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:00.036142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:00.036182] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:00.072312] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:00.072409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:00.072446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:00.072478] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:00.075666] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=58.74%) [2025-10-18T03:28:00.075938] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-10-18T03:28:00.076068] [INFO ] [sig ] ORN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:00.214423] [INFO ] [LOCAL ] Saved forecast: ORN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ORN.txt [2025-10-18T03:28:00.214664] [INFO ] [sig ] [1389/2083] Completed ORN in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:00.214725] [INFO ] [sig ] [1390/2083] Forecasting OSCR... [2025-10-18T03:28:00.214757] [INFO ] [sig ] Generating forecast for: OSCR [2025-10-18T03:28:00.214789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'. [2025-10-18T03:28:00.223805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OSCR'. [2025-10-18T03:28:00.224066] [INFO ] [FORECASTER] Starting predict_future for OSCR [2025-10-18T03:28:00.248834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:00.249555] [DEBUG] [LOCAL ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt [2025-10-18T03:28:00.249609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:00.249662] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:00.249716] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:00.249777] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:00.266626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:00.267180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:00.267257] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:00.267290] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:00.303251] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:00.303383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:00.303423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:00.303456] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:00.306785] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: UP (p=71.16%) [2025-10-18T03:28:00.307046] [INFO ] [FORECASTER] Completed predict_future for OSCR [2025-10-18T03:28:00.307171] [INFO ] [sig ] OSCR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:00.448570] [INFO ] [LOCAL ] Saved forecast: OSCR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OSCR.txt [2025-10-18T03:28:00.448916] [INFO ] [sig ] [1390/2083] Completed OSCR in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:00.448982] [INFO ] [sig ] [1391/2083] Forecasting OTIS... [2025-10-18T03:28:00.449016] [INFO ] [sig ] Generating forecast for: OTIS [2025-10-18T03:28:00.449058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-10-18T03:28:00.458336] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OTIS'. [2025-10-18T03:28:00.458837] [INFO ] [FORECASTER] Starting predict_future for OTIS [2025-10-18T03:28:00.485252] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:00.486081] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-10-18T03:28:00.486138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:00.486175] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:00.486206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:00.486265] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:00.503576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:00.504160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:00.504245] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:00.504279] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:00.539697] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:00.539804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:00.539841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:00.539868] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:00.542968] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=85.51%) [2025-10-18T03:28:00.543227] [INFO ] [FORECASTER] Completed predict_future for OTIS [2025-10-18T03:28:00.543350] [INFO ] [sig ] OTIS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:00.685753] [INFO ] [LOCAL ] Saved forecast: OTIS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OTIS.txt [2025-10-18T03:28:00.686008] [INFO ] [sig ] [1391/2083] Completed OTIS in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:00.686070] [INFO ] [sig ] [1392/2083] Forecasting OUT... [2025-10-18T03:28:00.686156] [INFO ] [sig ] Generating forecast for: OUT [2025-10-18T03:28:00.686208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'. [2025-10-18T03:28:00.696211] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OUT'. [2025-10-18T03:28:00.696537] [INFO ] [FORECASTER] Starting predict_future for OUT [2025-10-18T03:28:00.721462] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:00.722187] [DEBUG] [LOCAL ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt [2025-10-18T03:28:00.722244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:00.722285] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:00.722338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:00.722397] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:00.739440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:00.740023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:00.740129] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:00.740182] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:00.776147] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:00.776255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:00.776292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:00.776322] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:00.779625] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: UP (p=72.16%) [2025-10-18T03:28:00.779979] [INFO ] [FORECASTER] Completed predict_future for OUT [2025-10-18T03:28:00.780117] [INFO ] [sig ] OUT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:00.919030] [INFO ] [LOCAL ] Saved forecast: OUT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OUT.txt [2025-10-18T03:28:00.919243] [INFO ] [sig ] [1392/2083] Completed OUT in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:00.919284] [INFO ] [sig ] [1393/2083] Forecasting OVV... [2025-10-18T03:28:00.919315] [INFO ] [sig ] Generating forecast for: OVV [2025-10-18T03:28:00.919345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'. [2025-10-18T03:28:00.928796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OVV'. [2025-10-18T03:28:00.929077] [INFO ] [FORECASTER] Starting predict_future for OVV [2025-10-18T03:28:00.954510] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:00.955264] [DEBUG] [LOCAL ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt [2025-10-18T03:28:00.955321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:00.955356] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:00.955387] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:00.955445] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:00.972211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:00.972802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:00.972882] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:00.972914] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:01.008553] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:01.008776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:01.008832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:01.008865] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:01.012609] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: UP (p=54.71%) [2025-10-18T03:28:01.012998] [INFO ] [FORECASTER] Completed predict_future for OVV [2025-10-18T03:28:01.013147] [INFO ] [sig ] OVV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:01.155477] [INFO ] [LOCAL ] Saved forecast: OVV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OVV.txt [2025-10-18T03:28:01.155737] [INFO ] [sig ] [1393/2083] Completed OVV in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:01.155798] [INFO ] [sig ] [1394/2083] Forecasting OWL... [2025-10-18T03:28:01.155831] [INFO ] [sig ] Generating forecast for: OWL [2025-10-18T03:28:01.155862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-10-18T03:28:01.165618] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OWL'. [2025-10-18T03:28:01.165971] [INFO ] [FORECASTER] Starting predict_future for OWL [2025-10-18T03:28:01.192235] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:01.193015] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-10-18T03:28:01.193074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:01.193110] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:01.193140] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:01.193200] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:01.210692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:01.211269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:01.211362] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:01.211396] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:01.262877] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:01.263008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:01.263049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:01.263078] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:01.266509] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=89.98%) [2025-10-18T03:28:01.266821] [INFO ] [FORECASTER] Completed predict_future for OWL [2025-10-18T03:28:01.266964] [INFO ] [sig ] OWL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:01.406838] [INFO ] [LOCAL ] Saved forecast: OWL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OWL.txt [2025-10-18T03:28:01.407069] [INFO ] [sig ] [1394/2083] Completed OWL in 0.3s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:01.407111] [INFO ] [sig ] [1395/2083] Forecasting OWLT... [2025-10-18T03:28:01.407140] [INFO ] [sig ] Generating forecast for: OWLT [2025-10-18T03:28:01.407174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'. [2025-10-18T03:28:01.415528] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OWLT'. [2025-10-18T03:28:01.415818] [INFO ] [FORECASTER] Starting predict_future for OWLT [2025-10-18T03:28:01.440818] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:01.441574] [DEBUG] [LOCAL ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt [2025-10-18T03:28:01.441631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:01.441706] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:01.441745] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:01.441804] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:01.459087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:01.459630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:01.459733] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:01.459771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:01.501303] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:01.501498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:01.501546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:01.501576] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:01.505307] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: UP (p=83.60%) [2025-10-18T03:28:01.505633] [INFO ] [FORECASTER] Completed predict_future for OWLT [2025-10-18T03:28:01.505802] [INFO ] [sig ] OWLT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:01.644431] [INFO ] [LOCAL ] Saved forecast: OWLT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OWLT.txt [2025-10-18T03:28:01.644630] [INFO ] [sig ] [1395/2083] Completed OWLT in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:01.644705] [INFO ] [sig ] [1396/2083] Forecasting OXM... [2025-10-18T03:28:01.644745] [INFO ] [sig ] Generating forecast for: OXM [2025-10-18T03:28:01.644777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'. [2025-10-18T03:28:01.653536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OXM'. [2025-10-18T03:28:01.653843] [INFO ] [FORECASTER] Starting predict_future for OXM [2025-10-18T03:28:01.679396] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:01.680147] [DEBUG] [LOCAL ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt [2025-10-18T03:28:01.680217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:01.680254] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:01.680284] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:01.680342] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:01.697600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:01.698294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:01.698380] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:01.698416] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:01.737368] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:01.737526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:01.737568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:01.737600] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:01.741138] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-10-18T03:28:01.741500] [INFO ] [FORECASTER] Completed predict_future for OXM [2025-10-18T03:28:01.741674] [INFO ] [sig ] OXM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:01.886786] [INFO ] [LOCAL ] Saved forecast: OXM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/OXM.txt [2025-10-18T03:28:01.887000] [INFO ] [sig ] [1396/2083] Completed OXM in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:01.887043] [INFO ] [sig ] [1397/2083] Forecasting PAAS... [2025-10-18T03:28:01.887074] [INFO ] [sig ] Generating forecast for: PAAS [2025-10-18T03:28:01.887104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-10-18T03:28:01.896911] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAAS'. [2025-10-18T03:28:01.897180] [INFO ] [FORECASTER] Starting predict_future for PAAS [2025-10-18T03:28:01.921878] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:01.922531] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-10-18T03:28:01.922584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:01.922616] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:01.922667] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:01.922748] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:01.939725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:01.940234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:01.940310] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:01.940346] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:01.982826] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:01.982903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:01.982938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:01.982965] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:01.985950] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=87.14%) [2025-10-18T03:28:01.986205] [INFO ] [FORECASTER] Completed predict_future for PAAS [2025-10-18T03:28:01.986338] [INFO ] [sig ] PAAS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:02.122631] [INFO ] [LOCAL ] Saved forecast: PAAS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAAS.txt [2025-10-18T03:28:02.122862] [INFO ] [sig ] [1397/2083] Completed PAAS in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:02.122906] [INFO ] [sig ] [1398/2083] Forecasting PAC... [2025-10-18T03:28:02.122936] [INFO ] [sig ] Generating forecast for: PAC [2025-10-18T03:28:02.122974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-10-18T03:28:02.131663] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAC'. [2025-10-18T03:28:02.131919] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-10-18T03:28:02.156411] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:02.157104] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-10-18T03:28:02.157158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:02.157195] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:02.157229] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:02.157298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:02.174257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:02.174811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:02.174892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:02.174924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:02.219122] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:02.219210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:02.219249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:02.219277] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:02.222274] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=26.38%) [2025-10-18T03:28:02.222526] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-10-18T03:28:02.222692] [INFO ] [sig ] PAC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:02.362814] [INFO ] [LOCAL ] Saved forecast: PAC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PAC.txt [2025-10-18T03:28:02.363038] [INFO ] [sig ] [1398/2083] Completed PAC in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:02.363098] [INFO ] [sig ] [1399/2083] Forecasting PACK... [2025-10-18T03:28:02.363131] [INFO ] [sig ] Generating forecast for: PACK [2025-10-18T03:28:02.363163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-10-18T03:28:02.372575] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PACK'. [2025-10-18T03:28:02.372876] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-10-18T03:28:02.397936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:02.398588] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-10-18T03:28:02.398662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:02.398717] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:02.398748] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:02.398804] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:02.415398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:02.415963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:02.416040] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:02.416073] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:02.461728] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:02.461864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:02.461901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:02.461928] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:02.465197] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=86.56%) [2025-10-18T03:28:02.465487] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-10-18T03:28:02.465624] [INFO ] [sig ] PACK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:02.602137] [INFO ] [LOCAL ] Saved forecast: PACK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PACK.txt [2025-10-18T03:28:02.602347] [INFO ] [sig ] [1399/2083] Completed PACK in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.8m [2025-10-18T03:28:02.602387] [INFO ] [sig ] [1400/2083] Forecasting PACS... [2025-10-18T03:28:02.602418] [INFO ] [sig ] Generating forecast for: PACS [2025-10-18T03:28:02.602449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACS' from 'https://tdm.silogroup.org/data/derivative_storage/PACS.csv'. [2025-10-18T03:28:02.612048] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PACS'. [2025-10-18T03:28:02.612312] [INFO ] [FORECASTER] Starting predict_future for PACS [2025-10-18T03:28:02.636845] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:02.637529] [DEBUG] [LOCAL ] No optimal features file found for PACS: ./output/feature-sets/PACS.txt [2025-10-18T03:28:02.637583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:02.637615] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:02.637669] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:02.637762] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:02.654327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:02.654883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:02.654960] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:02.654993] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:02.700459] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:02.700545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:02.700580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:02.700607] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:02.703627] [DEBUG] [FORECASTER] PACS: Forecast T+1@11:T+2@11: DOWN (p=5.10%) [2025-10-18T03:28:02.703907] [INFO ] [FORECASTER] Completed predict_future for PACS [2025-10-18T03:28:02.704042] [INFO ] [sig ] PACS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:02.841570] [INFO ] [LOCAL ] Saved forecast: PACS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PACS.txt [2025-10-18T03:28:02.841772] [INFO ] [sig ] [1400/2083] Completed PACS in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.7m [2025-10-18T03:28:02.841831] [INFO ] [sig ] [1401/2083] Forecasting PAG... [2025-10-18T03:28:02.841863] [INFO ] [sig ] Generating forecast for: PAG [2025-10-18T03:28:02.841895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'. [2025-10-18T03:28:02.851178] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAG'. [2025-10-18T03:28:02.851455] [INFO ] [FORECASTER] Starting predict_future for PAG [2025-10-18T03:28:02.876036] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:02.876735] [DEBUG] [LOCAL ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt [2025-10-18T03:28:02.876789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:02.876823] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:02.876851] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:02.876906] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:02.893582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:02.894126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:02.894217] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:02.894251] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:02.936623] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:02.936753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:02.936823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:02.936852] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:02.942863] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: UP (p=74.38%) [2025-10-18T03:28:02.943127] [INFO ] [FORECASTER] Completed predict_future for PAG [2025-10-18T03:28:02.943264] [INFO ] [sig ] PAG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:03.079861] [INFO ] [LOCAL ] Saved forecast: PAG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAG.txt [2025-10-18T03:28:03.080088] [INFO ] [sig ] [1401/2083] Completed PAG in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.7m [2025-10-18T03:28:03.080128] [INFO ] [sig ] [1402/2083] Forecasting PAGS... [2025-10-18T03:28:03.080157] [INFO ] [sig ] Generating forecast for: PAGS [2025-10-18T03:28:03.080187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-10-18T03:28:03.089439] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAGS'. [2025-10-18T03:28:03.089726] [INFO ] [FORECASTER] Starting predict_future for PAGS [2025-10-18T03:28:03.118500] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:03.119215] [DEBUG] [LOCAL ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt [2025-10-18T03:28:03.119275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:03.119308] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:03.119335] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:03.119393] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:03.135984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:03.136528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:03.136607] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:03.136762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:03.180572] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:03.180696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:03.180746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:03.180777] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:03.183872] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=58.93%) [2025-10-18T03:28:03.184127] [INFO ] [FORECASTER] Completed predict_future for PAGS [2025-10-18T03:28:03.184261] [INFO ] [sig ] PAGS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:03.321883] [INFO ] [LOCAL ] Saved forecast: PAGS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAGS.txt [2025-10-18T03:28:03.322108] [INFO ] [sig ] [1402/2083] Completed PAGS in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.7m [2025-10-18T03:28:03.322149] [INFO ] [sig ] [1403/2083] Forecasting PAI... [2025-10-18T03:28:03.322179] [INFO ] [sig ] Generating forecast for: PAI [2025-10-18T03:28:03.322210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'. [2025-10-18T03:28:03.330936] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAI'. [2025-10-18T03:28:03.331178] [INFO ] [FORECASTER] Starting predict_future for PAI [2025-10-18T03:28:03.355621] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:03.356331] [DEBUG] [LOCAL ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt [2025-10-18T03:28:03.356398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:03.356431] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:03.356457] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:03.356513] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:03.373425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:03.373993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:03.374071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:03.374104] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:03.409339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:03.409422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:03.409456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:03.409483] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:03.412478] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: UP (p=76.98%) [2025-10-18T03:28:03.412770] [INFO ] [FORECASTER] Completed predict_future for PAI [2025-10-18T03:28:03.412904] [INFO ] [sig ] PAI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:03.549965] [INFO ] [LOCAL ] Saved forecast: PAI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAI.txt [2025-10-18T03:28:03.550166] [INFO ] [sig ] [1403/2083] Completed PAI in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.7m [2025-10-18T03:28:03.550206] [INFO ] [sig ] [1404/2083] Forecasting PAM... [2025-10-18T03:28:03.550236] [INFO ] [sig ] Generating forecast for: PAM [2025-10-18T03:28:03.550266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-10-18T03:28:03.558955] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAM'. [2025-10-18T03:28:03.559268] [INFO ] [FORECASTER] Starting predict_future for PAM [2025-10-18T03:28:03.583910] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:03.584583] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-10-18T03:28:03.584636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:03.584736] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:03.584771] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:03.584827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:03.601539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:03.602081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:03.602158] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:03.602192] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:03.639740] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:03.639820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:03.639855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:03.639882] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:03.643000] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=79.49%) [2025-10-18T03:28:03.643252] [INFO ] [FORECASTER] Completed predict_future for PAM [2025-10-18T03:28:03.643381] [INFO ] [sig ] PAM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:03.782132] [INFO ] [LOCAL ] Saved forecast: PAM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAM.txt [2025-10-18T03:28:03.782388] [INFO ] [sig ] [1404/2083] Completed PAM in 0.2s | 4.14 sym/s | Total: 5.6m | ETA: 2.7m [2025-10-18T03:28:03.782436] [INFO ] [sig ] [1405/2083] Forecasting PAR... [2025-10-18T03:28:03.782467] [INFO ] [sig ] Generating forecast for: PAR [2025-10-18T03:28:03.782506] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'. [2025-10-18T03:28:03.791076] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAR'. [2025-10-18T03:28:03.791340] [INFO ] [FORECASTER] Starting predict_future for PAR [2025-10-18T03:28:03.816310] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:03.817029] [DEBUG] [LOCAL ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt [2025-10-18T03:28:03.817085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:03.817118] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:03.817146] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:03.817202] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:03.834392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:03.834951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:03.835034] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:03.835066] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:03.872237] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:03.872337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:03.872372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:03.872408] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:03.875663] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: DOWN (p=27.04%) [2025-10-18T03:28:03.875945] [INFO ] [FORECASTER] Completed predict_future for PAR [2025-10-18T03:28:03.876088] [INFO ] [sig ] PAR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:04.019858] [INFO ] [LOCAL ] Saved forecast: PAR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PAR.txt [2025-10-18T03:28:04.020127] [INFO ] [sig ] [1405/2083] Completed PAR in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:04.020187] [INFO ] [sig ] [1406/2083] Forecasting PARR... [2025-10-18T03:28:04.020220] [INFO ] [sig ] Generating forecast for: PARR [2025-10-18T03:28:04.020251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'. [2025-10-18T03:28:04.029816] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PARR'. [2025-10-18T03:28:04.030119] [INFO ] [FORECASTER] Starting predict_future for PARR [2025-10-18T03:28:04.055598] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:04.056301] [DEBUG] [LOCAL ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt [2025-10-18T03:28:04.056356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:04.056390] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:04.056417] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:04.056473] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:04.073259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:04.073881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:04.073961] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:04.073994] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:04.107298] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:04.107387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:04.107423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:04.107450] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:04.110509] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: DOWN (p=1.26%) [2025-10-18T03:28:04.110817] [INFO ] [FORECASTER] Completed predict_future for PARR [2025-10-18T03:28:04.110950] [INFO ] [sig ] PARR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:04.248429] [INFO ] [LOCAL ] Saved forecast: PARR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PARR.txt [2025-10-18T03:28:04.248673] [INFO ] [sig ] [1406/2083] Completed PARR in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:04.248733] [INFO ] [sig ] [1407/2083] Forecasting PATH... [2025-10-18T03:28:04.248766] [INFO ] [sig ] Generating forecast for: PATH [2025-10-18T03:28:04.248797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-10-18T03:28:04.258220] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PATH'. [2025-10-18T03:28:04.258490] [INFO ] [FORECASTER] Starting predict_future for PATH [2025-10-18T03:28:04.283575] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:04.284283] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-10-18T03:28:04.284336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:04.284369] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:04.284397] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:04.284452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:04.301763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:04.302317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:04.302394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:04.302427] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:04.341292] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:04.341375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:04.341418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:04.341446] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:04.344421] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=18.92%) [2025-10-18T03:28:04.344693] [INFO ] [FORECASTER] Completed predict_future for PATH [2025-10-18T03:28:04.344830] [INFO ] [sig ] PATH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:04.482791] [INFO ] [LOCAL ] Saved forecast: PATH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PATH.txt [2025-10-18T03:28:04.483006] [INFO ] [sig ] [1407/2083] Completed PATH in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:04.483048] [INFO ] [sig ] [1408/2083] Forecasting PAXS... [2025-10-18T03:28:04.483079] [INFO ] [sig ] Generating forecast for: PAXS [2025-10-18T03:28:04.483109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-10-18T03:28:04.492188] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAXS'. [2025-10-18T03:28:04.492504] [INFO ] [FORECASTER] Starting predict_future for PAXS [2025-10-18T03:28:04.519865] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:04.520727] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-10-18T03:28:04.520785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:04.520819] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:04.520849] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:04.520907] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:04.539387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:04.540033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:04.540119] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:04.540172] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:04.584669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:04.584819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:04.584861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:04.584890] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:04.588487] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=99.37%) [2025-10-18T03:28:04.588879] [INFO ] [FORECASTER] Completed predict_future for PAXS [2025-10-18T03:28:04.589055] [INFO ] [sig ] PAXS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:04.731504] [INFO ] [LOCAL ] Saved forecast: PAXS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAXS.txt [2025-10-18T03:28:04.732206] [INFO ] [sig ] [1408/2083] Completed PAXS in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:04.732276] [INFO ] [sig ] [1409/2083] Forecasting PAY... [2025-10-18T03:28:04.732331] [INFO ] [sig ] Generating forecast for: PAY [2025-10-18T03:28:04.732382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-10-18T03:28:04.743444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAY'. [2025-10-18T03:28:04.743818] [INFO ] [FORECASTER] Starting predict_future for PAY [2025-10-18T03:28:04.769737] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:04.770436] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-10-18T03:28:04.770489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:04.770522] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:04.770548] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:04.770603] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:04.787157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:04.787800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:04.787895] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:04.787948] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:04.831053] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:04.831189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:04.831227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:04.831256] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:04.834561] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=64.47%) [2025-10-18T03:28:04.834920] [INFO ] [FORECASTER] Completed predict_future for PAY [2025-10-18T03:28:04.835072] [INFO ] [sig ] PAY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:04.971963] [INFO ] [LOCAL ] Saved forecast: PAY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAY.txt [2025-10-18T03:28:04.972194] [INFO ] [sig ] [1409/2083] Completed PAY in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:04.972235] [INFO ] [sig ] [1410/2083] Forecasting PAYC... [2025-10-18T03:28:04.972264] [INFO ] [sig ] Generating forecast for: PAYC [2025-10-18T03:28:04.972297] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-10-18T03:28:04.982018] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAYC'. [2025-10-18T03:28:04.982425] [INFO ] [FORECASTER] Starting predict_future for PAYC [2025-10-18T03:28:05.007845] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:05.008631] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-10-18T03:28:05.008729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:05.008769] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:05.008798] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:05.008855] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:05.026801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:05.027827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:05.027941] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:05.027987] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:05.085146] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:05.085345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:05.085389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:05.085419] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:05.089067] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=52.93%) [2025-10-18T03:28:05.089383] [INFO ] [FORECASTER] Completed predict_future for PAYC [2025-10-18T03:28:05.089535] [INFO ] [sig ] PAYC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:05.229239] [INFO ] [LOCAL ] Saved forecast: PAYC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PAYC.txt [2025-10-18T03:28:05.229465] [INFO ] [sig ] [1410/2083] Completed PAYC in 0.3s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:05.229507] [INFO ] [sig ] [1411/2083] Forecasting PB... [2025-10-18T03:28:05.229537] [INFO ] [sig ] Generating forecast for: PB [2025-10-18T03:28:05.229567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-10-18T03:28:05.238635] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PB'. [2025-10-18T03:28:05.238975] [INFO ] [FORECASTER] Starting predict_future for PB [2025-10-18T03:28:05.263772] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:05.264527] [DEBUG] [LOCAL ] No optimal features file found for PB: ./output/feature-sets/PB.txt [2025-10-18T03:28:05.264582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:05.264616] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:05.264756] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:05.264824] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:05.282004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:05.282732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:05.282843] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:05.282882] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:05.325956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:05.326133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:05.326174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:05.326202] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:05.329771] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=86.23%) [2025-10-18T03:28:05.330042] [INFO ] [FORECASTER] Completed predict_future for PB [2025-10-18T03:28:05.330181] [INFO ] [sig ] PB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:05.469104] [INFO ] [LOCAL ] Saved forecast: PB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PB.txt [2025-10-18T03:28:05.469361] [INFO ] [sig ] [1411/2083] Completed PB in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:05.469412] [INFO ] [sig ] [1412/2083] Forecasting PBA... [2025-10-18T03:28:05.469450] [INFO ] [sig ] Generating forecast for: PBA [2025-10-18T03:28:05.469483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-10-18T03:28:05.478738] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBA'. [2025-10-18T03:28:05.479146] [INFO ] [FORECASTER] Starting predict_future for PBA [2025-10-18T03:28:05.504786] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:05.505539] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-10-18T03:28:05.505595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:05.505629] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:05.505695] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:05.505765] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:05.522977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:05.523718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:05.523809] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:05.523842] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:05.566987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:05.567157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:05.567198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:05.567227] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:05.570868] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=3.37%) [2025-10-18T03:28:05.571172] [INFO ] [FORECASTER] Completed predict_future for PBA [2025-10-18T03:28:05.571326] [INFO ] [sig ] PBA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:05.724680] [INFO ] [LOCAL ] Saved forecast: PBA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PBA.txt [2025-10-18T03:28:05.725075] [INFO ] [sig ] [1412/2083] Completed PBA in 0.3s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:05.725164] [INFO ] [sig ] [1413/2083] Forecasting PBF... [2025-10-18T03:28:05.725229] [INFO ] [sig ] Generating forecast for: PBF [2025-10-18T03:28:05.725299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-10-18T03:28:05.735998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBF'. [2025-10-18T03:28:05.736420] [INFO ] [FORECASTER] Starting predict_future for PBF [2025-10-18T03:28:05.762442] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:05.763167] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-10-18T03:28:05.763222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:05.763255] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:05.763282] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:05.763338] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:05.780178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:05.780760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:05.780868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:05.780922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:05.817830] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:05.817969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:05.818007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:05.818035] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:05.821326] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=16.34%) [2025-10-18T03:28:05.821602] [INFO ] [FORECASTER] Completed predict_future for PBF [2025-10-18T03:28:05.821786] [INFO ] [sig ] PBF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:05.959742] [INFO ] [LOCAL ] Saved forecast: PBF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PBF.txt [2025-10-18T03:28:05.959996] [INFO ] [sig ] [1413/2083] Completed PBF in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:05.960038] [INFO ] [sig ] [1414/2083] Forecasting PBH... [2025-10-18T03:28:05.960067] [INFO ] [sig ] Generating forecast for: PBH [2025-10-18T03:28:05.960098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-10-18T03:28:05.969804] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBH'. [2025-10-18T03:28:05.970231] [INFO ] [FORECASTER] Starting predict_future for PBH [2025-10-18T03:28:05.998295] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:05.999119] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-10-18T03:28:05.999176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:05.999210] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:05.999239] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:05.999298] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:06.018060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:06.018805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:06.018892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:06.018927] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:06.055483] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:06.056103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:06.056161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:06.056193] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:06.061430] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=1.76%) [2025-10-18T03:28:06.061751] [INFO ] [FORECASTER] Completed predict_future for PBH [2025-10-18T03:28:06.061898] [INFO ] [sig ] PBH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:06.203868] [INFO ] [LOCAL ] Saved forecast: PBH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PBH.txt [2025-10-18T03:28:06.204119] [INFO ] [sig ] [1414/2083] Completed PBH in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:06.204163] [INFO ] [sig ] [1415/2083] Forecasting PBI... [2025-10-18T03:28:06.204193] [INFO ] [sig ] Generating forecast for: PBI [2025-10-18T03:28:06.204223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-10-18T03:28:06.212938] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBI'. [2025-10-18T03:28:06.213268] [INFO ] [FORECASTER] Starting predict_future for PBI [2025-10-18T03:28:06.239562] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:06.240418] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-10-18T03:28:06.240474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:06.240508] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:06.240536] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:06.240593] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:06.257500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:06.258183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:06.258264] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:06.258333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:06.290912] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:06.291043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:06.291081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:06.291111] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:06.294404] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=99.37%) [2025-10-18T03:28:06.294689] [INFO ] [FORECASTER] Completed predict_future for PBI [2025-10-18T03:28:06.294832] [INFO ] [sig ] PBI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:06.432798] [INFO ] [LOCAL ] Saved forecast: PBI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PBI.txt [2025-10-18T03:28:06.433022] [INFO ] [sig ] [1415/2083] Completed PBI in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:06.433065] [INFO ] [sig ] [1416/2083] Forecasting PBR... [2025-10-18T03:28:06.433096] [INFO ] [sig ] Generating forecast for: PBR [2025-10-18T03:28:06.433127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'. [2025-10-18T03:28:06.441536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBR'. [2025-10-18T03:28:06.441831] [INFO ] [FORECASTER] Starting predict_future for PBR [2025-10-18T03:28:06.466819] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:06.467539] [DEBUG] [LOCAL ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt [2025-10-18T03:28:06.467593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:06.467626] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:06.467688] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:06.467784] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:06.484421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:06.485059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:06.485141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:06.485176] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:06.520839] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:06.521060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:06.521119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:06.521150] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:06.525203] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: UP (p=79.21%) [2025-10-18T03:28:06.525576] [INFO ] [FORECASTER] Completed predict_future for PBR [2025-10-18T03:28:06.525784] [INFO ] [sig ] PBR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:06.671000] [INFO ] [LOCAL ] Saved forecast: PBR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PBR.txt [2025-10-18T03:28:06.671287] [INFO ] [sig ] [1416/2083] Completed PBR in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:06.671348] [INFO ] [sig ] [1417/2083] Forecasting PBT... [2025-10-18T03:28:06.671380] [INFO ] [sig ] Generating forecast for: PBT [2025-10-18T03:28:06.671410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'. [2025-10-18T03:28:06.680512] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBT'. [2025-10-18T03:28:06.680895] [INFO ] [FORECASTER] Starting predict_future for PBT [2025-10-18T03:28:06.707448] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:06.708263] [DEBUG] [LOCAL ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt [2025-10-18T03:28:06.708319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:06.708368] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:06.708399] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:06.708456] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:06.726005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:06.726670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:06.726757] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:06.726790] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:06.766685] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:06.766813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:06.766850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:06.766879] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:06.770236] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: DOWN (p=33.68%) [2025-10-18T03:28:06.770528] [INFO ] [FORECASTER] Completed predict_future for PBT [2025-10-18T03:28:06.770693] [INFO ] [sig ] PBT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:06.914119] [INFO ] [LOCAL ] Saved forecast: PBT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PBT.txt [2025-10-18T03:28:06.914353] [INFO ] [sig ] [1417/2083] Completed PBT in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:06.914397] [INFO ] [sig ] [1418/2083] Forecasting PCF... [2025-10-18T03:28:06.914429] [INFO ] [sig ] Generating forecast for: PCF [2025-10-18T03:28:06.914461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-10-18T03:28:06.923320] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCF'. [2025-10-18T03:28:06.923631] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-10-18T03:28:06.949513] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:06.950739] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-10-18T03:28:06.950817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:06.950884] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:06.950924] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:06.951001] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:06.969953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:06.970595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:06.970712] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:06.970763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:07.009239] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:07.009379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:07.009418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:07.009449] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:07.012849] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=95.02%) [2025-10-18T03:28:07.013114] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-10-18T03:28:07.013250] [INFO ] [sig ] PCF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:07.153360] [INFO ] [LOCAL ] Saved forecast: PCF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PCF.txt [2025-10-18T03:28:07.153569] [INFO ] [sig ] [1418/2083] Completed PCF in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:07.153611] [INFO ] [sig ] [1419/2083] Forecasting PCG... [2025-10-18T03:28:07.153665] [INFO ] [sig ] Generating forecast for: PCG [2025-10-18T03:28:07.153722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'. [2025-10-18T03:28:07.162635] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCG'. [2025-10-18T03:28:07.162922] [INFO ] [FORECASTER] Starting predict_future for PCG [2025-10-18T03:28:07.187528] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:07.188239] [DEBUG] [LOCAL ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt [2025-10-18T03:28:07.188293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:07.188326] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:07.188353] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:07.188408] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:07.205350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:07.205925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:07.206001] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:07.206034] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:07.250065] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:07.250150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:07.250185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:07.250213] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:07.253243] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: UP (p=50.57%) [2025-10-18T03:28:07.253501] [INFO ] [FORECASTER] Completed predict_future for PCG [2025-10-18T03:28:07.253626] [INFO ] [sig ] PCG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:07.390151] [INFO ] [LOCAL ] Saved forecast: PCG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PCG.txt [2025-10-18T03:28:07.390360] [INFO ] [sig ] [1419/2083] Completed PCG in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:07.390401] [INFO ] [sig ] [1420/2083] Forecasting PCM... [2025-10-18T03:28:07.390431] [INFO ] [sig ] Generating forecast for: PCM [2025-10-18T03:28:07.390461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-10-18T03:28:07.398801] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCM'. [2025-10-18T03:28:07.399052] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-10-18T03:28:07.428001] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:07.428742] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-10-18T03:28:07.428797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:07.428829] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:07.428855] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:07.428910] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:07.445512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:07.446080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:07.446169] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:07.446221] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:07.482977] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:07.483055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:07.483089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:07.483118] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:07.486088] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-10-18T03:28:07.486332] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-10-18T03:28:07.486464] [INFO ] [sig ] PCM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:07.624127] [INFO ] [LOCAL ] Saved forecast: PCM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PCM.txt [2025-10-18T03:28:07.624318] [INFO ] [sig ] [1420/2083] Completed PCM in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:07.624359] [INFO ] [sig ] [1421/2083] Forecasting PCN... [2025-10-18T03:28:07.624389] [INFO ] [sig ] Generating forecast for: PCN [2025-10-18T03:28:07.624419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-10-18T03:28:07.633688] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCN'. [2025-10-18T03:28:07.633958] [INFO ] [FORECASTER] Starting predict_future for PCN [2025-10-18T03:28:07.659045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:07.659729] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-10-18T03:28:07.659784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:07.659817] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:07.659844] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:07.659899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:07.677142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:07.677675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:07.677776] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:07.677827] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:07.711499] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:07.711611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:07.711675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:07.711726] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:07.714926] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=89.49%) [2025-10-18T03:28:07.715183] [INFO ] [FORECASTER] Completed predict_future for PCN [2025-10-18T03:28:07.715307] [INFO ] [sig ] PCN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:07.852157] [INFO ] [LOCAL ] Saved forecast: PCN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PCN.txt [2025-10-18T03:28:07.852359] [INFO ] [sig ] [1421/2083] Completed PCN in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:07.852399] [INFO ] [sig ] [1422/2083] Forecasting PCOR... [2025-10-18T03:28:07.852428] [INFO ] [sig ] Generating forecast for: PCOR [2025-10-18T03:28:07.852458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'. [2025-10-18T03:28:07.860504] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCOR'. [2025-10-18T03:28:07.860785] [INFO ] [FORECASTER] Starting predict_future for PCOR [2025-10-18T03:28:07.885246] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:07.885960] [DEBUG] [LOCAL ] No optimal features file found for PCOR: ./output/feature-sets/PCOR.txt [2025-10-18T03:28:07.886014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:07.886047] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:07.886076] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:07.886132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:07.903264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:07.903909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:07.904415] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:07.904465] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:07.940041] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:07.940223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:07.940268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:07.940298] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:07.943902] [DEBUG] [FORECASTER] PCOR: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-10-18T03:28:07.944177] [INFO ] [FORECASTER] Completed predict_future for PCOR [2025-10-18T03:28:07.944310] [INFO ] [sig ] PCOR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:08.081859] [INFO ] [LOCAL ] Saved forecast: PCOR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PCOR.txt [2025-10-18T03:28:08.082133] [INFO ] [sig ] [1422/2083] Completed PCOR in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:08.082175] [INFO ] [sig ] [1423/2083] Forecasting PCQ... [2025-10-18T03:28:08.082206] [INFO ] [sig ] Generating forecast for: PCQ [2025-10-18T03:28:08.082237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-10-18T03:28:08.090894] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCQ'. [2025-10-18T03:28:08.091163] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-10-18T03:28:08.116385] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:08.117083] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-10-18T03:28:08.117137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:08.117169] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:08.117197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:08.117254] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:08.134483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:08.135103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:08.135187] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:08.135220] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:08.170064] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:08.170217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:08.170255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:08.170284] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:08.173589] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=72.51%) [2025-10-18T03:28:08.173890] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-10-18T03:28:08.174032] [INFO ] [sig ] PCQ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:08.316373] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PCQ.txt [2025-10-18T03:28:08.316668] [INFO ] [sig ] [1423/2083] Completed PCQ in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:08.316728] [INFO ] [sig ] [1424/2083] Forecasting PD... [2025-10-18T03:28:08.316783] [INFO ] [sig ] Generating forecast for: PD [2025-10-18T03:28:08.316831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-10-18T03:28:08.326148] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PD'. [2025-10-18T03:28:08.326443] [INFO ] [FORECASTER] Starting predict_future for PD [2025-10-18T03:28:08.351265] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:08.351975] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-10-18T03:28:08.352029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:08.352126] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:08.352167] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:08.352231] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:08.368955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:08.369510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:08.369595] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:08.369627] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:08.407024] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:08.407115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:08.407151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:08.407179] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:08.410244] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.08%) [2025-10-18T03:28:08.410495] [INFO ] [FORECASTER] Completed predict_future for PD [2025-10-18T03:28:08.410623] [INFO ] [sig ] PD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:08.549352] [INFO ] [LOCAL ] Saved forecast: PD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PD.txt [2025-10-18T03:28:08.549802] [INFO ] [sig ] [1424/2083] Completed PD in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.7m [2025-10-18T03:28:08.549862] [INFO ] [sig ] [1425/2083] Forecasting PDI... [2025-10-18T03:28:08.549894] [INFO ] [sig ] Generating forecast for: PDI [2025-10-18T03:28:08.549925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-10-18T03:28:08.559324] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDI'. [2025-10-18T03:28:08.559586] [INFO ] [FORECASTER] Starting predict_future for PDI [2025-10-18T03:28:08.584214] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:08.584910] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-10-18T03:28:08.584964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:08.584996] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:08.585024] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:08.585079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:08.602113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:08.602674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:08.602765] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:08.602799] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:08.637197] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:08.637281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:08.637316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:08.637345] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:08.640410] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=34.89%) [2025-10-18T03:28:08.640682] [INFO ] [FORECASTER] Completed predict_future for PDI [2025-10-18T03:28:08.640824] [INFO ] [sig ] PDI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:08.778800] [INFO ] [LOCAL ] Saved forecast: PDI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PDI.txt [2025-10-18T03:28:08.779041] [INFO ] [sig ] [1425/2083] Completed PDI in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.6m [2025-10-18T03:28:08.779083] [INFO ] [sig ] [1426/2083] Forecasting PDM... [2025-10-18T03:28:08.779113] [INFO ] [sig ] Generating forecast for: PDM [2025-10-18T03:28:08.779143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-10-18T03:28:08.787465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDM'. [2025-10-18T03:28:08.787781] [INFO ] [FORECASTER] Starting predict_future for PDM [2025-10-18T03:28:08.812672] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:08.813350] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-10-18T03:28:08.813404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:08.813436] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:08.813463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:08.813519] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:08.830862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:08.831377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:08.831458] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:08.831491] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:08.865316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:08.865409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:08.865446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:08.865474] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:08.868541] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=4.40%) [2025-10-18T03:28:08.868826] [INFO ] [FORECASTER] Completed predict_future for PDM [2025-10-18T03:28:08.868967] [INFO ] [sig ] PDM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:09.006871] [INFO ] [LOCAL ] Saved forecast: PDM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PDM.txt [2025-10-18T03:28:09.007071] [INFO ] [sig ] [1426/2083] Completed PDM in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.6m [2025-10-18T03:28:09.007112] [INFO ] [sig ] [1427/2083] Forecasting PDO... [2025-10-18T03:28:09.007142] [INFO ] [sig ] Generating forecast for: PDO [2025-10-18T03:28:09.007173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-10-18T03:28:09.015500] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDO'. [2025-10-18T03:28:09.015798] [INFO ] [FORECASTER] Starting predict_future for PDO [2025-10-18T03:28:09.045121] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:09.045921] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-10-18T03:28:09.045977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:09.046011] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:09.046039] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:09.046107] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:09.063514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:09.064072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:09.064149] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:09.064183] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:09.100000] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:09.100089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:09.100123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:09.100151] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:09.103204] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=95.81%) [2025-10-18T03:28:09.103454] [INFO ] [FORECASTER] Completed predict_future for PDO [2025-10-18T03:28:09.103579] [INFO ] [sig ] PDO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:09.243747] [INFO ] [LOCAL ] Saved forecast: PDO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PDO.txt [2025-10-18T03:28:09.243990] [INFO ] [sig ] [1427/2083] Completed PDO in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.6m [2025-10-18T03:28:09.244033] [INFO ] [sig ] [1428/2083] Forecasting PDS... [2025-10-18T03:28:09.244062] [INFO ] [sig ] Generating forecast for: PDS [2025-10-18T03:28:09.244093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-10-18T03:28:09.253074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDS'. [2025-10-18T03:28:09.253341] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-10-18T03:28:09.278131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:09.278820] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-10-18T03:28:09.278874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:09.278906] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:09.278934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:09.278989] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:09.297073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:09.297668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:09.297796] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:09.297851] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:09.332880] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:09.332965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:09.333000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:09.333029] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:09.336003] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=61.67%) [2025-10-18T03:28:09.336264] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-10-18T03:28:09.336392] [INFO ] [sig ] PDS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:09.475544] [INFO ] [LOCAL ] Saved forecast: PDS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PDS.txt [2025-10-18T03:28:09.475803] [INFO ] [sig ] [1428/2083] Completed PDS in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.6m [2025-10-18T03:28:09.475863] [INFO ] [sig ] [1429/2083] Forecasting PDT... [2025-10-18T03:28:09.475896] [INFO ] [sig ] Generating forecast for: PDT [2025-10-18T03:28:09.475927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'. [2025-10-18T03:28:09.484200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDT'. [2025-10-18T03:28:09.484461] [INFO ] [FORECASTER] Starting predict_future for PDT [2025-10-18T03:28:09.509807] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:09.510527] [DEBUG] [LOCAL ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt [2025-10-18T03:28:09.510582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:09.510616] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:09.510679] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:09.510760] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:09.528269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:09.528859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:09.528943] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:09.528977] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:09.567935] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:09.568056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:09.568096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:09.568125] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:09.571286] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: UP (p=74.39%) [2025-10-18T03:28:09.571558] [INFO ] [FORECASTER] Completed predict_future for PDT [2025-10-18T03:28:09.571727] [INFO ] [sig ] PDT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:09.712365] [INFO ] [LOCAL ] Saved forecast: PDT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PDT.txt [2025-10-18T03:28:09.712592] [INFO ] [sig ] [1429/2083] Completed PDT in 0.2s | 4.14 sym/s | Total: 5.7m | ETA: 2.6m [2025-10-18T03:28:09.712633] [INFO ] [sig ] [1430/2083] Forecasting PDX... [2025-10-18T03:28:09.712701] [INFO ] [sig ] Generating forecast for: PDX [2025-10-18T03:28:09.712742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-10-18T03:28:09.721092] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDX'. [2025-10-18T03:28:09.721362] [INFO ] [FORECASTER] Starting predict_future for PDX [2025-10-18T03:28:09.746150] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:09.746861] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-10-18T03:28:09.746917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:09.746949] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:09.746976] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:09.747037] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:09.763995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:09.764512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:09.764587] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:09.764620] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:09.799283] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:09.799379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:09.799419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:09.799451] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:09.802593] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=1.07%) [2025-10-18T03:28:09.802886] [INFO ] [FORECASTER] Completed predict_future for PDX [2025-10-18T03:28:09.803083] [INFO ] [sig ] PDX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:09.949994] [INFO ] [LOCAL ] Saved forecast: PDX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PDX.txt [2025-10-18T03:28:09.950267] [INFO ] [sig ] [1430/2083] Completed PDX in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:09.950338] [INFO ] [sig ] [1431/2083] Forecasting PEB... [2025-10-18T03:28:09.950393] [INFO ] [sig ] Generating forecast for: PEB [2025-10-18T03:28:09.950432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-10-18T03:28:09.959958] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PEB'. [2025-10-18T03:28:09.960219] [INFO ] [FORECASTER] Starting predict_future for PEB [2025-10-18T03:28:09.986016] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:09.986840] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-10-18T03:28:09.986899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:09.986934] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:09.986977] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:09.987038] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:10.004342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:10.004937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:10.005020] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:10.005086] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:10.039569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:10.039687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:10.039740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:10.039772] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:10.042853] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=63.10%) [2025-10-18T03:28:10.043120] [INFO ] [FORECASTER] Completed predict_future for PEB [2025-10-18T03:28:10.043252] [INFO ] [sig ] PEB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:10.184745] [INFO ] [LOCAL ] Saved forecast: PEB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PEB.txt [2025-10-18T03:28:10.184968] [INFO ] [sig ] [1431/2083] Completed PEB in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:10.185009] [INFO ] [sig ] [1432/2083] Forecasting PEG... [2025-10-18T03:28:10.185039] [INFO ] [sig ] Generating forecast for: PEG [2025-10-18T03:28:10.185069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'. [2025-10-18T03:28:10.193543] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PEG'. [2025-10-18T03:28:10.193826] [INFO ] [FORECASTER] Starting predict_future for PEG [2025-10-18T03:28:10.218960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:10.219694] [DEBUG] [LOCAL ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt [2025-10-18T03:28:10.219750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:10.219785] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:10.219813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:10.219870] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:10.237253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:10.237883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:10.237963] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:10.237998] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:10.273968] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:10.274074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:10.274112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:10.274141] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:10.277365] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=35.56%) [2025-10-18T03:28:10.277634] [INFO ] [FORECASTER] Completed predict_future for PEG [2025-10-18T03:28:10.277851] [INFO ] [sig ] PEG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:10.417639] [INFO ] [LOCAL ] Saved forecast: PEG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PEG.txt [2025-10-18T03:28:10.417906] [INFO ] [sig ] [1432/2083] Completed PEG in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:10.417962] [INFO ] [sig ] [1433/2083] Forecasting PEO... [2025-10-18T03:28:10.417994] [INFO ] [sig ] Generating forecast for: PEO [2025-10-18T03:28:10.418025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-10-18T03:28:10.427229] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PEO'. [2025-10-18T03:28:10.427511] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-10-18T03:28:10.452193] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:10.452898] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-10-18T03:28:10.452952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:10.452985] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:10.453012] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:10.453068] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:10.469754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:10.470267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:10.470345] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:10.470377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:10.503225] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:10.503322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:10.503358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:10.503386] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:10.506617] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-10-18T03:28:10.506906] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-10-18T03:28:10.507038] [INFO ] [sig ] PEO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:10.648978] [INFO ] [LOCAL ] Saved forecast: PEO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PEO.txt [2025-10-18T03:28:10.649274] [INFO ] [sig ] [1433/2083] Completed PEO in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:10.649337] [INFO ] [sig ] [1434/2083] Forecasting PERF... [2025-10-18T03:28:10.649370] [INFO ] [sig ] Generating forecast for: PERF [2025-10-18T03:28:10.649460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-10-18T03:28:10.661260] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PERF'. [2025-10-18T03:28:10.661595] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-10-18T03:28:10.687457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:10.688228] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-10-18T03:28:10.688284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:10.688317] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:10.688344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:10.688400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:10.705938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:10.706621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:10.706917] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:10.706957] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:10.742046] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:10.742195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:10.742234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:10.742262] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:10.745600] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-10-18T03:28:10.745895] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-10-18T03:28:10.746028] [INFO ] [sig ] PERF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:10.886981] [INFO ] [LOCAL ] Saved forecast: PERF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PERF.txt [2025-10-18T03:28:10.887205] [INFO ] [sig ] [1434/2083] Completed PERF in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:10.887247] [INFO ] [sig ] [1435/2083] Forecasting PFD... [2025-10-18T03:28:10.887276] [INFO ] [sig ] Generating forecast for: PFD [2025-10-18T03:28:10.887306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-10-18T03:28:10.895976] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFD'. [2025-10-18T03:28:10.896231] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-10-18T03:28:10.921127] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:10.921830] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-10-18T03:28:10.921884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:10.921917] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:10.921944] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:10.922000] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:10.939013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:10.939542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:10.939619] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:10.939683] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:10.972465] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:10.972543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:10.972577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:10.972605] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:10.975540] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=48.20%) [2025-10-18T03:28:10.975823] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-10-18T03:28:10.975949] [INFO ] [sig ] PFD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:11.116438] [INFO ] [LOCAL ] Saved forecast: PFD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PFD.txt [2025-10-18T03:28:11.116638] [INFO ] [sig ] [1435/2083] Completed PFD in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:11.116719] [INFO ] [sig ] [1436/2083] Forecasting PFE... [2025-10-18T03:28:11.116753] [INFO ] [sig ] Generating forecast for: PFE [2025-10-18T03:28:11.116784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'. [2025-10-18T03:28:11.125480] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFE'. [2025-10-18T03:28:11.125871] [INFO ] [FORECASTER] Starting predict_future for PFE [2025-10-18T03:28:11.151471] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:11.152184] [DEBUG] [LOCAL ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt [2025-10-18T03:28:11.152238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:11.152272] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:11.152299] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:11.152355] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:11.169738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:11.170286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:11.170364] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:11.170398] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:11.204190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:11.204265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:11.204315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:11.204345] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:11.207246] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=7.00%) [2025-10-18T03:28:11.207491] [INFO ] [FORECASTER] Completed predict_future for PFE [2025-10-18T03:28:11.207611] [INFO ] [sig ] PFE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:11.348464] [INFO ] [LOCAL ] Saved forecast: PFE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PFE.txt [2025-10-18T03:28:11.348706] [INFO ] [sig ] [1436/2083] Completed PFE in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:11.348767] [INFO ] [sig ] [1437/2083] Forecasting PFGC... [2025-10-18T03:28:11.348800] [INFO ] [sig ] Generating forecast for: PFGC [2025-10-18T03:28:11.348832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-10-18T03:28:11.357627] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFGC'. [2025-10-18T03:28:11.357948] [INFO ] [FORECASTER] Starting predict_future for PFGC [2025-10-18T03:28:11.383258] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:11.384007] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-10-18T03:28:11.384096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:11.384137] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:11.384166] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:11.384222] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:11.401345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:11.401904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:11.401981] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:11.402013] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:11.437262] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:11.437379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:11.437417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:11.437445] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:11.440679] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=59.18%) [2025-10-18T03:28:11.440940] [INFO ] [FORECASTER] Completed predict_future for PFGC [2025-10-18T03:28:11.441065] [INFO ] [sig ] PFGC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:11.580416] [INFO ] [LOCAL ] Saved forecast: PFGC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PFGC.txt [2025-10-18T03:28:11.580618] [INFO ] [sig ] [1437/2083] Completed PFGC in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:11.580689] [INFO ] [sig ] [1438/2083] Forecasting PFH... [2025-10-18T03:28:11.580734] [INFO ] [sig ] Generating forecast for: PFH [2025-10-18T03:28:11.580766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-10-18T03:28:11.589347] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFH'. [2025-10-18T03:28:11.589597] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-10-18T03:28:11.614371] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:11.615089] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-10-18T03:28:11.615143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:11.615176] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:11.615218] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:11.615277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:11.632574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:11.633160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:11.633239] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:11.633274] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:11.667527] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:11.667662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:11.667720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:11.667787] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:11.671020] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=28.31%) [2025-10-18T03:28:11.671278] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-10-18T03:28:11.671408] [INFO ] [sig ] PFH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:11.813395] [INFO ] [LOCAL ] Saved forecast: PFH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PFH.txt [2025-10-18T03:28:11.813606] [INFO ] [sig ] [1438/2083] Completed PFH in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:11.813672] [INFO ] [sig ] [1439/2083] Forecasting PFL... [2025-10-18T03:28:11.813724] [INFO ] [sig ] Generating forecast for: PFL [2025-10-18T03:28:11.813757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-10-18T03:28:11.822695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFL'. [2025-10-18T03:28:11.822971] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-10-18T03:28:11.848547] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:11.849282] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-10-18T03:28:11.849336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:11.849371] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:11.849400] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:11.849458] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:11.867060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:11.867593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:11.867696] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:11.867776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:11.902970] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:11.903093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:11.903169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:11.903216] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:11.906471] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=52.99%) [2025-10-18T03:28:11.906781] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-10-18T03:28:11.906914] [INFO ] [sig ] PFL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:12.049291] [INFO ] [LOCAL ] Saved forecast: PFL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PFL.txt [2025-10-18T03:28:12.049535] [INFO ] [sig ] [1439/2083] Completed PFL in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:12.049577] [INFO ] [sig ] [1440/2083] Forecasting PFLT... [2025-10-18T03:28:12.049607] [INFO ] [sig ] Generating forecast for: PFLT [2025-10-18T03:28:12.049636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'. [2025-10-18T03:28:12.059176] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFLT'. [2025-10-18T03:28:12.059589] [INFO ] [FORECASTER] Starting predict_future for PFLT [2025-10-18T03:28:12.084804] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:12.085561] [DEBUG] [LOCAL ] No optimal features file found for PFLT: ./output/feature-sets/PFLT.txt [2025-10-18T03:28:12.085615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:12.085676] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:12.085724] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:12.085784] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:12.102632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:12.103531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:12.103710] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:12.103759] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:12.136867] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:12.137049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:12.137090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:12.137121] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:12.140630] [DEBUG] [FORECASTER] PFLT: Forecast T+1@11:T+2@11: UP (p=89.15%) [2025-10-18T03:28:12.140944] [INFO ] [FORECASTER] Completed predict_future for PFLT [2025-10-18T03:28:12.141080] [INFO ] [sig ] PFLT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:12.282864] [INFO ] [LOCAL ] Saved forecast: PFLT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PFLT.txt [2025-10-18T03:28:12.283120] [INFO ] [sig ] [1440/2083] Completed PFLT in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:12.283174] [INFO ] [sig ] [1441/2083] Forecasting PFN... [2025-10-18T03:28:12.283207] [INFO ] [sig ] Generating forecast for: PFN [2025-10-18T03:28:12.283239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-10-18T03:28:12.292174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFN'. [2025-10-18T03:28:12.292446] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-10-18T03:28:12.318663] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:12.319451] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-10-18T03:28:12.319510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:12.319544] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:12.319573] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:12.319630] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:12.337785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:12.338401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:12.338488] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:12.338526] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:12.381313] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:12.381475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:12.381545] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:12.381601] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:12.385203] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=65.81%) [2025-10-18T03:28:12.385470] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-10-18T03:28:12.385607] [INFO ] [sig ] PFN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:12.532462] [INFO ] [LOCAL ] Saved forecast: PFN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PFN.txt [2025-10-18T03:28:12.532752] [INFO ] [sig ] [1441/2083] Completed PFN in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:12.532813] [INFO ] [sig ] [1442/2083] Forecasting PFO... [2025-10-18T03:28:12.532847] [INFO ] [sig ] Generating forecast for: PFO [2025-10-18T03:28:12.532879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-10-18T03:28:12.541841] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFO'. [2025-10-18T03:28:12.542116] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-10-18T03:28:12.568538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:12.569293] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-10-18T03:28:12.569350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:12.569384] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:12.569412] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:12.569471] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:12.587506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:12.588144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:12.588231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:12.588266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:12.626175] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:12.626282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:12.626319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:12.626349] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:12.629719] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=97.15%) [2025-10-18T03:28:12.629985] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-10-18T03:28:12.630116] [INFO ] [sig ] PFO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:12.769489] [INFO ] [LOCAL ] Saved forecast: PFO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PFO.txt [2025-10-18T03:28:12.769727] [INFO ] [sig ] [1442/2083] Completed PFO in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:12.769788] [INFO ] [sig ] [1443/2083] Forecasting PFS... [2025-10-18T03:28:12.769821] [INFO ] [sig ] Generating forecast for: PFS [2025-10-18T03:28:12.769851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-10-18T03:28:12.778521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFS'. [2025-10-18T03:28:12.778831] [INFO ] [FORECASTER] Starting predict_future for PFS [2025-10-18T03:28:12.804266] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:12.805000] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-10-18T03:28:12.805054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:12.805088] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:12.805115] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:12.805171] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:12.821857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:12.822404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:12.822482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:12.822514] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:12.857546] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:12.857672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:12.857771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:12.857822] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:12.862673] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=22.70%) [2025-10-18T03:28:12.862938] [INFO ] [FORECASTER] Completed predict_future for PFS [2025-10-18T03:28:12.863071] [INFO ] [sig ] PFS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:12.999074] [INFO ] [LOCAL ] Saved forecast: PFS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PFS.txt [2025-10-18T03:28:12.999276] [INFO ] [sig ] [1443/2083] Completed PFS in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:12.999317] [INFO ] [sig ] [1444/2083] Forecasting PFSI... [2025-10-18T03:28:12.999347] [INFO ] [sig ] Generating forecast for: PFSI [2025-10-18T03:28:12.999378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-10-18T03:28:13.008120] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFSI'. [2025-10-18T03:28:13.008417] [INFO ] [FORECASTER] Starting predict_future for PFSI [2025-10-18T03:28:13.032938] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:13.033621] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-10-18T03:28:13.033699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:13.033741] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:13.033770] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:13.033826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:13.050564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:13.051121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:13.051199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:13.051232] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:13.085991] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:13.086080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:13.086115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:13.086143] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:13.089247] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=29.25%) [2025-10-18T03:28:13.089503] [INFO ] [FORECASTER] Completed predict_future for PFSI [2025-10-18T03:28:13.089635] [INFO ] [sig ] PFSI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:13.235388] [INFO ] [LOCAL ] Saved forecast: PFSI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PFSI.txt [2025-10-18T03:28:13.235677] [INFO ] [sig ] [1444/2083] Completed PFSI in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:13.235738] [INFO ] [sig ] [1445/2083] Forecasting PG... [2025-10-18T03:28:13.235772] [INFO ] [sig ] Generating forecast for: PG [2025-10-18T03:28:13.235807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PG' from 'https://tdm.silogroup.org/data/derivative_storage/PG.csv'. [2025-10-18T03:28:13.245176] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PG'. [2025-10-18T03:28:13.245535] [INFO ] [FORECASTER] Starting predict_future for PG [2025-10-18T03:28:13.275282] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:13.276209] [DEBUG] [LOCAL ] No optimal features file found for PG: ./output/feature-sets/PG.txt [2025-10-18T03:28:13.276280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:13.276327] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:13.276359] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:13.276435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:13.295852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:13.296490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:13.296583] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:13.296617] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:13.334842] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:13.334968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:13.335008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:13.335039] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:13.338414] [DEBUG] [FORECASTER] PG: Forecast T+1@11:T+2@11: DOWN (p=14.55%) [2025-10-18T03:28:13.338720] [INFO ] [FORECASTER] Completed predict_future for PG [2025-10-18T03:28:13.338900] [INFO ] [sig ] PG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:13.492624] [INFO ] [LOCAL ] Saved forecast: PG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PG.txt [2025-10-18T03:28:13.492877] [INFO ] [sig ] [1445/2083] Completed PG in 0.3s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:13.492924] [INFO ] [sig ] [1446/2083] Forecasting PGP... [2025-10-18T03:28:13.492956] [INFO ] [sig ] Generating forecast for: PGP [2025-10-18T03:28:13.492987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-10-18T03:28:13.501382] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PGP'. [2025-10-18T03:28:13.501682] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-10-18T03:28:13.527213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:13.527997] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-10-18T03:28:13.528053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:13.528088] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:13.528117] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:13.528174] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:13.545855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:13.546426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:13.546506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:13.546543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:13.582911] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:13.583048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:13.583090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:13.583119] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:13.586632] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=40.20%) [2025-10-18T03:28:13.586931] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-10-18T03:28:13.587063] [INFO ] [sig ] PGP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:13.726845] [INFO ] [LOCAL ] Saved forecast: PGP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PGP.txt [2025-10-18T03:28:13.727074] [INFO ] [sig ] [1446/2083] Completed PGP in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:13.727166] [INFO ] [sig ] [1447/2083] Forecasting PGR... [2025-10-18T03:28:13.727206] [INFO ] [sig ] Generating forecast for: PGR [2025-10-18T03:28:13.727238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGR' from 'https://tdm.silogroup.org/data/derivative_storage/PGR.csv'. [2025-10-18T03:28:13.735524] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PGR'. [2025-10-18T03:28:13.735833] [INFO ] [FORECASTER] Starting predict_future for PGR [2025-10-18T03:28:13.760612] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:13.761419] [DEBUG] [LOCAL ] No optimal features file found for PGR: ./output/feature-sets/PGR.txt [2025-10-18T03:28:13.761476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:13.761510] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:13.761538] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:13.761594] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:13.778622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:13.779162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:13.779242] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:13.779275] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:13.812885] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:13.812978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:13.813014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:13.813042] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:13.816046] [DEBUG] [FORECASTER] PGR: Forecast T+1@11:T+2@11: UP (p=65.68%) [2025-10-18T03:28:13.816304] [INFO ] [FORECASTER] Completed predict_future for PGR [2025-10-18T03:28:13.816425] [INFO ] [sig ] PGR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:13.955814] [INFO ] [LOCAL ] Saved forecast: PGR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PGR.txt [2025-10-18T03:28:13.956024] [INFO ] [sig ] [1447/2083] Completed PGR in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:13.956067] [INFO ] [sig ] [1448/2083] Forecasting PGRE... [2025-10-18T03:28:13.956097] [INFO ] [sig ] Generating forecast for: PGRE [2025-10-18T03:28:13.956128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-10-18T03:28:13.964221] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PGRE'. [2025-10-18T03:28:13.964477] [INFO ] [FORECASTER] Starting predict_future for PGRE [2025-10-18T03:28:13.989091] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:13.989784] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-10-18T03:28:13.989837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:13.989870] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:13.989897] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:13.989953] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:14.006992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:14.007503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:14.007581] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:14.007614] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:14.042007] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:14.042095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:14.042131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:14.042159] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:14.045278] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=87.10%) [2025-10-18T03:28:14.045542] [INFO ] [FORECASTER] Completed predict_future for PGRE [2025-10-18T03:28:14.045705] [INFO ] [sig ] PGRE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:14.189294] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PGRE.txt [2025-10-18T03:28:14.189559] [INFO ] [sig ] [1448/2083] Completed PGRE in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.6m [2025-10-18T03:28:14.189620] [INFO ] [sig ] [1449/2083] Forecasting PGZ... [2025-10-18T03:28:14.189685] [INFO ] [sig ] Generating forecast for: PGZ [2025-10-18T03:28:14.189732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-10-18T03:28:14.198749] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PGZ'. [2025-10-18T03:28:14.199010] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-10-18T03:28:14.223985] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:14.224725] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-10-18T03:28:14.224780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:14.224812] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:14.224840] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:14.224896] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:14.242014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:14.242523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:14.242602] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:14.242634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:14.276957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:14.277050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:14.277086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:14.277114] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:14.280189] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=38.05%) [2025-10-18T03:28:14.280441] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-10-18T03:28:14.280561] [INFO ] [sig ] PGZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:14.421628] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PGZ.txt [2025-10-18T03:28:14.421936] [INFO ] [sig ] [1449/2083] Completed PGZ in 0.2s | 4.15 sym/s | Total: 5.8m | ETA: 2.5m [2025-10-18T03:28:14.421982] [INFO ] [sig ] [1450/2083] Forecasting PHIN... [2025-10-18T03:28:14.422012] [INFO ] [sig ] Generating forecast for: PHIN [2025-10-18T03:28:14.422045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-10-18T03:28:14.430696] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHIN'. [2025-10-18T03:28:14.430999] [INFO ] [FORECASTER] Starting predict_future for PHIN [2025-10-18T03:28:14.456297] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:14.457170] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-10-18T03:28:14.457225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:14.457258] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:14.457285] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:14.457341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:14.474437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:14.475028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:14.475108] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:14.475141] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:14.513324] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:14.513471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:14.513512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:14.513558] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:14.517011] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=17.15%) [2025-10-18T03:28:14.517282] [INFO ] [FORECASTER] Completed predict_future for PHIN [2025-10-18T03:28:14.517418] [INFO ] [sig ] PHIN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:14.660433] [INFO ] [LOCAL ] Saved forecast: PHIN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PHIN.txt [2025-10-18T03:28:14.660705] [INFO ] [sig ] [1450/2083] Completed PHIN in 0.2s | 4.15 sym/s | Total: 5.8m | ETA: 2.5m [2025-10-18T03:28:14.660766] [INFO ] [sig ] [1451/2083] Forecasting PHK... [2025-10-18T03:28:14.660801] [INFO ] [sig ] Generating forecast for: PHK [2025-10-18T03:28:14.660833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-10-18T03:28:14.669554] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHK'. [2025-10-18T03:28:14.669900] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-10-18T03:28:14.700639] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:14.701886] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-10-18T03:28:14.701959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:14.702009] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:14.702050] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:14.702131] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:14.727438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:14.728677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:14.728797] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:14.728854] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:14.772068] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:14.772252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:14.772296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:14.772325] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:14.776041] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=80.34%) [2025-10-18T03:28:14.776343] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-10-18T03:28:14.776491] [INFO ] [sig ] PHK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:14.915745] [INFO ] [LOCAL ] Saved forecast: PHK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PHK.txt [2025-10-18T03:28:14.915978] [INFO ] [sig ] [1451/2083] Completed PHK in 0.3s | 4.14 sym/s | Total: 5.8m | ETA: 2.5m [2025-10-18T03:28:14.916020] [INFO ] [sig ] [1452/2083] Forecasting PHM... [2025-10-18T03:28:14.916050] [INFO ] [sig ] Generating forecast for: PHM [2025-10-18T03:28:14.916079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'. [2025-10-18T03:28:14.924542] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHM'. [2025-10-18T03:28:14.924828] [INFO ] [FORECASTER] Starting predict_future for PHM [2025-10-18T03:28:14.949309] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:14.950003] [DEBUG] [LOCAL ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt [2025-10-18T03:28:14.950057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:14.950089] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:14.950116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:14.950184] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:14.967039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:14.967548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:14.967625] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:14.967694] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:15.007612] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:15.007838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:15.007892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:15.007924] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:15.011620] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=3.91%) [2025-10-18T03:28:15.011937] [INFO ] [FORECASTER] Completed predict_future for PHM [2025-10-18T03:28:15.012088] [INFO ] [sig ] PHM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:15.173313] [INFO ] [LOCAL ] Saved forecast: PHM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PHM.txt [2025-10-18T03:28:15.173665] [INFO ] [sig ] [1452/2083] Completed PHM in 0.3s | 4.14 sym/s | Total: 5.8m | ETA: 2.5m [2025-10-18T03:28:15.173741] [INFO ] [sig ] [1453/2083] Forecasting PHR... [2025-10-18T03:28:15.173789] [INFO ] [sig ] Generating forecast for: PHR [2025-10-18T03:28:15.173857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'. [2025-10-18T03:28:15.183918] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHR'. [2025-10-18T03:28:15.184245] [INFO ] [FORECASTER] Starting predict_future for PHR [2025-10-18T03:28:15.209019] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:15.209758] [DEBUG] [LOCAL ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt [2025-10-18T03:28:15.209813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:15.209847] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:15.209874] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:15.209994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:15.227365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:15.227975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:15.228068] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:15.228107] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:15.263290] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:15.263390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:15.263426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:15.263453] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:15.266562] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: DOWN (p=20.43%) [2025-10-18T03:28:15.266848] [INFO ] [FORECASTER] Completed predict_future for PHR [2025-10-18T03:28:15.266979] [INFO ] [sig ] PHR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:15.408871] [INFO ] [LOCAL ] Saved forecast: PHR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PHR.txt [2025-10-18T03:28:15.409085] [INFO ] [sig ] [1453/2083] Completed PHR in 0.2s | 4.14 sym/s | Total: 5.8m | ETA: 2.5m [2025-10-18T03:28:15.409127] [INFO ] [sig ] [1454/2083] Forecasting PII... [2025-10-18T03:28:15.409157] [INFO ] [sig ] Generating forecast for: PII [2025-10-18T03:28:15.409189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-10-18T03:28:15.418707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PII'. [2025-10-18T03:28:15.419082] [INFO ] [FORECASTER] Starting predict_future for PII [2025-10-18T03:28:15.444409] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:15.445158] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-10-18T03:28:15.445213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:15.445245] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:15.445272] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:15.445345] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:15.462172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:15.462767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:15.462847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:15.462881] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:15.510103] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:15.510293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:15.510353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:15.510410] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:15.514456] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=11.20%) [2025-10-18T03:28:15.514911] [INFO ] [FORECASTER] Completed predict_future for PII [2025-10-18T03:28:15.515125] [INFO ] [sig ] PII: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:15.660801] [INFO ] [LOCAL ] Saved forecast: PII 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PII.txt [2025-10-18T03:28:15.661160] [INFO ] [sig ] [1454/2083] Completed PII in 0.3s | 4.14 sym/s | Total: 5.8m | ETA: 2.5m [2025-10-18T03:28:15.661221] [INFO ] [sig ] [1455/2083] Forecasting PIM... [2025-10-18T03:28:15.661265] [INFO ] [sig ] Generating forecast for: PIM [2025-10-18T03:28:15.661311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-10-18T03:28:15.671825] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PIM'. [2025-10-18T03:28:15.672306] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-10-18T03:28:15.705548] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:15.706416] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-10-18T03:28:15.706475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:15.706511] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:15.706539] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:15.706600] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:15.725082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:15.725744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:15.725827] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:15.725861] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:15.761531] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:15.761631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:15.761705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:15.761743] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:15.764822] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=3.87%) [2025-10-18T03:28:15.765079] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-10-18T03:28:15.765205] [INFO ] [sig ] PIM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:15.903826] [INFO ] [LOCAL ] Saved forecast: PIM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PIM.txt [2025-10-18T03:28:15.904029] [INFO ] [sig ] [1455/2083] Completed PIM in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:15.904076] [INFO ] [sig ] [1456/2083] Forecasting PINE... [2025-10-18T03:28:15.904107] [INFO ] [sig ] Generating forecast for: PINE [2025-10-18T03:28:15.904139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-10-18T03:28:15.913728] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PINE'. [2025-10-18T03:28:15.914073] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-10-18T03:28:15.939029] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:15.939756] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-10-18T03:28:15.939811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:15.939843] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:15.939871] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:15.939927] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:15.956542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:15.957091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:15.957169] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:15.957203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:15.994228] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:15.994331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:15.994398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:15.994428] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:16.002794] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=91.04%) [2025-10-18T03:28:16.003133] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-10-18T03:28:16.003275] [INFO ] [sig ] PINE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:16.141152] [INFO ] [LOCAL ] Saved forecast: PINE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PINE.txt [2025-10-18T03:28:16.141369] [INFO ] [sig ] [1456/2083] Completed PINE in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:16.141413] [INFO ] [sig ] [1457/2083] Forecasting PINS... [2025-10-18T03:28:16.141444] [INFO ] [sig ] Generating forecast for: PINS [2025-10-18T03:28:16.141474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-10-18T03:28:16.150485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PINS'. [2025-10-18T03:28:16.150775] [INFO ] [FORECASTER] Starting predict_future for PINS [2025-10-18T03:28:16.175603] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:16.176308] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-10-18T03:28:16.176362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:16.176395] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:16.176422] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:16.176478] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:16.193218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:16.193774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:16.193853] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:16.193886] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:16.229619] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:16.229737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:16.229777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:16.229826] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:16.232848] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=88.61%) [2025-10-18T03:28:16.233104] [INFO ] [FORECASTER] Completed predict_future for PINS [2025-10-18T03:28:16.233233] [INFO ] [sig ] PINS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:16.371140] [INFO ] [LOCAL ] Saved forecast: PINS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PINS.txt [2025-10-18T03:28:16.371349] [INFO ] [sig ] [1457/2083] Completed PINS in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:16.371389] [INFO ] [sig ] [1458/2083] Forecasting PIPR... [2025-10-18T03:28:16.371419] [INFO ] [sig ] Generating forecast for: PIPR [2025-10-18T03:28:16.371450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'. [2025-10-18T03:28:16.381236] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PIPR'. [2025-10-18T03:28:16.381506] [INFO ] [FORECASTER] Starting predict_future for PIPR [2025-10-18T03:28:16.406102] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:16.406801] [DEBUG] [LOCAL ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt [2025-10-18T03:28:16.406855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:16.406888] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:16.406915] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:16.406970] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:16.423939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:16.424457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:16.424532] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:16.424565] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:16.469583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:16.469705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:16.469753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:16.469782] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:16.472892] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: UP (p=98.08%) [2025-10-18T03:28:16.473148] [INFO ] [FORECASTER] Completed predict_future for PIPR [2025-10-18T03:28:16.473283] [INFO ] [sig ] PIPR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:16.609814] [INFO ] [LOCAL ] Saved forecast: PIPR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PIPR.txt [2025-10-18T03:28:16.610021] [INFO ] [sig ] [1458/2083] Completed PIPR in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:16.610062] [INFO ] [sig ] [1459/2083] Forecasting PJT... [2025-10-18T03:28:16.610092] [INFO ] [sig ] Generating forecast for: PJT [2025-10-18T03:28:16.610123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'. [2025-10-18T03:28:16.619129] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PJT'. [2025-10-18T03:28:16.619389] [INFO ] [FORECASTER] Starting predict_future for PJT [2025-10-18T03:28:16.644112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:16.644822] [DEBUG] [LOCAL ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt [2025-10-18T03:28:16.644875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:16.644908] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:16.644936] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:16.645005] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:16.662052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:16.662580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:16.662678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:16.662732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:16.704277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:16.704408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:16.704445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:16.704474] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:16.707770] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: UP (p=92.69%) [2025-10-18T03:28:16.708056] [INFO ] [FORECASTER] Completed predict_future for PJT [2025-10-18T03:28:16.708199] [INFO ] [sig ] PJT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:16.846237] [INFO ] [LOCAL ] Saved forecast: PJT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PJT.txt [2025-10-18T03:28:16.846449] [INFO ] [sig ] [1459/2083] Completed PJT in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:16.846490] [INFO ] [sig ] [1460/2083] Forecasting PK... [2025-10-18T03:28:16.846521] [INFO ] [sig ] Generating forecast for: PK [2025-10-18T03:28:16.846551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-10-18T03:28:16.855428] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PK'. [2025-10-18T03:28:16.855752] [INFO ] [FORECASTER] Starting predict_future for PK [2025-10-18T03:28:16.880692] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:16.881386] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-10-18T03:28:16.881439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:16.881471] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:16.881498] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:16.881553] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:16.898454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:16.899023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:16.899104] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:16.899137] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:16.934315] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:16.934397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:16.934431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:16.934459] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:16.937405] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=49.80%) [2025-10-18T03:28:16.937676] [INFO ] [FORECASTER] Completed predict_future for PK [2025-10-18T03:28:16.937847] [INFO ] [sig ] PK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:17.076322] [INFO ] [LOCAL ] Saved forecast: PK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PK.txt [2025-10-18T03:28:17.076531] [INFO ] [sig ] [1460/2083] Completed PK in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:17.076573] [INFO ] [sig ] [1461/2083] Forecasting PKE... [2025-10-18T03:28:17.076602] [INFO ] [sig ] Generating forecast for: PKE [2025-10-18T03:28:17.076634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-10-18T03:28:17.085612] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKE'. [2025-10-18T03:28:17.085890] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-10-18T03:28:17.110517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:17.111197] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-10-18T03:28:17.111250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:17.111283] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:17.111310] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:17.111366] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:17.128299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:17.128857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:17.128935] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:17.128968] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:17.163926] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:17.164014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:17.164050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:17.164079] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:17.167063] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=13.15%) [2025-10-18T03:28:17.167322] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-10-18T03:28:17.167450] [INFO ] [sig ] PKE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:17.304721] [INFO ] [LOCAL ] Saved forecast: PKE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PKE.txt [2025-10-18T03:28:17.304929] [INFO ] [sig ] [1461/2083] Completed PKE in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:17.304970] [INFO ] [sig ] [1462/2083] Forecasting PKG... [2025-10-18T03:28:17.305001] [INFO ] [sig ] Generating forecast for: PKG [2025-10-18T03:28:17.305031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-10-18T03:28:17.313332] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKG'. [2025-10-18T03:28:17.313590] [INFO ] [FORECASTER] Starting predict_future for PKG [2025-10-18T03:28:17.338262] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:17.338973] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-10-18T03:28:17.339028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:17.339061] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:17.339088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:17.339144] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:17.355920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:17.356432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:17.356509] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:17.356542] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:17.397994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:17.398155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:17.398229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:17.398283] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:17.401906] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=3.48%) [2025-10-18T03:28:17.402202] [INFO ] [FORECASTER] Completed predict_future for PKG [2025-10-18T03:28:17.402342] [INFO ] [sig ] PKG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:17.540451] [INFO ] [LOCAL ] Saved forecast: PKG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PKG.txt [2025-10-18T03:28:17.540677] [INFO ] [sig ] [1462/2083] Completed PKG in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:17.540744] [INFO ] [sig ] [1463/2083] Forecasting PKST... [2025-10-18T03:28:17.540778] [INFO ] [sig ] Generating forecast for: PKST [2025-10-18T03:28:17.540808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'. [2025-10-18T03:28:17.549473] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKST'. [2025-10-18T03:28:17.549747] [INFO ] [FORECASTER] Starting predict_future for PKST [2025-10-18T03:28:17.574565] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:17.575276] [DEBUG] [LOCAL ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt [2025-10-18T03:28:17.575332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:17.575364] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:17.575391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:17.575451] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:17.592732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:17.593295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:17.593373] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:17.593406] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:17.628050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:17.628127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:17.628168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:17.628196] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:17.631163] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: DOWN (p=10.20%) [2025-10-18T03:28:17.631407] [INFO ] [FORECASTER] Completed predict_future for PKST [2025-10-18T03:28:17.631537] [INFO ] [sig ] PKST: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:17.769482] [INFO ] [LOCAL ] Saved forecast: PKST 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PKST.txt [2025-10-18T03:28:17.769730] [INFO ] [sig ] [1463/2083] Completed PKST in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:17.769788] [INFO ] [sig ] [1464/2083] Forecasting PKX... [2025-10-18T03:28:17.769821] [INFO ] [sig ] Generating forecast for: PKX [2025-10-18T03:28:17.769851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-10-18T03:28:17.778210] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKX'. [2025-10-18T03:28:17.778492] [INFO ] [FORECASTER] Starting predict_future for PKX [2025-10-18T03:28:17.803296] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:17.804011] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-10-18T03:28:17.804065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:17.804098] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:17.804125] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:17.804184] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:17.820879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:17.821418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:17.821495] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:17.821528] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:17.857920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:17.857997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:17.858033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:17.858077] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:17.861033] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=49.49%) [2025-10-18T03:28:17.861280] [INFO ] [FORECASTER] Completed predict_future for PKX [2025-10-18T03:28:17.861403] [INFO ] [sig ] PKX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:18.060475] [INFO ] [LOCAL ] Saved forecast: PKX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PKX.txt [2025-10-18T03:28:18.060696] [INFO ] [sig ] [1464/2083] Completed PKX in 0.3s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:18.060755] [INFO ] [sig ] [1465/2083] Forecasting PL... [2025-10-18T03:28:18.060788] [INFO ] [sig ] Generating forecast for: PL [2025-10-18T03:28:18.060819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-10-18T03:28:18.069336] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PL'. [2025-10-18T03:28:18.069587] [INFO ] [FORECASTER] Starting predict_future for PL [2025-10-18T03:28:18.094261] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:18.094980] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-10-18T03:28:18.095035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:18.095068] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:18.095098] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:18.095155] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:18.112018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:18.112527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:18.112603] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:18.112636] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:18.147930] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:18.148011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:18.148046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:18.148074] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:18.151078] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=77.66%) [2025-10-18T03:28:18.151328] [INFO ] [FORECASTER] Completed predict_future for PL [2025-10-18T03:28:18.151453] [INFO ] [sig ] PL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:18.293993] [INFO ] [LOCAL ] Saved forecast: PL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PL.txt [2025-10-18T03:28:18.294227] [INFO ] [sig ] [1465/2083] Completed PL in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:18.294270] [INFO ] [sig ] [1466/2083] Forecasting PLD... [2025-10-18T03:28:18.294301] [INFO ] [sig ] Generating forecast for: PLD [2025-10-18T03:28:18.294333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-10-18T03:28:18.304743] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLD'. [2025-10-18T03:28:18.305060] [INFO ] [FORECASTER] Starting predict_future for PLD [2025-10-18T03:28:18.330045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:18.330829] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-10-18T03:28:18.330884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:18.330963] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:18.331001] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:18.331060] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:18.347995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:18.348535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:18.348613] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:18.348676] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:18.386206] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:18.386334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:18.386372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:18.386401] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:18.389710] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=89.37%) [2025-10-18T03:28:18.389981] [INFO ] [FORECASTER] Completed predict_future for PLD [2025-10-18T03:28:18.390111] [INFO ] [sig ] PLD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:18.527434] [INFO ] [LOCAL ] Saved forecast: PLD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PLD.txt [2025-10-18T03:28:18.527634] [INFO ] [sig ] [1466/2083] Completed PLD in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:18.527714] [INFO ] [sig ] [1467/2083] Forecasting PLNT... [2025-10-18T03:28:18.527780] [INFO ] [sig ] Generating forecast for: PLNT [2025-10-18T03:28:18.527826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'. [2025-10-18T03:28:18.536851] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLNT'. [2025-10-18T03:28:18.537154] [INFO ] [FORECASTER] Starting predict_future for PLNT [2025-10-18T03:28:18.562020] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:18.562754] [DEBUG] [LOCAL ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt [2025-10-18T03:28:18.562810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:18.562843] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:18.562871] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:18.562928] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:18.579755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:18.580340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:18.580419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:18.580452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:18.627420] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:18.627551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:18.627587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:18.627619] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:18.630998] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: UP (p=68.31%) [2025-10-18T03:28:18.631267] [INFO ] [FORECASTER] Completed predict_future for PLNT [2025-10-18T03:28:18.631400] [INFO ] [sig ] PLNT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:18.770170] [INFO ] [LOCAL ] Saved forecast: PLNT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PLNT.txt [2025-10-18T03:28:18.770377] [INFO ] [sig ] [1467/2083] Completed PLNT in 0.2s | 4.14 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:18.770418] [INFO ] [sig ] [1468/2083] Forecasting PLOW... [2025-10-18T03:28:18.770449] [INFO ] [sig ] Generating forecast for: PLOW [2025-10-18T03:28:18.770479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'. [2025-10-18T03:28:18.779025] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLOW'. [2025-10-18T03:28:18.779347] [INFO ] [FORECASTER] Starting predict_future for PLOW [2025-10-18T03:28:18.803760] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:18.804451] [DEBUG] [LOCAL ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt [2025-10-18T03:28:18.804505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:18.804538] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:18.804567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:18.804624] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:18.821324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:18.821896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:18.821975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:18.822007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:18.859370] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:18.859483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:18.859519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:18.859548] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:18.862704] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=40.56%) [2025-10-18T03:28:18.862964] [INFO ] [FORECASTER] Completed predict_future for PLOW [2025-10-18T03:28:18.863092] [INFO ] [sig ] PLOW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:19.000933] [INFO ] [LOCAL ] Saved forecast: PLOW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PLOW.txt [2025-10-18T03:28:19.001162] [INFO ] [sig ] [1468/2083] Completed PLOW in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:19.001218] [INFO ] [sig ] [1469/2083] Forecasting PLYM... [2025-10-18T03:28:19.001251] [INFO ] [sig ] Generating forecast for: PLYM [2025-10-18T03:28:19.001282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-10-18T03:28:19.010202] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLYM'. [2025-10-18T03:28:19.010510] [INFO ] [FORECASTER] Starting predict_future for PLYM [2025-10-18T03:28:19.035272] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:19.036031] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-10-18T03:28:19.036092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:19.036126] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:19.036153] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:19.036212] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:19.053678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:19.054621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:19.054735] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:19.054777] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:19.091500] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:19.091610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:19.091677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:19.091727] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:19.094883] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-10-18T03:28:19.095155] [INFO ] [FORECASTER] Completed predict_future for PLYM [2025-10-18T03:28:19.095293] [INFO ] [sig ] PLYM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:19.231195] [INFO ] [LOCAL ] Saved forecast: PLYM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PLYM.txt [2025-10-18T03:28:19.231442] [INFO ] [sig ] [1469/2083] Completed PLYM in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:19.231491] [INFO ] [sig ] [1470/2083] Forecasting PM... [2025-10-18T03:28:19.231523] [INFO ] [sig ] Generating forecast for: PM [2025-10-18T03:28:19.231554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'. [2025-10-18T03:28:19.240594] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PM'. [2025-10-18T03:28:19.241038] [INFO ] [FORECASTER] Starting predict_future for PM [2025-10-18T03:28:19.265802] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:19.266516] [DEBUG] [LOCAL ] No optimal features file found for PM: ./output/feature-sets/PM.txt [2025-10-18T03:28:19.266571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:19.266604] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:19.266631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:19.266727] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:19.283442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:19.284028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:19.284106] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:19.284140] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:19.319980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:19.320073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:19.320109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:19.320137] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:19.323185] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: UP (p=92.09%) [2025-10-18T03:28:19.323442] [INFO ] [FORECASTER] Completed predict_future for PM [2025-10-18T03:28:19.323572] [INFO ] [sig ] PM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:19.460120] [INFO ] [LOCAL ] Saved forecast: PM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PM.txt [2025-10-18T03:28:19.460341] [INFO ] [sig ] [1470/2083] Completed PM in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:19.460383] [INFO ] [sig ] [1471/2083] Forecasting PML... [2025-10-18T03:28:19.460413] [INFO ] [sig ] Generating forecast for: PML [2025-10-18T03:28:19.460443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-10-18T03:28:19.468536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PML'. [2025-10-18T03:28:19.468840] [INFO ] [FORECASTER] Starting predict_future for PML [2025-10-18T03:28:19.493525] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:19.494282] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-10-18T03:28:19.494336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:19.494369] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:19.494396] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:19.494452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:19.511110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:19.511664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:19.511747] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:19.511781] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:19.549245] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:19.549339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:19.549374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:19.549419] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:19.552485] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=37.80%) [2025-10-18T03:28:19.552791] [INFO ] [FORECASTER] Completed predict_future for PML [2025-10-18T03:28:19.552930] [INFO ] [sig ] PML: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:19.692469] [INFO ] [LOCAL ] Saved forecast: PML 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PML.txt [2025-10-18T03:28:19.692747] [INFO ] [sig ] [1471/2083] Completed PML in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:19.692808] [INFO ] [sig ] [1472/2083] Forecasting PMM... [2025-10-18T03:28:19.692842] [INFO ] [sig ] Generating forecast for: PMM [2025-10-18T03:28:19.692873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-10-18T03:28:19.701965] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PMM'. [2025-10-18T03:28:19.702460] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-10-18T03:28:19.728883] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:19.729717] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-10-18T03:28:19.729778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:19.729812] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:19.729840] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:19.729897] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:19.746734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:19.747602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:19.747721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:19.747810] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:19.789196] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:19.789365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:19.789409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:19.789438] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:19.792945] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=21.63%) [2025-10-18T03:28:19.793221] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-10-18T03:28:19.793761] [INFO ] [sig ] PMM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:19.934506] [INFO ] [LOCAL ] Saved forecast: PMM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PMM.txt [2025-10-18T03:28:19.934810] [INFO ] [sig ] [1472/2083] Completed PMM in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:19.934873] [INFO ] [sig ] [1473/2083] Forecasting PMO... [2025-10-18T03:28:19.934907] [INFO ] [sig ] Generating forecast for: PMO [2025-10-18T03:28:19.934939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-10-18T03:28:19.943662] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PMO'. [2025-10-18T03:28:19.944015] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-10-18T03:28:19.970624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:19.971434] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-10-18T03:28:19.971491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:19.971525] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:19.971553] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:19.971610] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:19.988371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:19.988957] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:19.989036] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:19.989069] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:20.024457] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:20.024663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:20.024728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:20.024762] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:20.028401] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=11.84%) [2025-10-18T03:28:20.028724] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-10-18T03:28:20.028870] [INFO ] [sig ] PMO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:20.166189] [INFO ] [LOCAL ] Saved forecast: PMO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PMO.txt [2025-10-18T03:28:20.166431] [INFO ] [sig ] [1473/2083] Completed PMO in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.5m [2025-10-18T03:28:20.166474] [INFO ] [sig ] [1474/2083] Forecasting PMT... [2025-10-18T03:28:20.166505] [INFO ] [sig ] Generating forecast for: PMT [2025-10-18T03:28:20.166536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'. [2025-10-18T03:28:20.175631] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PMT'. [2025-10-18T03:28:20.176040] [INFO ] [FORECASTER] Starting predict_future for PMT [2025-10-18T03:28:20.201966] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:20.202828] [DEBUG] [LOCAL ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt [2025-10-18T03:28:20.202883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:20.202918] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:20.202947] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:20.203004] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:20.220612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:20.221342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:20.221429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:20.221462] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:20.257923] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:20.258078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:20.258119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:20.258150] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:20.261582] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: DOWN (p=4.26%) [2025-10-18T03:28:20.261896] [INFO ] [FORECASTER] Completed predict_future for PMT [2025-10-18T03:28:20.262042] [INFO ] [sig ] PMT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:20.409596] [INFO ] [LOCAL ] Saved forecast: PMT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PMT.txt [2025-10-18T03:28:20.409871] [INFO ] [sig ] [1474/2083] Completed PMT in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.4m [2025-10-18T03:28:20.409921] [INFO ] [sig ] [1475/2083] Forecasting PNC... [2025-10-18T03:28:20.409954] [INFO ] [sig ] Generating forecast for: PNC [2025-10-18T03:28:20.409985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'. [2025-10-18T03:28:20.419172] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNC'. [2025-10-18T03:28:20.419592] [INFO ] [FORECASTER] Starting predict_future for PNC [2025-10-18T03:28:20.447282] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:20.448202] [DEBUG] [LOCAL ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt [2025-10-18T03:28:20.448261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:20.448296] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:20.448327] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:20.448387] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:20.465572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:20.466489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:20.466590] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:20.466626] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:20.513023] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:20.513228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:20.513285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:20.513321] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:20.518569] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=71.46%) [2025-10-18T03:28:20.519207] [INFO ] [FORECASTER] Completed predict_future for PNC [2025-10-18T03:28:20.519405] [INFO ] [sig ] PNC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:20.657509] [INFO ] [LOCAL ] Saved forecast: PNC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PNC.txt [2025-10-18T03:28:20.657787] [INFO ] [sig ] [1475/2083] Completed PNC in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.4m [2025-10-18T03:28:20.657848] [INFO ] [sig ] [1476/2083] Forecasting PNI... [2025-10-18T03:28:20.657881] [INFO ] [sig ] Generating forecast for: PNI [2025-10-18T03:28:20.657964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-10-18T03:28:20.666201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNI'. [2025-10-18T03:28:20.666503] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-10-18T03:28:20.691418] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:20.692188] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-10-18T03:28:20.692248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:20.692281] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:20.692309] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:20.692364] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:20.709452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:20.710193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:20.710277] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:20.710311] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:20.743357] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:20.743505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:20.743542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:20.743570] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:20.746910] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=93.42%) [2025-10-18T03:28:20.747193] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-10-18T03:28:20.747323] [INFO ] [sig ] PNI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:20.885302] [INFO ] [LOCAL ] Saved forecast: PNI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PNI.txt [2025-10-18T03:28:20.885548] [INFO ] [sig ] [1476/2083] Completed PNI in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.4m [2025-10-18T03:28:20.885589] [INFO ] [sig ] [1477/2083] Forecasting PNNT... [2025-10-18T03:28:20.885626] [INFO ] [sig ] Generating forecast for: PNNT [2025-10-18T03:28:20.885693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'. [2025-10-18T03:28:20.894140] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNNT'. [2025-10-18T03:28:20.894414] [INFO ] [FORECASTER] Starting predict_future for PNNT [2025-10-18T03:28:20.919390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:20.920097] [DEBUG] [LOCAL ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt [2025-10-18T03:28:20.920152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:20.920185] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:20.920212] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:20.920273] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:20.936979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:20.937566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:20.937665] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:20.937720] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:20.972670] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:20.972855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:20.972897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:20.972927] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:20.976388] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=36.06%) [2025-10-18T03:28:20.976696] [INFO ] [FORECASTER] Completed predict_future for PNNT [2025-10-18T03:28:20.976848] [INFO ] [sig ] PNNT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:21.116341] [INFO ] [LOCAL ] Saved forecast: PNNT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PNNT.txt [2025-10-18T03:28:21.116558] [INFO ] [sig ] [1477/2083] Completed PNNT in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.4m [2025-10-18T03:28:21.116600] [INFO ] [sig ] [1478/2083] Forecasting PNR... [2025-10-18T03:28:21.116630] [INFO ] [sig ] Generating forecast for: PNR [2025-10-18T03:28:21.116698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNR' from 'https://tdm.silogroup.org/data/derivative_storage/PNR.csv'. [2025-10-18T03:28:21.125022] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNR'. [2025-10-18T03:28:21.125286] [INFO ] [FORECASTER] Starting predict_future for PNR [2025-10-18T03:28:21.150119] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:21.150916] [DEBUG] [LOCAL ] No optimal features file found for PNR: ./output/feature-sets/PNR.txt [2025-10-18T03:28:21.150972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:21.151007] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:21.151035] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:21.151096] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:21.167815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:21.168351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:21.168429] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:21.168462] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:21.204704] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:21.204808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:21.204845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:21.204874] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:21.207990] [DEBUG] [FORECASTER] PNR: Forecast T+1@11:T+2@11: UP (p=81.25%) [2025-10-18T03:28:21.208253] [INFO ] [FORECASTER] Completed predict_future for PNR [2025-10-18T03:28:21.208383] [INFO ] [sig ] PNR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:21.346670] [INFO ] [LOCAL ] Saved forecast: PNR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PNR.txt [2025-10-18T03:28:21.346890] [INFO ] [sig ] [1478/2083] Completed PNR in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.4m [2025-10-18T03:28:21.346932] [INFO ] [sig ] [1479/2083] Forecasting PNW... [2025-10-18T03:28:21.346962] [INFO ] [sig ] Generating forecast for: PNW [2025-10-18T03:28:21.346992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'. [2025-10-18T03:28:21.355629] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNW'. [2025-10-18T03:28:21.355972] [INFO ] [FORECASTER] Starting predict_future for PNW [2025-10-18T03:28:21.380957] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:21.381674] [DEBUG] [LOCAL ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt [2025-10-18T03:28:21.381765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:21.381806] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:21.381842] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:21.381899] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:21.398872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:21.399395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:21.399472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:21.399505] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:21.436569] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:21.436709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:21.436758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:21.436789] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:21.439996] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: DOWN (p=7.52%) [2025-10-18T03:28:21.440257] [INFO ] [FORECASTER] Completed predict_future for PNW [2025-10-18T03:28:21.440388] [INFO ] [sig ] PNW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:21.579037] [INFO ] [LOCAL ] Saved forecast: PNW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PNW.txt [2025-10-18T03:28:21.579242] [INFO ] [sig ] [1479/2083] Completed PNW in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.4m [2025-10-18T03:28:21.579283] [INFO ] [sig ] [1480/2083] Forecasting POR... [2025-10-18T03:28:21.579314] [INFO ] [sig ] Generating forecast for: POR [2025-10-18T03:28:21.579345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'. [2025-10-18T03:28:21.588121] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'POR'. [2025-10-18T03:28:21.588439] [INFO ] [FORECASTER] Starting predict_future for POR [2025-10-18T03:28:21.614382] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:21.615200] [DEBUG] [LOCAL ] No optimal features file found for POR: ./output/feature-sets/POR.txt [2025-10-18T03:28:21.615256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:21.615291] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:21.615320] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:21.615378] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:21.632589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:21.633185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:21.633267] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:21.633301] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:21.669069] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:21.669174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:21.669211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:21.669240] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:21.672364] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: UP (p=98.26%) [2025-10-18T03:28:21.672620] [INFO ] [FORECASTER] Completed predict_future for POR [2025-10-18T03:28:21.672793] [INFO ] [sig ] POR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:21.812787] [INFO ] [LOCAL ] Saved forecast: POR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/POR.txt [2025-10-18T03:28:21.813027] [INFO ] [sig ] [1480/2083] Completed POR in 0.2s | 4.15 sym/s | Total: 5.9m | ETA: 2.4m [2025-10-18T03:28:21.813082] [INFO ] [sig ] [1481/2083] Forecasting POST... [2025-10-18T03:28:21.813152] [INFO ] [sig ] Generating forecast for: POST [2025-10-18T03:28:21.813203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'. [2025-10-18T03:28:21.822503] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'POST'. [2025-10-18T03:28:21.822864] [INFO ] [FORECASTER] Starting predict_future for POST [2025-10-18T03:28:21.849540] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:21.850414] [DEBUG] [LOCAL ] No optimal features file found for POST: ./output/feature-sets/POST.txt [2025-10-18T03:28:21.850477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:21.850512] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:21.850540] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:21.850603] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:21.868369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:21.869132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:21.869227] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:21.869265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:21.904583] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:21.904758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:21.904815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:21.904852] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:21.908265] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-10-18T03:28:21.908548] [INFO ] [FORECASTER] Completed predict_future for POST [2025-10-18T03:28:21.908729] [INFO ] [sig ] POST: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:22.048424] [INFO ] [LOCAL ] Saved forecast: POST 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/POST.txt [2025-10-18T03:28:22.048695] [INFO ] [sig ] [1481/2083] Completed POST in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:22.048769] [INFO ] [sig ] [1482/2083] Forecasting PPG... [2025-10-18T03:28:22.048809] [INFO ] [sig ] Generating forecast for: PPG [2025-10-18T03:28:22.048847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-10-18T03:28:22.057858] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PPG'. [2025-10-18T03:28:22.058186] [INFO ] [FORECASTER] Starting predict_future for PPG [2025-10-18T03:28:22.083718] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:22.084556] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-10-18T03:28:22.084611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:22.084671] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:22.084722] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:22.084782] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:22.101749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:22.102320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:22.102437] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:22.102476] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:22.138878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:22.139022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:22.139062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:22.139091] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:22.142449] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-10-18T03:28:22.142783] [INFO ] [FORECASTER] Completed predict_future for PPG [2025-10-18T03:28:22.142924] [INFO ] [sig ] PPG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:22.282018] [INFO ] [LOCAL ] Saved forecast: PPG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PPG.txt [2025-10-18T03:28:22.282233] [INFO ] [sig ] [1482/2083] Completed PPG in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:22.282275] [INFO ] [sig ] [1483/2083] Forecasting PPL... [2025-10-18T03:28:22.282306] [INFO ] [sig ] Generating forecast for: PPL [2025-10-18T03:28:22.282338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'. [2025-10-18T03:28:22.291033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PPL'. [2025-10-18T03:28:22.291324] [INFO ] [FORECASTER] Starting predict_future for PPL [2025-10-18T03:28:22.316799] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:22.317485] [DEBUG] [LOCAL ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt [2025-10-18T03:28:22.317540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:22.317574] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:22.317603] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:22.317682] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:22.334600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:22.335337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:22.335419] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:22.335452] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:22.372092] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:22.372257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:22.372298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:22.372328] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:22.375910] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=90.45%) [2025-10-18T03:28:22.376224] [INFO ] [FORECASTER] Completed predict_future for PPL [2025-10-18T03:28:22.376370] [INFO ] [sig ] PPL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:22.515742] [INFO ] [LOCAL ] Saved forecast: PPL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PPL.txt [2025-10-18T03:28:22.515979] [INFO ] [sig ] [1483/2083] Completed PPL in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:22.516022] [INFO ] [sig ] [1484/2083] Forecasting PPT... [2025-10-18T03:28:22.516059] [INFO ] [sig ] Generating forecast for: PPT [2025-10-18T03:28:22.516091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'. [2025-10-18T03:28:22.524721] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PPT'. [2025-10-18T03:28:22.525016] [INFO ] [FORECASTER] Starting predict_future for PPT [2025-10-18T03:28:22.554260] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:22.555239] [DEBUG] [LOCAL ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt [2025-10-18T03:28:22.555298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:22.555332] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:22.555361] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:22.555421] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:22.574860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:22.575690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:22.575800] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:22.575843] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:22.615175] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:22.615365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:22.615437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:22.615473] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:22.619300] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: DOWN (p=9.71%) [2025-10-18T03:28:22.619571] [INFO ] [FORECASTER] Completed predict_future for PPT [2025-10-18T03:28:22.619756] [INFO ] [sig ] PPT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:22.757244] [INFO ] [LOCAL ] Saved forecast: PPT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PPT.txt [2025-10-18T03:28:22.757473] [INFO ] [sig ] [1484/2083] Completed PPT in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:22.757516] [INFO ] [sig ] [1485/2083] Forecasting PR... [2025-10-18T03:28:22.757545] [INFO ] [sig ] Generating forecast for: PR [2025-10-18T03:28:22.757576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'. [2025-10-18T03:28:22.766302] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PR'. [2025-10-18T03:28:22.766709] [INFO ] [FORECASTER] Starting predict_future for PR [2025-10-18T03:28:22.792000] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:22.792763] [DEBUG] [LOCAL ] No optimal features file found for PR: ./output/feature-sets/PR.txt [2025-10-18T03:28:22.792818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:22.792851] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:22.792877] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:22.792933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:22.809711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:22.810389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:22.810471] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:22.810505] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:22.845910] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:22.846077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:22.846116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:22.846145] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:22.851597] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: DOWN (p=36.20%) [2025-10-18T03:28:22.851933] [INFO ] [FORECASTER] Completed predict_future for PR [2025-10-18T03:28:22.852077] [INFO ] [sig ] PR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:22.989247] [INFO ] [LOCAL ] Saved forecast: PR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PR.txt [2025-10-18T03:28:22.989506] [INFO ] [sig ] [1485/2083] Completed PR in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:22.989549] [INFO ] [sig ] [1486/2083] Forecasting PRA... [2025-10-18T03:28:22.989580] [INFO ] [sig ] Generating forecast for: PRA [2025-10-18T03:28:22.989611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-10-18T03:28:22.998392] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRA'. [2025-10-18T03:28:22.998790] [INFO ] [FORECASTER] Starting predict_future for PRA [2025-10-18T03:28:23.024352] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:23.025209] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-10-18T03:28:23.025265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:23.025299] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:23.025326] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:23.025383] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:23.042463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:23.043313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:23.043398] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:23.043431] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:23.079576] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:23.079744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:23.079793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:23.079823] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:23.083089] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: UP (p=64.45%) [2025-10-18T03:28:23.083355] [INFO ] [FORECASTER] Completed predict_future for PRA [2025-10-18T03:28:23.083487] [INFO ] [sig ] PRA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:23.238377] [INFO ] [LOCAL ] Saved forecast: PRA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRA.txt [2025-10-18T03:28:23.238610] [INFO ] [sig ] [1486/2083] Completed PRA in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:23.238679] [INFO ] [sig ] [1487/2083] Forecasting PRCS... [2025-10-18T03:28:23.238729] [INFO ] [sig ] Generating forecast for: PRCS [2025-10-18T03:28:23.238762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRCS' from 'https://tdm.silogroup.org/data/derivative_storage/PRCS.csv'. [2025-10-18T03:28:23.247120] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'PRCS'. [2025-10-18T03:28:23.247478] [INFO ] [FORECASTER] Starting predict_future for PRCS [2025-10-18T03:28:23.272604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:23.273364] [DEBUG] [LOCAL ] No optimal features file found for PRCS: ./output/feature-sets/PRCS.txt [2025-10-18T03:28:23.273419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:23.273453] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:23.273481] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:23.273538] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:23.290272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:23.291058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:23.291165] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:23.291199] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:23.326472] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:23.326667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:23.326731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:23.326764] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:23.330227] [DEBUG] [FORECASTER] PRCS: Forecast T+1@11:T+2@11: DOWN (p=32.70%) [2025-10-18T03:28:23.330507] [INFO ] [FORECASTER] Completed predict_future for PRCS [2025-10-18T03:28:23.330665] [INFO ] [sig ] PRCS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:23.469167] [INFO ] [LOCAL ] Saved forecast: PRCS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PRCS.txt [2025-10-18T03:28:23.469412] [INFO ] [sig ] [1487/2083] Completed PRCS in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:23.469454] [INFO ] [sig ] [1488/2083] Forecasting PRG... [2025-10-18T03:28:23.469486] [INFO ] [sig ] Generating forecast for: PRG [2025-10-18T03:28:23.469518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-10-18T03:28:23.478132] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRG'. [2025-10-18T03:28:23.478477] [INFO ] [FORECASTER] Starting predict_future for PRG [2025-10-18T03:28:23.505910] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:23.506669] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-10-18T03:28:23.506729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:23.506764] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:23.506792] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:23.506848] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:23.523498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:23.524107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:23.524189] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:23.524222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:23.561530] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:23.561671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:23.561728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:23.561764] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:23.564955] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=38.81%) [2025-10-18T03:28:23.565223] [INFO ] [FORECASTER] Completed predict_future for PRG [2025-10-18T03:28:23.565351] [INFO ] [sig ] PRG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:23.703689] [INFO ] [LOCAL ] Saved forecast: PRG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PRG.txt [2025-10-18T03:28:23.703925] [INFO ] [sig ] [1488/2083] Completed PRG in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:23.704013] [INFO ] [sig ] [1489/2083] Forecasting PRGO... [2025-10-18T03:28:23.704053] [INFO ] [sig ] Generating forecast for: PRGO [2025-10-18T03:28:23.704085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-10-18T03:28:23.713175] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRGO'. [2025-10-18T03:28:23.713619] [INFO ] [FORECASTER] Starting predict_future for PRGO [2025-10-18T03:28:23.740107] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:23.741018] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-10-18T03:28:23.741089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:23.741124] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:23.741151] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:23.741207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:23.758060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:23.758587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:23.758686] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:23.758739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:23.793773] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:23.793920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:23.793959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:23.793988] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:23.797305] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=96.50%) [2025-10-18T03:28:23.797585] [INFO ] [FORECASTER] Completed predict_future for PRGO [2025-10-18T03:28:23.797778] [INFO ] [sig ] PRGO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:23.936428] [INFO ] [LOCAL ] Saved forecast: PRGO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRGO.txt [2025-10-18T03:28:23.936731] [INFO ] [sig ] [1489/2083] Completed PRGO in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:23.936793] [INFO ] [sig ] [1490/2083] Forecasting PRH... [2025-10-18T03:28:23.936825] [INFO ] [sig ] Generating forecast for: PRH [2025-10-18T03:28:23.936857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-10-18T03:28:23.945441] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRH'. [2025-10-18T03:28:23.945780] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-10-18T03:28:23.970758] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:23.971487] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-10-18T03:28:23.971540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:23.971574] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:23.971602] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:23.971680] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:23.988735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:23.989439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:23.989525] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:23.989560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:24.023094] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:24.023266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:24.023309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:24.023337] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:24.026960] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=91.66%) [2025-10-18T03:28:24.027238] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-10-18T03:28:24.027371] [INFO ] [sig ] PRH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:24.167123] [INFO ] [LOCAL ] Saved forecast: PRH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRH.txt [2025-10-18T03:28:24.167359] [INFO ] [sig ] [1490/2083] Completed PRH in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:24.167401] [INFO ] [sig ] [1491/2083] Forecasting PRI... [2025-10-18T03:28:24.167430] [INFO ] [sig ] Generating forecast for: PRI [2025-10-18T03:28:24.167467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-10-18T03:28:24.175851] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRI'. [2025-10-18T03:28:24.176162] [INFO ] [FORECASTER] Starting predict_future for PRI [2025-10-18T03:28:24.200989] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:24.201768] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-10-18T03:28:24.201824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:24.201857] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:24.201885] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:24.201941] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:24.219098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:24.219731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:24.219811] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:24.219845] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:24.254351] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:24.254493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:24.254530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:24.254558] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:24.257867] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=84.17%) [2025-10-18T03:28:24.258142] [INFO ] [FORECASTER] Completed predict_future for PRI [2025-10-18T03:28:24.258275] [INFO ] [sig ] PRI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:24.401031] [INFO ] [LOCAL ] Saved forecast: PRI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRI.txt [2025-10-18T03:28:24.401281] [INFO ] [sig ] [1491/2083] Completed PRI in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:24.401344] [INFO ] [sig ] [1492/2083] Forecasting PRIM... [2025-10-18T03:28:24.401380] [INFO ] [sig ] Generating forecast for: PRIM [2025-10-18T03:28:24.401413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-10-18T03:28:24.409958] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRIM'. [2025-10-18T03:28:24.410286] [INFO ] [FORECASTER] Starting predict_future for PRIM [2025-10-18T03:28:24.436034] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:24.436833] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-10-18T03:28:24.436891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:24.436926] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:24.436956] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:24.437014] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:24.455114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:24.455788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:24.455874] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:24.455908] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:24.490818] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:24.490947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:24.490986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:24.491015] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:24.494300] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=99.04%) [2025-10-18T03:28:24.494595] [INFO ] [FORECASTER] Completed predict_future for PRIM [2025-10-18T03:28:24.494790] [INFO ] [sig ] PRIM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:24.638271] [INFO ] [LOCAL ] Saved forecast: PRIM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRIM.txt [2025-10-18T03:28:24.638589] [INFO ] [sig ] [1492/2083] Completed PRIM in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:24.638688] [INFO ] [sig ] [1493/2083] Forecasting PRKS... [2025-10-18T03:28:24.638741] [INFO ] [sig ] Generating forecast for: PRKS [2025-10-18T03:28:24.638780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRKS' from 'https://tdm.silogroup.org/data/derivative_storage/PRKS.csv'. [2025-10-18T03:28:24.647365] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRKS'. [2025-10-18T03:28:24.647784] [INFO ] [FORECASTER] Starting predict_future for PRKS [2025-10-18T03:28:24.673548] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:24.674366] [DEBUG] [LOCAL ] No optimal features file found for PRKS: ./output/feature-sets/PRKS.txt [2025-10-18T03:28:24.674423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:24.674459] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:24.674489] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:24.674548] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:24.691865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:24.692479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:24.692578] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:24.692627] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:24.734214] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:24.734400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:24.734445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:24.734477] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:24.738035] [DEBUG] [FORECASTER] PRKS: Forecast T+1@11:T+2@11: DOWN (p=17.69%) [2025-10-18T03:28:24.738310] [INFO ] [FORECASTER] Completed predict_future for PRKS [2025-10-18T03:28:24.738487] [INFO ] [sig ] PRKS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:24.879104] [INFO ] [LOCAL ] Saved forecast: PRKS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PRKS.txt [2025-10-18T03:28:24.879319] [INFO ] [sig ] [1493/2083] Completed PRKS in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:24.879361] [INFO ] [sig ] [1494/2083] Forecasting PRLB... [2025-10-18T03:28:24.879391] [INFO ] [sig ] Generating forecast for: PRLB [2025-10-18T03:28:24.879422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-10-18T03:28:24.888763] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRLB'. [2025-10-18T03:28:24.889150] [INFO ] [FORECASTER] Starting predict_future for PRLB [2025-10-18T03:28:24.914361] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:24.915179] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-10-18T03:28:24.915242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:24.915276] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:24.915304] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:24.915361] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:24.932412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:24.933136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:24.933242] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:24.933276] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:24.966390] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:24.966561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:24.966603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:24.966632] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:24.970071] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=7.46%) [2025-10-18T03:28:24.970335] [INFO ] [FORECASTER] Completed predict_future for PRLB [2025-10-18T03:28:24.970463] [INFO ] [sig ] PRLB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:25.109685] [INFO ] [LOCAL ] Saved forecast: PRLB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PRLB.txt [2025-10-18T03:28:25.109921] [INFO ] [sig ] [1494/2083] Completed PRLB in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:25.109963] [INFO ] [sig ] [1495/2083] Forecasting PRM... [2025-10-18T03:28:25.109994] [INFO ] [sig ] Generating forecast for: PRM [2025-10-18T03:28:25.110025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-10-18T03:28:25.119298] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRM'. [2025-10-18T03:28:25.119678] [INFO ] [FORECASTER] Starting predict_future for PRM [2025-10-18T03:28:25.144387] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:25.145114] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-10-18T03:28:25.145170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:25.145203] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:25.145231] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:25.145337] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:25.162218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:25.162969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:25.163055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:25.163090] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:25.200893] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:25.201032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:25.201070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:25.201099] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:25.204334] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=97.61%) [2025-10-18T03:28:25.204596] [INFO ] [FORECASTER] Completed predict_future for PRM [2025-10-18T03:28:25.204765] [INFO ] [sig ] PRM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:25.341765] [INFO ] [LOCAL ] Saved forecast: PRM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRM.txt [2025-10-18T03:28:25.342008] [INFO ] [sig ] [1495/2083] Completed PRM in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:25.342050] [INFO ] [sig ] [1496/2083] Forecasting PRMB... [2025-10-18T03:28:25.342082] [INFO ] [sig ] Generating forecast for: PRMB [2025-10-18T03:28:25.342115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRMB' from 'https://tdm.silogroup.org/data/derivative_storage/PRMB.csv'. [2025-10-18T03:28:25.350537] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRMB'. [2025-10-18T03:28:25.350875] [INFO ] [FORECASTER] Starting predict_future for PRMB [2025-10-18T03:28:25.375474] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:25.376201] [DEBUG] [LOCAL ] No optimal features file found for PRMB: ./output/feature-sets/PRMB.txt [2025-10-18T03:28:25.376272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:25.376305] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:25.376332] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:25.376387] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:25.393713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:25.394617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:25.394731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:25.394777] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:25.430592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:25.430778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:25.430832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:25.430866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:25.434305] [DEBUG] [FORECASTER] PRMB: Forecast T+1@11:T+2@11: DOWN (p=25.65%) [2025-10-18T03:28:25.434588] [INFO ] [FORECASTER] Completed predict_future for PRMB [2025-10-18T03:28:25.434761] [INFO ] [sig ] PRMB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:25.577884] [INFO ] [LOCAL ] Saved forecast: PRMB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PRMB.txt [2025-10-18T03:28:25.578123] [INFO ] [sig ] [1496/2083] Completed PRMB in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:25.578168] [INFO ] [sig ] [1497/2083] Forecasting PRO... [2025-10-18T03:28:25.578199] [INFO ] [sig ] Generating forecast for: PRO [2025-10-18T03:28:25.578230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'. [2025-10-18T03:28:25.586729] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRO'. [2025-10-18T03:28:25.587098] [INFO ] [FORECASTER] Starting predict_future for PRO [2025-10-18T03:28:25.613132] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:25.613925] [DEBUG] [LOCAL ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt [2025-10-18T03:28:25.613982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:25.614017] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:25.614046] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:25.614103] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:25.632111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:25.632899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:25.632987] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:25.633023] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:25.667673] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:25.667843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:25.667895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:25.667964] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:25.671272] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=59.44%) [2025-10-18T03:28:25.671544] [INFO ] [FORECASTER] Completed predict_future for PRO [2025-10-18T03:28:25.671711] [INFO ] [sig ] PRO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:25.813550] [INFO ] [LOCAL ] Saved forecast: PRO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRO.txt [2025-10-18T03:28:25.813859] [INFO ] [sig ] [1497/2083] Completed PRO in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:25.813920] [INFO ] [sig ] [1498/2083] Forecasting PRT... [2025-10-18T03:28:25.813952] [INFO ] [sig ] Generating forecast for: PRT [2025-10-18T03:28:25.813992] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'. [2025-10-18T03:28:25.823123] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRT'. [2025-10-18T03:28:25.823483] [INFO ] [FORECASTER] Starting predict_future for PRT [2025-10-18T03:28:25.849106] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:25.849932] [DEBUG] [LOCAL ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt [2025-10-18T03:28:25.849990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:25.850024] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:25.850053] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:25.850116] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:25.867548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:25.868248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:25.868332] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:25.868366] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:25.902102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:25.902248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:25.902684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:25.902733] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:25.907469] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: DOWN (p=23.20%) [2025-10-18T03:28:25.907832] [INFO ] [FORECASTER] Completed predict_future for PRT [2025-10-18T03:28:25.907983] [INFO ] [sig ] PRT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:26.064674] [INFO ] [LOCAL ] Saved forecast: PRT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PRT.txt [2025-10-18T03:28:26.064954] [INFO ] [sig ] [1498/2083] Completed PRT in 0.3s | 4.15 sym/s | Total: 6.0m | ETA: 2.4m [2025-10-18T03:28:26.064998] [INFO ] [sig ] [1499/2083] Forecasting PRU... [2025-10-18T03:28:26.065029] [INFO ] [sig ] Generating forecast for: PRU [2025-10-18T03:28:26.065060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'. [2025-10-18T03:28:26.074297] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRU'. [2025-10-18T03:28:26.074606] [INFO ] [FORECASTER] Starting predict_future for PRU [2025-10-18T03:28:26.101157] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:26.102185] [DEBUG] [LOCAL ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt [2025-10-18T03:28:26.102262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:26.102332] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:26.102388] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:26.102489] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:26.121626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:26.122299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:26.122383] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:26.122418] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:26.160575] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:26.160756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:26.160812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:26.160844] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:26.164257] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: UP (p=80.54%) [2025-10-18T03:28:26.164582] [INFO ] [FORECASTER] Completed predict_future for PRU [2025-10-18T03:28:26.164753] [INFO ] [sig ] PRU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:26.315318] [INFO ] [LOCAL ] Saved forecast: PRU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PRU.txt [2025-10-18T03:28:26.315545] [INFO ] [sig ] [1499/2083] Completed PRU in 0.3s | 4.15 sym/s | Total: 6.0m | ETA: 2.3m [2025-10-18T03:28:26.315588] [INFO ] [sig ] [1500/2083] Forecasting PSA... [2025-10-18T03:28:26.315619] [INFO ] [sig ] Generating forecast for: PSA [2025-10-18T03:28:26.315680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'. [2025-10-18T03:28:26.324801] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSA'. [2025-10-18T03:28:26.325219] [INFO ] [FORECASTER] Starting predict_future for PSA [2025-10-18T03:28:26.349952] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:26.350758] [DEBUG] [LOCAL ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt [2025-10-18T03:28:26.350818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:26.350851] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:26.350878] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:26.350934] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:26.367611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:26.368204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:26.368282] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:26.368314] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:26.404273] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:26.404437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:26.404478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:26.404508] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:26.407949] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: UP (p=71.21%) [2025-10-18T03:28:26.408224] [INFO ] [FORECASTER] Completed predict_future for PSA [2025-10-18T03:28:26.408354] [INFO ] [sig ] PSA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:26.546530] [INFO ] [LOCAL ] Saved forecast: PSA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PSA.txt [2025-10-18T03:28:26.546772] [INFO ] [sig ] [1500/2083] Completed PSA in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.3m [2025-10-18T03:28:26.546833] [INFO ] [sig ] [1501/2083] Forecasting PSBD... [2025-10-18T03:28:26.546868] [INFO ] [sig ] Generating forecast for: PSBD [2025-10-18T03:28:26.546900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'. [2025-10-18T03:28:26.556694] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSBD'. [2025-10-18T03:28:26.557031] [INFO ] [FORECASTER] Starting predict_future for PSBD [2025-10-18T03:28:26.581723] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:26.582382] [DEBUG] [LOCAL ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt [2025-10-18T03:28:26.582435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:26.582467] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:26.582495] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:26.582550] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:26.599299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:26.599845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:26.599923] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:26.599969] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:26.633939] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:26.634108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:26.634149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:26.634178] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:26.637591] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: DOWN (p=39.77%) [2025-10-18T03:28:26.637940] [INFO ] [FORECASTER] Completed predict_future for PSBD [2025-10-18T03:28:26.638076] [INFO ] [sig ] PSBD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:26.779404] [INFO ] [LOCAL ] Saved forecast: PSBD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PSBD.txt [2025-10-18T03:28:26.779717] [INFO ] [sig ] [1501/2083] Completed PSBD in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.3m [2025-10-18T03:28:26.779779] [INFO ] [sig ] [1502/2083] Forecasting PSF... [2025-10-18T03:28:26.779813] [INFO ] [sig ] Generating forecast for: PSF [2025-10-18T03:28:26.779845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-10-18T03:28:26.788700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSF'. [2025-10-18T03:28:26.789047] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-10-18T03:28:26.813797] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:26.814468] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-10-18T03:28:26.814522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:26.814556] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:26.814583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:26.814660] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:26.831494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:26.832054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:26.832134] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:26.832167] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:26.865913] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:26.866026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:26.866064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:26.866092] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:26.869235] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=9.89%) [2025-10-18T03:28:26.869490] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-10-18T03:28:26.869622] [INFO ] [sig ] PSF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:27.011941] [INFO ] [LOCAL ] Saved forecast: PSF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PSF.txt [2025-10-18T03:28:27.012184] [INFO ] [sig ] [1502/2083] Completed PSF in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.3m [2025-10-18T03:28:27.012229] [INFO ] [sig ] [1503/2083] Forecasting PSFE... [2025-10-18T03:28:27.012261] [INFO ] [sig ] Generating forecast for: PSFE [2025-10-18T03:28:27.012294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-10-18T03:28:27.021590] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSFE'. [2025-10-18T03:28:27.022029] [INFO ] [FORECASTER] Starting predict_future for PSFE [2025-10-18T03:28:27.047434] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:27.048188] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-10-18T03:28:27.048258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:27.048292] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:27.048319] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:27.048375] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:27.066312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:27.066922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:27.067004] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:27.067039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:27.103821] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:27.104000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:27.104044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:27.104075] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:27.107794] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=15.29%) [2025-10-18T03:28:27.108140] [INFO ] [FORECASTER] Completed predict_future for PSFE [2025-10-18T03:28:27.108283] [INFO ] [sig ] PSFE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:27.255501] [INFO ] [LOCAL ] Saved forecast: PSFE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PSFE.txt [2025-10-18T03:28:27.255776] [INFO ] [sig ] [1503/2083] Completed PSFE in 0.2s | 4.15 sym/s | Total: 6.0m | ETA: 2.3m [2025-10-18T03:28:27.255840] [INFO ] [sig ] [1504/2083] Forecasting PSN... [2025-10-18T03:28:27.255873] [INFO ] [sig ] Generating forecast for: PSN [2025-10-18T03:28:27.255905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-10-18T03:28:27.264935] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSN'. [2025-10-18T03:28:27.265259] [INFO ] [FORECASTER] Starting predict_future for PSN [2025-10-18T03:28:27.290792] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:27.291499] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-10-18T03:28:27.291553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:27.291586] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:27.291614] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:27.291690] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:27.308756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:27.309382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:27.309465] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:27.309499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:27.352311] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:27.352428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:27.352464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:27.352493] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:27.355640] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=86.31%) [2025-10-18T03:28:27.355927] [INFO ] [FORECASTER] Completed predict_future for PSN [2025-10-18T03:28:27.356063] [INFO ] [sig ] PSN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:27.506114] [INFO ] [LOCAL ] Saved forecast: PSN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PSN.txt [2025-10-18T03:28:27.506376] [INFO ] [sig ] [1504/2083] Completed PSN in 0.3s | 4.15 sym/s | Total: 6.0m | ETA: 2.3m [2025-10-18T03:28:27.506431] [INFO ] [sig ] [1505/2083] Forecasting PSQH... [2025-10-18T03:28:27.506499] [INFO ] [sig ] Generating forecast for: PSQH [2025-10-18T03:28:27.506571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-10-18T03:28:27.515530] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSQH'. [2025-10-18T03:28:27.515893] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-10-18T03:28:27.545153] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:27.545966] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-10-18T03:28:27.546023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:27.546057] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:27.546085] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:27.546143] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:27.565397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:27.566002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:27.566082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:27.566117] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:27.612896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:27.613026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:27.613079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:27.613111] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:27.616635] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=88.63%) [2025-10-18T03:28:27.616935] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-10-18T03:28:27.617071] [INFO ] [sig ] PSQH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:27.767126] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PSQH.txt [2025-10-18T03:28:27.767372] [INFO ] [sig ] [1505/2083] Completed PSQH in 0.3s | 4.15 sym/s | Total: 6.0m | ETA: 2.3m [2025-10-18T03:28:27.767416] [INFO ] [sig ] [1506/2083] Forecasting PSTG... [2025-10-18T03:28:27.767447] [INFO ] [sig ] Generating forecast for: PSTG [2025-10-18T03:28:27.767479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-10-18T03:28:27.776579] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSTG'. [2025-10-18T03:28:27.776975] [INFO ] [FORECASTER] Starting predict_future for PSTG [2025-10-18T03:28:27.802004] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:27.802745] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-10-18T03:28:27.802801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:27.802838] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:27.802868] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:27.802925] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:27.819821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:27.820351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:27.820430] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:27.820463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:27.863512] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:27.863712] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:27.863768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:27.863802] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:27.867381] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=79.56%) [2025-10-18T03:28:27.867714] [INFO ] [FORECASTER] Completed predict_future for PSTG [2025-10-18T03:28:27.867893] [INFO ] [sig ] PSTG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:28.013702] [INFO ] [LOCAL ] Saved forecast: PSTG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PSTG.txt [2025-10-18T03:28:28.013954] [INFO ] [sig ] [1506/2083] Completed PSTG in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:28.014001] [INFO ] [sig ] [1507/2083] Forecasting PSTL... [2025-10-18T03:28:28.014032] [INFO ] [sig ] Generating forecast for: PSTL [2025-10-18T03:28:28.014062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-10-18T03:28:28.022901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSTL'. [2025-10-18T03:28:28.023189] [INFO ] [FORECASTER] Starting predict_future for PSTL [2025-10-18T03:28:28.049092] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:28.049894] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-10-18T03:28:28.049962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:28.049998] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:28.050026] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:28.050085] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:28.068279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:28.068943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:28.069029] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:28.069064] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:28.107167] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:28.107292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:28.107330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:28.107359] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:28.110520] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: DOWN (p=16.25%) [2025-10-18T03:28:28.110835] [INFO ] [FORECASTER] Completed predict_future for PSTL [2025-10-18T03:28:28.110998] [INFO ] [sig ] PSTL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:28.252138] [INFO ] [LOCAL ] Saved forecast: PSTL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PSTL.txt [2025-10-18T03:28:28.252380] [INFO ] [sig ] [1507/2083] Completed PSTL in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:28.252423] [INFO ] [sig ] [1508/2083] Forecasting PSX... [2025-10-18T03:28:28.252454] [INFO ] [sig ] Generating forecast for: PSX [2025-10-18T03:28:28.252485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-10-18T03:28:28.261243] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSX'. [2025-10-18T03:28:28.261578] [INFO ] [FORECASTER] Starting predict_future for PSX [2025-10-18T03:28:28.286170] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:28.286890] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-10-18T03:28:28.286943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:28.286975] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:28.287054] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:28.287120] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:28.304061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:28.304629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:28.304747] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:28.304786] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:28.342254] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:28.342360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:28.342397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:28.342425] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:28.345519] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=55.92%) [2025-10-18T03:28:28.345814] [INFO ] [FORECASTER] Completed predict_future for PSX [2025-10-18T03:28:28.345946] [INFO ] [sig ] PSX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:28.490123] [INFO ] [LOCAL ] Saved forecast: PSX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PSX.txt [2025-10-18T03:28:28.490326] [INFO ] [sig ] [1508/2083] Completed PSX in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:28.490367] [INFO ] [sig ] [1509/2083] Forecasting PTA... [2025-10-18T03:28:28.490398] [INFO ] [sig ] Generating forecast for: PTA [2025-10-18T03:28:28.490430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-10-18T03:28:28.498574] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PTA'. [2025-10-18T03:28:28.498878] [INFO ] [FORECASTER] Starting predict_future for PTA [2025-10-18T03:28:28.523371] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:28.524107] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-10-18T03:28:28.524162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:28.524194] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:28.524223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:28.524280] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:28.541310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:28.541889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:28.541969] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:28.542002] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:28.576062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:28.576180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:28.576217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:28.576246] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:28.579460] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=11.86%) [2025-10-18T03:28:28.579761] [INFO ] [FORECASTER] Completed predict_future for PTA [2025-10-18T03:28:28.579898] [INFO ] [sig ] PTA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:28.729193] [INFO ] [LOCAL ] Saved forecast: PTA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PTA.txt [2025-10-18T03:28:28.729428] [INFO ] [sig ] [1509/2083] Completed PTA in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:28.729469] [INFO ] [sig ] [1510/2083] Forecasting PTY... [2025-10-18T03:28:28.729499] [INFO ] [sig ] Generating forecast for: PTY [2025-10-18T03:28:28.729529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-10-18T03:28:28.738047] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PTY'. [2025-10-18T03:28:28.738344] [INFO ] [FORECASTER] Starting predict_future for PTY [2025-10-18T03:28:28.763834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:28.764552] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-10-18T03:28:28.764623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:28.764693] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:28.764737] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:28.764798] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:28.782864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:28.783416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:28.783496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:28.783530] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:28.816958] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:28.817065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:28.817104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:28.817135] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:28.820344] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=20.82%) [2025-10-18T03:28:28.820602] [INFO ] [FORECASTER] Completed predict_future for PTY [2025-10-18T03:28:28.820774] [INFO ] [sig ] PTY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:28.964301] [INFO ] [LOCAL ] Saved forecast: PTY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/PTY.txt [2025-10-18T03:28:28.964541] [INFO ] [sig ] [1510/2083] Completed PTY in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:28.964583] [INFO ] [sig ] [1511/2083] Forecasting PUK... [2025-10-18T03:28:28.964615] [INFO ] [sig ] Generating forecast for: PUK [2025-10-18T03:28:28.964671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-10-18T03:28:28.973066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PUK'. [2025-10-18T03:28:28.973465] [INFO ] [FORECASTER] Starting predict_future for PUK [2025-10-18T03:28:28.998432] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:28.999180] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-10-18T03:28:28.999235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:28.999268] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:28.999296] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:28.999351] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:29.016618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:29.017341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:29.017421] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:29.017458] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:29.063238] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:29.063450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:29.063493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:29.063523] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:29.068787] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=97.03%) [2025-10-18T03:28:29.069059] [INFO ] [FORECASTER] Completed predict_future for PUK [2025-10-18T03:28:29.069199] [INFO ] [sig ] PUK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:29.211960] [INFO ] [LOCAL ] Saved forecast: PUK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PUK.txt [2025-10-18T03:28:29.212171] [INFO ] [sig ] [1511/2083] Completed PUK in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:29.212212] [INFO ] [sig ] [1512/2083] Forecasting PVH... [2025-10-18T03:28:29.212242] [INFO ] [sig ] Generating forecast for: PVH [2025-10-18T03:28:29.212279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-10-18T03:28:29.220587] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PVH'. [2025-10-18T03:28:29.220888] [INFO ] [FORECASTER] Starting predict_future for PVH [2025-10-18T03:28:29.245568] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:29.246266] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-10-18T03:28:29.246319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:29.246352] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:29.246379] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:29.246435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:29.263234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:29.263895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:29.263975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:29.264010] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:29.300216] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:29.300299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:29.300334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:29.300361] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:29.303399] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=86.76%) [2025-10-18T03:28:29.303674] [INFO ] [FORECASTER] Completed predict_future for PVH [2025-10-18T03:28:29.303815] [INFO ] [sig ] PVH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:29.440897] [INFO ] [LOCAL ] Saved forecast: PVH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PVH.txt [2025-10-18T03:28:29.441112] [INFO ] [sig ] [1512/2083] Completed PVH in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:29.441152] [INFO ] [sig ] [1513/2083] Forecasting PVL... [2025-10-18T03:28:29.441181] [INFO ] [sig ] Generating forecast for: PVL [2025-10-18T03:28:29.441211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-10-18T03:28:29.449498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PVL'. [2025-10-18T03:28:29.449799] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-10-18T03:28:29.474522] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:29.475264] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-10-18T03:28:29.475318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:29.475352] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:29.475379] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:29.475435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:29.492395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:29.492958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:29.493035] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:29.493069] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:29.528002] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:29.528107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:29.528143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:29.528171] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:29.531253] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=67.54%) [2025-10-18T03:28:29.531509] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-10-18T03:28:29.531681] [INFO ] [sig ] PVL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:29.672818] [INFO ] [LOCAL ] Saved forecast: PVL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PVL.txt [2025-10-18T03:28:29.673069] [INFO ] [sig ] [1513/2083] Completed PVL in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:29.673111] [INFO ] [sig ] [1514/2083] Forecasting PWR... [2025-10-18T03:28:29.673141] [INFO ] [sig ] Generating forecast for: PWR [2025-10-18T03:28:29.673172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'. [2025-10-18T03:28:29.681508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PWR'. [2025-10-18T03:28:29.681847] [INFO ] [FORECASTER] Starting predict_future for PWR [2025-10-18T03:28:29.706771] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:29.707509] [DEBUG] [LOCAL ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt [2025-10-18T03:28:29.707568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:29.707603] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:29.707630] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:29.707728] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:29.724946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:29.725568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:29.725678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:29.725740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:29.770544] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:29.770796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:29.770854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:29.770888] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:29.774337] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: UP (p=71.93%) [2025-10-18T03:28:29.774611] [INFO ] [FORECASTER] Completed predict_future for PWR [2025-10-18T03:28:29.774784] [INFO ] [sig ] PWR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:29.914881] [INFO ] [LOCAL ] Saved forecast: PWR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PWR.txt [2025-10-18T03:28:29.915161] [INFO ] [sig ] [1514/2083] Completed PWR in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:29.915205] [INFO ] [sig ] [1515/2083] Forecasting PX... [2025-10-18T03:28:29.915235] [INFO ] [sig ] Generating forecast for: PX [2025-10-18T03:28:29.915267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-10-18T03:28:29.923990] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PX'. [2025-10-18T03:28:29.924354] [INFO ] [FORECASTER] Starting predict_future for PX [2025-10-18T03:28:29.949442] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:29.950211] [DEBUG] [LOCAL ] No optimal features file found for PX: ./output/feature-sets/PX.txt [2025-10-18T03:28:29.950266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:29.950300] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:29.950327] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:29.950383] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:29.968300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:29.969206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:29.969294] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:29.969329] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:30.006247] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:30.006382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:30.006422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:30.006452] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:30.009944] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=93.19%) [2025-10-18T03:28:30.010227] [INFO ] [FORECASTER] Completed predict_future for PX [2025-10-18T03:28:30.010369] [INFO ] [sig ] PX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:30.148704] [INFO ] [LOCAL ] Saved forecast: PX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/PX.txt [2025-10-18T03:28:30.148927] [INFO ] [sig ] [1515/2083] Completed PX in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:30.148970] [INFO ] [sig ] [1516/2083] Forecasting QD... [2025-10-18T03:28:30.149001] [INFO ] [sig ] Generating forecast for: QD [2025-10-18T03:28:30.149032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-10-18T03:28:30.157240] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QD'. [2025-10-18T03:28:30.157528] [INFO ] [FORECASTER] Starting predict_future for QD [2025-10-18T03:28:30.182420] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:30.183108] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-10-18T03:28:30.183162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:30.183195] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:30.183222] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:30.183278] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:30.200353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:30.200928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:30.201007] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:30.201039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:30.242236] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:30.242325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:30.242362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:30.242393] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:30.245936] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=96.86%) [2025-10-18T03:28:30.246216] [INFO ] [FORECASTER] Completed predict_future for QD [2025-10-18T03:28:30.246346] [INFO ] [sig ] QD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:30.383682] [INFO ] [LOCAL ] Saved forecast: QD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/QD.txt [2025-10-18T03:28:30.383888] [INFO ] [sig ] [1516/2083] Completed QD in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:30.383930] [INFO ] [sig ] [1517/2083] Forecasting QGEN... [2025-10-18T03:28:30.383960] [INFO ] [sig ] Generating forecast for: QGEN [2025-10-18T03:28:30.383990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-10-18T03:28:30.392254] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QGEN'. [2025-10-18T03:28:30.392535] [INFO ] [FORECASTER] Starting predict_future for QGEN [2025-10-18T03:28:30.417296] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:30.418071] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-10-18T03:28:30.418126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:30.418171] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:30.418200] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:30.418256] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:30.435511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:30.436066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:30.436147] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:30.436180] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:30.468121] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:30.468198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:30.468233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:30.468261] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:30.471234] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=47.00%) [2025-10-18T03:28:30.471482] [INFO ] [FORECASTER] Completed predict_future for QGEN [2025-10-18T03:28:30.471598] [INFO ] [sig ] QGEN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:30.608978] [INFO ] [LOCAL ] Saved forecast: QGEN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/QGEN.txt [2025-10-18T03:28:30.609189] [INFO ] [sig ] [1517/2083] Completed QGEN in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:30.609232] [INFO ] [sig ] [1518/2083] Forecasting QS... [2025-10-18T03:28:30.609263] [INFO ] [sig ] Generating forecast for: QS [2025-10-18T03:28:30.609295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-10-18T03:28:30.617433] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QS'. [2025-10-18T03:28:30.617727] [INFO ] [FORECASTER] Starting predict_future for QS [2025-10-18T03:28:30.642485] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:30.643189] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-10-18T03:28:30.643242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:30.643275] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:30.643302] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:30.643357] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:30.660059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:30.660567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:30.660663] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:30.660718] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:30.694770] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:30.694855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:30.694889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:30.694917] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:30.697868] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=2.05%) [2025-10-18T03:28:30.698115] [INFO ] [FORECASTER] Completed predict_future for QS [2025-10-18T03:28:30.698234] [INFO ] [sig ] QS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:30.835761] [INFO ] [LOCAL ] Saved forecast: QS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/QS.txt [2025-10-18T03:28:30.835955] [INFO ] [sig ] [1518/2083] Completed QS in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:30.835995] [INFO ] [sig ] [1519/2083] Forecasting QSR... [2025-10-18T03:28:30.836024] [INFO ] [sig ] Generating forecast for: QSR [2025-10-18T03:28:30.836055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'. [2025-10-18T03:28:30.844562] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QSR'. [2025-10-18T03:28:30.844884] [INFO ] [FORECASTER] Starting predict_future for QSR [2025-10-18T03:28:30.869463] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:30.870154] [DEBUG] [LOCAL ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt [2025-10-18T03:28:30.870207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:30.870239] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:30.870267] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:30.870321] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:30.886974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:30.887481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:30.887556] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:30.887589] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:30.919409] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:30.919499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:30.919535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:30.919562] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:30.922545] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: UP (p=94.66%) [2025-10-18T03:28:30.922828] [INFO ] [FORECASTER] Completed predict_future for QSR [2025-10-18T03:28:30.922953] [INFO ] [sig ] QSR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:31.060422] [INFO ] [LOCAL ] Saved forecast: QSR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/QSR.txt [2025-10-18T03:28:31.060626] [INFO ] [sig ] [1519/2083] Completed QSR in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:31.060701] [INFO ] [sig ] [1520/2083] Forecasting QTWO... [2025-10-18T03:28:31.060743] [INFO ] [sig ] Generating forecast for: QTWO [2025-10-18T03:28:31.060775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-10-18T03:28:31.068927] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QTWO'. [2025-10-18T03:28:31.069209] [INFO ] [FORECASTER] Starting predict_future for QTWO [2025-10-18T03:28:31.093574] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:31.094261] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-10-18T03:28:31.094316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:31.094349] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:31.094378] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:31.094435] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:31.111543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:31.112085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:31.112163] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:31.112197] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:31.143353] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:31.143446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:31.143483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:31.143513] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:31.146789] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=21.10%) [2025-10-18T03:28:31.147071] [INFO ] [FORECASTER] Completed predict_future for QTWO [2025-10-18T03:28:31.147210] [INFO ] [sig ] QTWO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:31.285978] [INFO ] [LOCAL ] Saved forecast: QTWO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/QTWO.txt [2025-10-18T03:28:31.286168] [INFO ] [sig ] [1520/2083] Completed QTWO in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:31.286209] [INFO ] [sig ] [1521/2083] Forecasting QUAD... [2025-10-18T03:28:31.286240] [INFO ] [sig ] Generating forecast for: QUAD [2025-10-18T03:28:31.286270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-10-18T03:28:31.294249] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QUAD'. [2025-10-18T03:28:31.294510] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-10-18T03:28:31.319268] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:31.319978] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-10-18T03:28:31.320032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:31.320112] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:31.320150] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:31.320207] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:31.337443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:31.338118] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:31.338201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:31.338234] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:31.370980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:31.371073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:31.371108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:31.371137] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:31.374251] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=27.72%) [2025-10-18T03:28:31.374515] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-10-18T03:28:31.374639] [INFO ] [sig ] QUAD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:31.512202] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/QUAD.txt [2025-10-18T03:28:31.512444] [INFO ] [sig ] [1521/2083] Completed QUAD in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:31.512486] [INFO ] [sig ] [1522/2083] Forecasting QVCC... [2025-10-18T03:28:31.512516] [INFO ] [sig ] Generating forecast for: QVCC [2025-10-18T03:28:31.512548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-10-18T03:28:31.521301] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QVCC'. [2025-10-18T03:28:31.521621] [INFO ] [FORECASTER] Starting predict_future for QVCC [2025-10-18T03:28:31.546227] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:31.547021] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-10-18T03:28:31.547076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:31.547109] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:31.547137] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:31.547193] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:31.563884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:31.564503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:31.564584] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:31.564617] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:31.594437] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:31.594586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:31.594627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:31.594692] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:31.598048] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=73.13%) [2025-10-18T03:28:31.598323] [INFO ] [FORECASTER] Completed predict_future for QVCC [2025-10-18T03:28:31.598455] [INFO ] [sig ] QVCC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:31.736600] [INFO ] [LOCAL ] Saved forecast: QVCC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/QVCC.txt [2025-10-18T03:28:31.736879] [INFO ] [sig ] [1522/2083] Completed QVCC in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.3m [2025-10-18T03:28:31.736931] [INFO ] [sig ] [1523/2083] Forecasting QVCD... [2025-10-18T03:28:31.736965] [INFO ] [sig ] Generating forecast for: QVCD [2025-10-18T03:28:31.736996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'. [2025-10-18T03:28:31.745235] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QVCD'. [2025-10-18T03:28:31.745560] [INFO ] [FORECASTER] Starting predict_future for QVCD [2025-10-18T03:28:31.770501] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:31.771277] [DEBUG] [LOCAL ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt [2025-10-18T03:28:31.771332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:31.771366] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:31.771394] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:31.771450] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:31.788853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:31.789423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:31.789499] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:31.789533] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:31.827227] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:31.827406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:31.827449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:31.827480] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:31.831130] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=30.79%) [2025-10-18T03:28:31.831412] [INFO ] [FORECASTER] Completed predict_future for QVCD [2025-10-18T03:28:31.831550] [INFO ] [sig ] QVCD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:31.971411] [INFO ] [LOCAL ] Saved forecast: QVCD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/QVCD.txt [2025-10-18T03:28:31.971713] [INFO ] [sig ] [1523/2083] Completed QVCD in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:31.971775] [INFO ] [sig ] [1524/2083] Forecasting QXO... [2025-10-18T03:28:31.971809] [INFO ] [sig ] Generating forecast for: QXO [2025-10-18T03:28:31.971840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QXO' from 'https://tdm.silogroup.org/data/derivative_storage/QXO.csv'. [2025-10-18T03:28:31.981458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QXO'. [2025-10-18T03:28:31.981761] [INFO ] [FORECASTER] Starting predict_future for QXO [2025-10-18T03:28:32.006298] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:32.007002] [DEBUG] [LOCAL ] No optimal features file found for QXO: ./output/feature-sets/QXO.txt [2025-10-18T03:28:32.007056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:32.007102] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:32.007131] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:32.007189] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:32.024078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:32.024594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:32.024694] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:32.024744] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:32.058919] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:32.059000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:32.059034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:32.059061] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:32.062010] [DEBUG] [FORECASTER] QXO: Forecast T+1@11:T+2@11: UP (p=97.75%) [2025-10-18T03:28:32.062261] [INFO ] [FORECASTER] Completed predict_future for QXO [2025-10-18T03:28:32.062392] [INFO ] [sig ] QXO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:32.200365] [INFO ] [LOCAL ] Saved forecast: QXO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/QXO.txt [2025-10-18T03:28:32.200560] [INFO ] [sig ] [1524/2083] Completed QXO in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:32.200600] [INFO ] [sig ] [1525/2083] Forecasting R... [2025-10-18T03:28:32.200631] [INFO ] [sig ] Generating forecast for: R [2025-10-18T03:28:32.200703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'. [2025-10-18T03:28:32.210086] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'R'. [2025-10-18T03:28:32.210462] [INFO ] [FORECASTER] Starting predict_future for R [2025-10-18T03:28:32.235515] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:32.236339] [DEBUG] [LOCAL ] No optimal features file found for R: ./output/feature-sets/R.txt [2025-10-18T03:28:32.236396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:32.236429] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:32.236458] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:32.236518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:32.253164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:32.253782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:32.253864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:32.253896] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:32.286696] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:32.286882] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:32.286929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:32.286961] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:32.291358] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: DOWN (p=5.46%) [2025-10-18T03:28:32.291684] [INFO ] [FORECASTER] Completed predict_future for R [2025-10-18T03:28:32.291847] [INFO ] [sig ] R: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:32.453463] [INFO ] [LOCAL ] Saved forecast: R 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/R.txt [2025-10-18T03:28:32.453819] [INFO ] [sig ] [1525/2083] Completed R in 0.3s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:32.453885] [INFO ] [sig ] [1526/2083] Forecasting RA... [2025-10-18T03:28:32.453930] [INFO ] [sig ] Generating forecast for: RA [2025-10-18T03:28:32.454012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-10-18T03:28:32.463586] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RA'. [2025-10-18T03:28:32.463945] [INFO ] [FORECASTER] Starting predict_future for RA [2025-10-18T03:28:32.488692] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:32.489380] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-10-18T03:28:32.489434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:32.489467] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:32.489494] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:32.489549] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:32.506445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:32.507010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:32.507087] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:32.507120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:32.543766] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:32.543848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:32.543883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:32.543910] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:32.546861] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=93.41%) [2025-10-18T03:28:32.547112] [INFO ] [FORECASTER] Completed predict_future for RA [2025-10-18T03:28:32.547243] [INFO ] [sig ] RA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:32.683867] [INFO ] [LOCAL ] Saved forecast: RA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RA.txt [2025-10-18T03:28:32.684060] [INFO ] [sig ] [1526/2083] Completed RA in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:32.684100] [INFO ] [sig ] [1527/2083] Forecasting RACE... [2025-10-18T03:28:32.684130] [INFO ] [sig ] Generating forecast for: RACE [2025-10-18T03:28:32.684160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-10-18T03:28:32.692771] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RACE'. [2025-10-18T03:28:32.693022] [INFO ] [FORECASTER] Starting predict_future for RACE [2025-10-18T03:28:32.717590] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:32.718339] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-10-18T03:28:32.718395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:32.718428] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:32.718454] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:32.718510] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:32.735439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:32.735994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:32.736071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:32.736104] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:32.773245] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:32.773334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:32.773369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:32.773397] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:32.776420] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=41.25%) [2025-10-18T03:28:32.776699] [INFO ] [FORECASTER] Completed predict_future for RACE [2025-10-18T03:28:32.776871] [INFO ] [sig ] RACE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:32.914911] [INFO ] [LOCAL ] Saved forecast: RACE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RACE.txt [2025-10-18T03:28:32.915110] [INFO ] [sig ] [1527/2083] Completed RACE in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:32.915150] [INFO ] [sig ] [1528/2083] Forecasting RAMP... [2025-10-18T03:28:32.915181] [INFO ] [sig ] Generating forecast for: RAMP [2025-10-18T03:28:32.915212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-10-18T03:28:32.923594] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RAMP'. [2025-10-18T03:28:32.923883] [INFO ] [FORECASTER] Starting predict_future for RAMP [2025-10-18T03:28:32.948389] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:32.949090] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-10-18T03:28:32.949144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:32.949178] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:32.949206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:32.949262] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:32.966294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:32.966905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:32.966985] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:32.967018] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:33.003382] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:33.003484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:33.003520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:33.003548] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:33.006707] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=91.03%) [2025-10-18T03:28:33.006974] [INFO ] [FORECASTER] Completed predict_future for RAMP [2025-10-18T03:28:33.007098] [INFO ] [sig ] RAMP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:33.144850] [INFO ] [LOCAL ] Saved forecast: RAMP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RAMP.txt [2025-10-18T03:28:33.145086] [INFO ] [sig ] [1528/2083] Completed RAMP in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:33.145127] [INFO ] [sig ] [1529/2083] Forecasting RBA... [2025-10-18T03:28:33.145156] [INFO ] [sig ] Generating forecast for: RBA [2025-10-18T03:28:33.145186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-10-18T03:28:33.154135] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBA'. [2025-10-18T03:28:33.154401] [INFO ] [FORECASTER] Starting predict_future for RBA [2025-10-18T03:28:33.178992] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:33.179663] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-10-18T03:28:33.179722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:33.179755] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:33.179781] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:33.179837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:33.196554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:33.197158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:33.197238] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:33.197271] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:33.232104] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:33.232299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:33.232341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:33.232372] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:33.235886] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=88.32%) [2025-10-18T03:28:33.236161] [INFO ] [FORECASTER] Completed predict_future for RBA [2025-10-18T03:28:33.236298] [INFO ] [sig ] RBA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:33.374050] [INFO ] [LOCAL ] Saved forecast: RBA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RBA.txt [2025-10-18T03:28:33.374259] [INFO ] [sig ] [1529/2083] Completed RBA in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:33.374299] [INFO ] [sig ] [1530/2083] Forecasting RBC... [2025-10-18T03:28:33.374328] [INFO ] [sig ] Generating forecast for: RBC [2025-10-18T03:28:33.374358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-10-18T03:28:33.382730] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBC'. [2025-10-18T03:28:33.382987] [INFO ] [FORECASTER] Starting predict_future for RBC [2025-10-18T03:28:33.407710] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:33.408417] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-10-18T03:28:33.408471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:33.408504] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:33.408530] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:33.408587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:33.425402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:33.425976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:33.426055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:33.426089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:33.460807] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:33.460885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:33.460919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:33.460947] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:33.463886] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=5.65%) [2025-10-18T03:28:33.464134] [INFO ] [FORECASTER] Completed predict_future for RBC [2025-10-18T03:28:33.464268] [INFO ] [sig ] RBC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:33.601858] [INFO ] [LOCAL ] Saved forecast: RBC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RBC.txt [2025-10-18T03:28:33.602066] [INFO ] [sig ] [1530/2083] Completed RBC in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:33.602107] [INFO ] [sig ] [1531/2083] Forecasting RBLX... [2025-10-18T03:28:33.602136] [INFO ] [sig ] Generating forecast for: RBLX [2025-10-18T03:28:33.602214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-10-18T03:28:33.611133] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBLX'. [2025-10-18T03:28:33.611413] [INFO ] [FORECASTER] Starting predict_future for RBLX [2025-10-18T03:28:33.636014] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:33.636734] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-10-18T03:28:33.636789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:33.636835] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:33.636865] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:33.636920] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:33.653636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:33.654186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:33.654263] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:33.654295] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:33.689802] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:33.689883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:33.689917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:33.689945] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:33.692894] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=5.02%) [2025-10-18T03:28:33.693144] [INFO ] [FORECASTER] Completed predict_future for RBLX [2025-10-18T03:28:33.693267] [INFO ] [sig ] RBLX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:33.834543] [INFO ] [LOCAL ] Saved forecast: RBLX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RBLX.txt [2025-10-18T03:28:33.834764] [INFO ] [sig ] [1531/2083] Completed RBLX in 0.2s | 4.15 sym/s | Total: 6.1m | ETA: 2.2m [2025-10-18T03:28:33.834822] [INFO ] [sig ] [1532/2083] Forecasting RBOT... [2025-10-18T03:28:33.834855] [INFO ] [sig ] Generating forecast for: RBOT [2025-10-18T03:28:33.834886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'. [2025-10-18T03:28:33.843213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBOT'. [2025-10-18T03:28:33.843483] [INFO ] [FORECASTER] Starting predict_future for RBOT [2025-10-18T03:28:33.868189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:33.868898] [DEBUG] [LOCAL ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt [2025-10-18T03:28:33.868951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:33.868983] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:33.869011] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:33.869066] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:33.886005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:33.886522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:33.886598] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:33.886632] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:33.924390] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:33.924485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:33.924522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:33.924551] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:33.927627] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: UP (p=95.80%) [2025-10-18T03:28:33.927928] [INFO ] [FORECASTER] Completed predict_future for RBOT [2025-10-18T03:28:33.928060] [INFO ] [sig ] RBOT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:34.067393] [INFO ] [LOCAL ] Saved forecast: RBOT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RBOT.txt [2025-10-18T03:28:34.067706] [INFO ] [sig ] [1532/2083] Completed RBOT in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:34.067792] [INFO ] [sig ] [1533/2083] Forecasting RBRK... [2025-10-18T03:28:34.067839] [INFO ] [sig ] Generating forecast for: RBRK [2025-10-18T03:28:34.067873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBRK' from 'https://tdm.silogroup.org/data/derivative_storage/RBRK.csv'. [2025-10-18T03:28:34.076835] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBRK'. [2025-10-18T03:28:34.077127] [INFO ] [FORECASTER] Starting predict_future for RBRK [2025-10-18T03:28:34.103122] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:34.103840] [DEBUG] [LOCAL ] No optimal features file found for RBRK: ./output/feature-sets/RBRK.txt [2025-10-18T03:28:34.103896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:34.103932] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:34.103961] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:34.104022] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:34.121817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:34.122375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:34.122455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:34.122489] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:34.159774] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:34.159914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:34.159954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:34.159988] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:34.163358] [DEBUG] [FORECASTER] RBRK: Forecast T+1@11:T+2@11: DOWN (p=11.22%) [2025-10-18T03:28:34.163702] [INFO ] [FORECASTER] Completed predict_future for RBRK [2025-10-18T03:28:34.163851] [INFO ] [sig ] RBRK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:34.304080] [INFO ] [LOCAL ] Saved forecast: RBRK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RBRK.txt [2025-10-18T03:28:34.304550] [INFO ] [sig ] [1533/2083] Completed RBRK in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:34.304592] [INFO ] [sig ] [1534/2083] Forecasting RC... [2025-10-18T03:28:34.304621] [INFO ] [sig ] Generating forecast for: RC [2025-10-18T03:28:34.304684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-10-18T03:28:34.313584] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RC'. [2025-10-18T03:28:34.314002] [INFO ] [FORECASTER] Starting predict_future for RC [2025-10-18T03:28:34.339938] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:34.340760] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-10-18T03:28:34.340815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:34.340849] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:34.340877] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:34.340934] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:34.359276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:34.360046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:34.360131] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:34.360166] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:34.396506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:34.396696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:34.396755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:34.396788] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:34.400310] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-10-18T03:28:34.400608] [INFO ] [FORECASTER] Completed predict_future for RC [2025-10-18T03:28:34.400786] [INFO ] [sig ] RC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:34.541543] [INFO ] [LOCAL ] Saved forecast: RC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RC.txt [2025-10-18T03:28:34.541794] [INFO ] [sig ] [1534/2083] Completed RC in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:34.541856] [INFO ] [sig ] [1535/2083] Forecasting RCD... [2025-10-18T03:28:34.541891] [INFO ] [sig ] Generating forecast for: RCD [2025-10-18T03:28:34.541923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCD' from 'https://tdm.silogroup.org/data/derivative_storage/RCD.csv'. [2025-10-18T03:28:34.550329] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'RCD'. [2025-10-18T03:28:34.550609] [INFO ] [FORECASTER] Starting predict_future for RCD [2025-10-18T03:28:34.576071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:34.576908] [DEBUG] [LOCAL ] No optimal features file found for RCD: ./output/feature-sets/RCD.txt [2025-10-18T03:28:34.576968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:34.577010] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:34.577039] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:34.577097] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:34.594523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:34.595121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:34.595201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:34.595235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:34.632071] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:34.632225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:34.632265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:34.632294] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:34.635840] [DEBUG] [FORECASTER] RCD: Forecast T+1@11:T+2@11: UP (p=67.45%) [2025-10-18T03:28:34.636114] [INFO ] [FORECASTER] Completed predict_future for RCD [2025-10-18T03:28:34.636242] [INFO ] [sig ] RCD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:34.778113] [INFO ] [LOCAL ] Saved forecast: RCD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RCD.txt [2025-10-18T03:28:34.778345] [INFO ] [sig ] [1535/2083] Completed RCD in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:34.778387] [INFO ] [sig ] [1536/2083] Forecasting RCI... [2025-10-18T03:28:34.778419] [INFO ] [sig ] Generating forecast for: RCI [2025-10-18T03:28:34.778452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-10-18T03:28:34.786824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RCI'. [2025-10-18T03:28:34.787128] [INFO ] [FORECASTER] Starting predict_future for RCI [2025-10-18T03:28:34.813248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:34.814023] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-10-18T03:28:34.814079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:34.814115] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:34.814144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:34.814201] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:34.831720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:34.832390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:34.832475] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:34.832510] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:34.873731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:34.873913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:34.873957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:34.873986] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:34.877491] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=90.34%) [2025-10-18T03:28:34.877837] [INFO ] [FORECASTER] Completed predict_future for RCI [2025-10-18T03:28:34.877982] [INFO ] [sig ] RCI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:35.019282] [INFO ] [LOCAL ] Saved forecast: RCI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RCI.txt [2025-10-18T03:28:35.019522] [INFO ] [sig ] [1536/2083] Completed RCI in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:35.019565] [INFO ] [sig ] [1537/2083] Forecasting RCS... [2025-10-18T03:28:35.019596] [INFO ] [sig ] Generating forecast for: RCS [2025-10-18T03:28:35.019628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-10-18T03:28:35.029531] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RCS'. [2025-10-18T03:28:35.029959] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-10-18T03:28:35.058917] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:35.059899] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-10-18T03:28:35.059956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:35.059989] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:35.060018] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:35.060079] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:35.079949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:35.080695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:35.080782] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:35.080817] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:35.119188] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:35.119339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:35.119391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:35.119422] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:35.123215] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=75.47%) [2025-10-18T03:28:35.123491] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-10-18T03:28:35.123632] [INFO ] [sig ] RCS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:35.282351] [INFO ] [LOCAL ] Saved forecast: RCS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RCS.txt [2025-10-18T03:28:35.282579] [INFO ] [sig ] [1537/2083] Completed RCS in 0.3s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:35.282622] [INFO ] [sig ] [1538/2083] Forecasting RCUS... [2025-10-18T03:28:35.282688] [INFO ] [sig ] Generating forecast for: RCUS [2025-10-18T03:28:35.282743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-10-18T03:28:35.291558] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RCUS'. [2025-10-18T03:28:35.291906] [INFO ] [FORECASTER] Starting predict_future for RCUS [2025-10-18T03:28:35.320773] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:35.321542] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-10-18T03:28:35.321599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:35.321633] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:35.321719] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:35.321790] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:35.339967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:35.340523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:35.340608] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:35.340665] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:35.378800] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:35.378914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:35.378953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:35.378983] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:35.382443] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=77.63%) [2025-10-18T03:28:35.382763] [INFO ] [FORECASTER] Completed predict_future for RCUS [2025-10-18T03:28:35.382907] [INFO ] [sig ] RCUS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:35.531742] [INFO ] [LOCAL ] Saved forecast: RCUS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RCUS.txt [2025-10-18T03:28:35.531967] [INFO ] [sig ] [1538/2083] Completed RCUS in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:35.532010] [INFO ] [sig ] [1539/2083] Forecasting RDDT... [2025-10-18T03:28:35.532041] [INFO ] [sig ] Generating forecast for: RDDT [2025-10-18T03:28:35.532076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDDT' from 'https://tdm.silogroup.org/data/derivative_storage/RDDT.csv'. [2025-10-18T03:28:35.540611] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RDDT'. [2025-10-18T03:28:35.540909] [INFO ] [FORECASTER] Starting predict_future for RDDT [2025-10-18T03:28:35.565495] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:35.566184] [DEBUG] [LOCAL ] No optimal features file found for RDDT: ./output/feature-sets/RDDT.txt [2025-10-18T03:28:35.566237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:35.566270] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:35.566297] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:35.566353] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:35.583156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:35.583694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:35.583775] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:35.583808] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:35.619981] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:35.620072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:35.620108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:35.620137] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:35.623289] [DEBUG] [FORECASTER] RDDT: Forecast T+1@11:T+2@11: UP (p=88.87%) [2025-10-18T03:28:35.623535] [INFO ] [FORECASTER] Completed predict_future for RDDT [2025-10-18T03:28:35.623689] [INFO ] [sig ] RDDT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:35.759362] [INFO ] [LOCAL ] Saved forecast: RDDT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RDDT.txt [2025-10-18T03:28:35.759571] [INFO ] [sig ] [1539/2083] Completed RDDT in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:35.759612] [INFO ] [sig ] [1540/2083] Forecasting RDN... [2025-10-18T03:28:35.759662] [INFO ] [sig ] Generating forecast for: RDN [2025-10-18T03:28:35.759719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'. [2025-10-18T03:28:35.768075] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RDN'. [2025-10-18T03:28:35.768357] [INFO ] [FORECASTER] Starting predict_future for RDN [2025-10-18T03:28:35.792738] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:35.793396] [DEBUG] [LOCAL ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt [2025-10-18T03:28:35.793449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:35.793481] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:35.793508] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:35.793565] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:35.810258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:35.810885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:35.810964] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:35.810997] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:35.849104] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:35.849189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:35.849224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:35.849285] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:35.854974] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: UP (p=94.65%) [2025-10-18T03:28:35.855225] [INFO ] [FORECASTER] Completed predict_future for RDN [2025-10-18T03:28:35.855359] [INFO ] [sig ] RDN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:35.991272] [INFO ] [LOCAL ] Saved forecast: RDN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RDN.txt [2025-10-18T03:28:35.991464] [INFO ] [sig ] [1540/2083] Completed RDN in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:35.991505] [INFO ] [sig ] [1541/2083] Forecasting RDW... [2025-10-18T03:28:35.991535] [INFO ] [sig ] Generating forecast for: RDW [2025-10-18T03:28:35.991565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'. [2025-10-18T03:28:36.000878] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RDW'. [2025-10-18T03:28:36.001334] [INFO ] [FORECASTER] Starting predict_future for RDW [2025-10-18T03:28:36.028075] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:36.028931] [DEBUG] [LOCAL ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt [2025-10-18T03:28:36.028986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:36.029022] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:36.029052] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:36.029110] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:36.046033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:36.046835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:36.046924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:36.046956] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:36.085126] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:36.085316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:36.085358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:36.085387] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:36.089028] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: DOWN (p=14.50%) [2025-10-18T03:28:36.089332] [INFO ] [FORECASTER] Completed predict_future for RDW [2025-10-18T03:28:36.089479] [INFO ] [sig ] RDW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:36.229118] [INFO ] [LOCAL ] Saved forecast: RDW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RDW.txt [2025-10-18T03:28:36.229456] [INFO ] [sig ] [1541/2083] Completed RDW in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:36.229503] [INFO ] [sig ] [1542/2083] Forecasting RDY... [2025-10-18T03:28:36.229534] [INFO ] [sig ] Generating forecast for: RDY [2025-10-18T03:28:36.229567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-10-18T03:28:36.238749] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RDY'. [2025-10-18T03:28:36.239057] [INFO ] [FORECASTER] Starting predict_future for RDY [2025-10-18T03:28:36.264287] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:36.264979] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-10-18T03:28:36.265034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:36.265068] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:36.265096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:36.265151] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:36.282078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:36.282581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:36.282677] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:36.282730] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:36.318994] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:36.319071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:36.319105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:36.319132] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:36.322064] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-10-18T03:28:36.322307] [INFO ] [FORECASTER] Completed predict_future for RDY [2025-10-18T03:28:36.322439] [INFO ] [sig ] RDY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:36.458160] [INFO ] [LOCAL ] Saved forecast: RDY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RDY.txt [2025-10-18T03:28:36.458346] [INFO ] [sig ] [1542/2083] Completed RDY in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:36.458387] [INFO ] [sig ] [1543/2083] Forecasting RELX... [2025-10-18T03:28:36.458415] [INFO ] [sig ] Generating forecast for: RELX [2025-10-18T03:28:36.458445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-10-18T03:28:36.467900] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RELX'. [2025-10-18T03:28:36.468251] [INFO ] [FORECASTER] Starting predict_future for RELX [2025-10-18T03:28:36.493244] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:36.493963] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-10-18T03:28:36.494017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:36.494052] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:36.494081] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:36.494139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:36.511130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:36.511686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:36.511772] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:36.511806] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:36.548786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:36.548873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:36.548925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:36.548954] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:36.552086] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=31.37%) [2025-10-18T03:28:36.552341] [INFO ] [FORECASTER] Completed predict_future for RELX [2025-10-18T03:28:36.552470] [INFO ] [sig ] RELX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:36.691406] [INFO ] [LOCAL ] Saved forecast: RELX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RELX.txt [2025-10-18T03:28:36.691676] [INFO ] [sig ] [1543/2083] Completed RELX in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:36.691768] [INFO ] [sig ] [1544/2083] Forecasting RERE... [2025-10-18T03:28:36.691808] [INFO ] [sig ] Generating forecast for: RERE [2025-10-18T03:28:36.691840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-10-18T03:28:36.700763] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RERE'. [2025-10-18T03:28:36.701056] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-10-18T03:28:36.726015] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:36.726708] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-10-18T03:28:36.726763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:36.726796] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:36.726823] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:36.726880] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:36.743900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:36.744458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:36.744550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:36.744582] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:36.783337] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:36.783515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:36.783563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:36.783594] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:36.787910] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=34.41%) [2025-10-18T03:28:36.788230] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-10-18T03:28:36.788382] [INFO ] [sig ] RERE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:36.930799] [INFO ] [LOCAL ] Saved forecast: RERE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RERE.txt [2025-10-18T03:28:36.931048] [INFO ] [sig ] [1544/2083] Completed RERE in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:36.931090] [INFO ] [sig ] [1545/2083] Forecasting RES... [2025-10-18T03:28:36.931119] [INFO ] [sig ] Generating forecast for: RES [2025-10-18T03:28:36.931151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-10-18T03:28:36.939742] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RES'. [2025-10-18T03:28:36.940016] [INFO ] [FORECASTER] Starting predict_future for RES [2025-10-18T03:28:36.965121] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:36.965874] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-10-18T03:28:36.965928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:36.965962] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:36.966004] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:36.966074] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:36.983027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:36.983548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:36.983628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:36.983696] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:37.019099] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:37.019240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:37.019279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:37.019308] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:37.022668] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=87.95%) [2025-10-18T03:28:37.022948] [INFO ] [FORECASTER] Completed predict_future for RES [2025-10-18T03:28:37.023087] [INFO ] [sig ] RES: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:37.164293] [INFO ] [LOCAL ] Saved forecast: RES 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RES.txt [2025-10-18T03:28:37.164556] [INFO ] [sig ] [1545/2083] Completed RES in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:37.164598] [INFO ] [sig ] [1546/2083] Forecasting REVG... [2025-10-18T03:28:37.164628] [INFO ] [sig ] Generating forecast for: REVG [2025-10-18T03:28:37.164695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-10-18T03:28:37.174157] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REVG'. [2025-10-18T03:28:37.174428] [INFO ] [FORECASTER] Starting predict_future for REVG [2025-10-18T03:28:37.199918] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:37.200600] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-10-18T03:28:37.200679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:37.200730] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:37.200762] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:37.200822] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:37.218085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:37.218683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:37.218778] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:37.218833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:37.258418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:37.258573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:37.258613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:37.258676] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:37.261925] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=61.99%) [2025-10-18T03:28:37.262222] [INFO ] [FORECASTER] Completed predict_future for REVG [2025-10-18T03:28:37.262392] [INFO ] [sig ] REVG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:37.403117] [INFO ] [LOCAL ] Saved forecast: REVG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/REVG.txt [2025-10-18T03:28:37.403347] [INFO ] [sig ] [1546/2083] Completed REVG in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:37.403422] [INFO ] [sig ] [1547/2083] Forecasting REX... [2025-10-18T03:28:37.403483] [INFO ] [sig ] Generating forecast for: REX [2025-10-18T03:28:37.403522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-10-18T03:28:37.412257] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REX'. [2025-10-18T03:28:37.412716] [INFO ] [FORECASTER] Starting predict_future for REX [2025-10-18T03:28:37.437941] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:37.438621] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-10-18T03:28:37.438711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:37.438753] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:37.438782] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:37.438837] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:37.455857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:37.456415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:37.456496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:37.456530] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:37.496786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:37.496955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:37.496999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:37.497031] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:37.502011] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=65.20%) [2025-10-18T03:28:37.502329] [INFO ] [FORECASTER] Completed predict_future for REX [2025-10-18T03:28:37.502473] [INFO ] [sig ] REX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:37.643591] [INFO ] [LOCAL ] Saved forecast: REX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/REX.txt [2025-10-18T03:28:37.643857] [INFO ] [sig ] [1547/2083] Completed REX in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.2m [2025-10-18T03:28:37.643909] [INFO ] [sig ] [1548/2083] Forecasting REXR... [2025-10-18T03:28:37.643943] [INFO ] [sig ] Generating forecast for: REXR [2025-10-18T03:28:37.643973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'. [2025-10-18T03:28:37.652535] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REXR'. [2025-10-18T03:28:37.652848] [INFO ] [FORECASTER] Starting predict_future for REXR [2025-10-18T03:28:37.678404] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:37.679164] [DEBUG] [LOCAL ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt [2025-10-18T03:28:37.679220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:37.679254] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:37.679282] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:37.679339] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:37.696628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:37.697263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:37.697345] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:37.697380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:37.729080] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:37.729188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:37.729226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:37.729255] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:37.732401] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: UP (p=75.98%) [2025-10-18T03:28:37.732697] [INFO ] [FORECASTER] Completed predict_future for REXR [2025-10-18T03:28:37.732837] [INFO ] [sig ] REXR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:37.873763] [INFO ] [LOCAL ] Saved forecast: REXR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/REXR.txt [2025-10-18T03:28:37.874008] [INFO ] [sig ] [1548/2083] Completed REXR in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:37.874076] [INFO ] [sig ] [1549/2083] Forecasting REZI... [2025-10-18T03:28:37.874108] [INFO ] [sig ] Generating forecast for: REZI [2025-10-18T03:28:37.874139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-10-18T03:28:37.882809] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REZI'. [2025-10-18T03:28:37.883124] [INFO ] [FORECASTER] Starting predict_future for REZI [2025-10-18T03:28:37.907863] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:37.908509] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-10-18T03:28:37.908562] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:37.908595] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:37.908622] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:37.908706] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:37.925280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:37.925835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:37.925914] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:37.925946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:37.960998] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:37.961071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:37.961105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:37.961133] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:37.964036] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-10-18T03:28:37.964278] [INFO ] [FORECASTER] Completed predict_future for REZI [2025-10-18T03:28:37.964406] [INFO ] [sig ] REZI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:38.099760] [INFO ] [LOCAL ] Saved forecast: REZI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/REZI.txt [2025-10-18T03:28:38.099962] [INFO ] [sig ] [1549/2083] Completed REZI in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:38.100002] [INFO ] [sig ] [1550/2083] Forecasting RF... [2025-10-18T03:28:38.100030] [INFO ] [sig ] Generating forecast for: RF [2025-10-18T03:28:38.100059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-10-18T03:28:38.108278] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RF'. [2025-10-18T03:28:38.108538] [INFO ] [FORECASTER] Starting predict_future for RF [2025-10-18T03:28:38.132958] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:38.133596] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-10-18T03:28:38.133673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:38.133724] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:38.133754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:38.133859] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:38.150454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:38.151003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:38.151082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:38.151114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:38.187522] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:38.187590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:38.187637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:38.187709] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:38.190622] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=20.52%) [2025-10-18T03:28:38.190896] [INFO ] [FORECASTER] Completed predict_future for RF [2025-10-18T03:28:38.191025] [INFO ] [sig ] RF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:38.326503] [INFO ] [LOCAL ] Saved forecast: RF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RF.txt [2025-10-18T03:28:38.326711] [INFO ] [sig ] [1550/2083] Completed RF in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:38.326770] [INFO ] [sig ] [1551/2083] Forecasting RFI... [2025-10-18T03:28:38.326802] [INFO ] [sig ] Generating forecast for: RFI [2025-10-18T03:28:38.326832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-10-18T03:28:38.335669] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFI'. [2025-10-18T03:28:38.335924] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-10-18T03:28:38.360347] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:38.361029] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-10-18T03:28:38.361084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:38.361117] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:38.361144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:38.361200] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:38.378019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:38.378526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:38.378601] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:38.378634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:38.414375] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:38.414445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:38.414480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:38.414508] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:38.417466] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=76.19%) [2025-10-18T03:28:38.417767] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-10-18T03:28:38.417914] [INFO ] [sig ] RFI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:38.555676] [INFO ] [LOCAL ] Saved forecast: RFI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RFI.txt [2025-10-18T03:28:38.555898] [INFO ] [sig ] [1551/2083] Completed RFI in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:38.555940] [INFO ] [sig ] [1552/2083] Forecasting RFL... [2025-10-18T03:28:38.555969] [INFO ] [sig ] Generating forecast for: RFL [2025-10-18T03:28:38.555999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-10-18T03:28:38.564421] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFL'. [2025-10-18T03:28:38.564691] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-10-18T03:28:38.589258] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:38.589951] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-10-18T03:28:38.590005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:38.590038] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:38.590077] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:38.590134] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:38.606700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:38.607211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:38.607288] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:38.607321] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:38.647844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:38.647995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:38.648033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:38.648061] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:38.651343] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=13.10%) [2025-10-18T03:28:38.651608] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-10-18T03:28:38.651781] [INFO ] [sig ] RFL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:38.788805] [INFO ] [LOCAL ] Saved forecast: RFL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RFL.txt [2025-10-18T03:28:38.789042] [INFO ] [sig ] [1552/2083] Completed RFL in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:38.789085] [INFO ] [sig ] [1553/2083] Forecasting RFM... [2025-10-18T03:28:38.789115] [INFO ] [sig ] Generating forecast for: RFM [2025-10-18T03:28:38.789152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-10-18T03:28:38.797638] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFM'. [2025-10-18T03:28:38.798043] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-10-18T03:28:38.822555] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:38.823312] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-10-18T03:28:38.823366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:38.823400] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:38.823427] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:38.823483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:38.840015] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:38.840596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:38.840716] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:38.840765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:38.875088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:38.875193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:38.875264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:38.875294] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:38.880818] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=94.90%) [2025-10-18T03:28:38.881077] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-10-18T03:28:38.881207] [INFO ] [sig ] RFM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:39.019097] [INFO ] [LOCAL ] Saved forecast: RFM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RFM.txt [2025-10-18T03:28:39.019337] [INFO ] [sig ] [1553/2083] Completed RFM in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:39.019379] [INFO ] [sig ] [1554/2083] Forecasting RFMZ... [2025-10-18T03:28:39.019409] [INFO ] [sig ] Generating forecast for: RFMZ [2025-10-18T03:28:39.019439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-10-18T03:28:39.028023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFMZ'. [2025-10-18T03:28:39.028352] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-10-18T03:28:39.053008] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:39.053763] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-10-18T03:28:39.053819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:39.053851] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:39.053879] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:39.053939] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:39.070540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:39.071143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:39.071227] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:39.071259] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:39.105093] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:39.105227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:39.105265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:39.105294] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:39.108583] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=98.24%) [2025-10-18T03:28:39.108877] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-10-18T03:28:39.109018] [INFO ] [sig ] RFMZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:39.245560] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RFMZ.txt [2025-10-18T03:28:39.245827] [INFO ] [sig ] [1554/2083] Completed RFMZ in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:39.245888] [INFO ] [sig ] [1555/2083] Forecasting RGA... [2025-10-18T03:28:39.245921] [INFO ] [sig ] Generating forecast for: RGA [2025-10-18T03:28:39.245952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-10-18T03:28:39.255478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RGA'. [2025-10-18T03:28:39.255806] [INFO ] [FORECASTER] Starting predict_future for RGA [2025-10-18T03:28:39.280321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:39.281040] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-10-18T03:28:39.281094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:39.281127] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:39.281154] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:39.281209] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:39.297919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:39.298522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:39.298606] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:39.298638] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:39.333722] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:39.333845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:39.333884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:39.333913] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:39.337144] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=78.08%) [2025-10-18T03:28:39.337412] [INFO ] [FORECASTER] Completed predict_future for RGA [2025-10-18T03:28:39.337545] [INFO ] [sig ] RGA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:39.476916] [INFO ] [LOCAL ] Saved forecast: RGA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RGA.txt [2025-10-18T03:28:39.477149] [INFO ] [sig ] [1555/2083] Completed RGA in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:39.477191] [INFO ] [sig ] [1556/2083] Forecasting RGR... [2025-10-18T03:28:39.477221] [INFO ] [sig ] Generating forecast for: RGR [2025-10-18T03:28:39.477251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'. [2025-10-18T03:28:39.485725] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RGR'. [2025-10-18T03:28:39.485984] [INFO ] [FORECASTER] Starting predict_future for RGR [2025-10-18T03:28:39.510519] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:39.511202] [DEBUG] [LOCAL ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt [2025-10-18T03:28:39.511256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:39.511288] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:39.511317] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:39.511373] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:39.528169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:39.528704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:39.528783] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:39.528815] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:39.563873] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:39.563949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:39.563983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:39.564010] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:39.566939] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: UP (p=80.46%) [2025-10-18T03:28:39.567186] [INFO ] [FORECASTER] Completed predict_future for RGR [2025-10-18T03:28:39.567312] [INFO ] [sig ] RGR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:39.703665] [INFO ] [LOCAL ] Saved forecast: RGR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RGR.txt [2025-10-18T03:28:39.703908] [INFO ] [sig ] [1556/2083] Completed RGR in 0.2s | 4.15 sym/s | Total: 6.2m | ETA: 2.1m [2025-10-18T03:28:39.703953] [INFO ] [sig ] [1557/2083] Forecasting RGT... [2025-10-18T03:28:39.703984] [INFO ] [sig ] Generating forecast for: RGT [2025-10-18T03:28:39.704015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'. [2025-10-18T03:28:39.712042] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'RGT'. [2025-10-18T03:28:39.712294] [INFO ] [FORECASTER] Starting predict_future for RGT [2025-10-18T03:28:39.736893] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:39.737537] [DEBUG] [LOCAL ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt [2025-10-18T03:28:39.737590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:39.737621] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:39.737678] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:39.737771] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:39.754920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:39.755430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:39.755507] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:39.755540] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:39.786955] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:39.787028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:39.787077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:39.787106] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:39.790087] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: DOWN (p=14.38%) [2025-10-18T03:28:39.790339] [INFO ] [FORECASTER] Completed predict_future for RGT [2025-10-18T03:28:39.790459] [INFO ] [sig ] RGT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:39.927749] [INFO ] [LOCAL ] Saved forecast: RGT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RGT.txt [2025-10-18T03:28:39.927982] [INFO ] [sig ] [1557/2083] Completed RGT in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:39.928024] [INFO ] [sig ] [1558/2083] Forecasting RH... [2025-10-18T03:28:39.928054] [INFO ] [sig ] Generating forecast for: RH [2025-10-18T03:28:39.928093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-10-18T03:28:39.935963] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RH'. [2025-10-18T03:28:39.936237] [INFO ] [FORECASTER] Starting predict_future for RH [2025-10-18T03:28:39.960957] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:39.961664] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-10-18T03:28:39.961724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:39.961758] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:39.961786] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:39.961842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:39.978759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:39.979298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:39.979373] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:39.979406] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:40.014524] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:40.014637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:40.014714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:40.014749] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:40.017911] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=47.21%) [2025-10-18T03:28:40.018180] [INFO ] [FORECASTER] Completed predict_future for RH [2025-10-18T03:28:40.018310] [INFO ] [sig ] RH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:40.155264] [INFO ] [LOCAL ] Saved forecast: RH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RH.txt [2025-10-18T03:28:40.155473] [INFO ] [sig ] [1558/2083] Completed RH in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:40.155514] [INFO ] [sig ] [1559/2083] Forecasting RHI... [2025-10-18T03:28:40.155545] [INFO ] [sig ] Generating forecast for: RHI [2025-10-18T03:28:40.155575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-10-18T03:28:40.166056] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RHI'. [2025-10-18T03:28:40.166704] [INFO ] [FORECASTER] Starting predict_future for RHI [2025-10-18T03:28:40.193880] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:40.194619] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-10-18T03:28:40.194701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:40.194748] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:40.194778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:40.194859] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:40.212129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:40.212764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:40.212855] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:40.212890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:40.260967] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:40.261087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:40.261124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:40.261153] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:40.264375] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=71.00%) [2025-10-18T03:28:40.264676] [INFO ] [FORECASTER] Completed predict_future for RHI [2025-10-18T03:28:40.264831] [INFO ] [sig ] RHI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:40.407171] [INFO ] [LOCAL ] Saved forecast: RHI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RHI.txt [2025-10-18T03:28:40.407481] [INFO ] [sig ] [1559/2083] Completed RHI in 0.3s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:40.407528] [INFO ] [sig ] [1560/2083] Forecasting RHP... [2025-10-18T03:28:40.407563] [INFO ] [sig ] Generating forecast for: RHP [2025-10-18T03:28:40.407597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-10-18T03:28:40.418069] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RHP'. [2025-10-18T03:28:40.418501] [INFO ] [FORECASTER] Starting predict_future for RHP [2025-10-18T03:28:40.443865] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:40.444603] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-10-18T03:28:40.444681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:40.444730] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:40.444760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:40.444816] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:40.462900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:40.464217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:40.464323] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:40.464359] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:40.511313] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:40.511531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:40.511577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:40.511607] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:40.515878] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=89.20%) [2025-10-18T03:28:40.516201] [INFO ] [FORECASTER] Completed predict_future for RHP [2025-10-18T03:28:40.516360] [INFO ] [sig ] RHP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:40.669265] [INFO ] [LOCAL ] Saved forecast: RHP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RHP.txt [2025-10-18T03:28:40.669702] [INFO ] [sig ] [1560/2083] Completed RHP in 0.3s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:40.669767] [INFO ] [sig ] [1561/2083] Forecasting RIG... [2025-10-18T03:28:40.669804] [INFO ] [sig ] Generating forecast for: RIG [2025-10-18T03:28:40.669839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-10-18T03:28:40.680766] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RIG'. [2025-10-18T03:28:40.681204] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-10-18T03:28:40.706407] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:40.707173] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-10-18T03:28:40.707227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:40.707259] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:40.707286] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:40.707343] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:40.725310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:40.726045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:40.726137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:40.726174] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:40.770826] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:40.770998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:40.771040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:40.771072] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:40.774761] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=83.91%) [2025-10-18T03:28:40.775052] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-10-18T03:28:40.775205] [INFO ] [sig ] RIG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:40.915694] [INFO ] [LOCAL ] Saved forecast: RIG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RIG.txt [2025-10-18T03:28:40.915995] [INFO ] [sig ] [1561/2083] Completed RIG in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:40.916038] [INFO ] [sig ] [1562/2083] Forecasting RIO... [2025-10-18T03:28:40.916068] [INFO ] [sig ] Generating forecast for: RIO [2025-10-18T03:28:40.916100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-10-18T03:28:40.925836] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RIO'. [2025-10-18T03:28:40.926217] [INFO ] [FORECASTER] Starting predict_future for RIO [2025-10-18T03:28:40.951781] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:40.952516] [DEBUG] [LOCAL ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt [2025-10-18T03:28:40.952572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:40.952606] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:40.952633] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:40.952733] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:40.970518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:40.971169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:40.971257] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:40.971292] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:41.017209] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:41.017362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:41.017403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:41.017432] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:41.021320] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=73.58%) [2025-10-18T03:28:41.021616] [INFO ] [FORECASTER] Completed predict_future for RIO [2025-10-18T03:28:41.021807] [INFO ] [sig ] RIO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:41.159335] [INFO ] [LOCAL ] Saved forecast: RIO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RIO.txt [2025-10-18T03:28:41.159588] [INFO ] [sig ] [1562/2083] Completed RIO in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:41.159635] [INFO ] [sig ] [1563/2083] Forecasting RITM... [2025-10-18T03:28:41.159710] [INFO ] [sig ] Generating forecast for: RITM [2025-10-18T03:28:41.159751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-10-18T03:28:41.169362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RITM'. [2025-10-18T03:28:41.169709] [INFO ] [FORECASTER] Starting predict_future for RITM [2025-10-18T03:28:41.194459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:41.195169] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-10-18T03:28:41.195223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:41.195256] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:41.195338] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:41.195405] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:41.212117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:41.212747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:41.212833] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:41.212867] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:41.258089] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:41.258225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:41.258263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:41.258291] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:41.261631] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=49.99%) [2025-10-18T03:28:41.261935] [INFO ] [FORECASTER] Completed predict_future for RITM [2025-10-18T03:28:41.262080] [INFO ] [sig ] RITM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:41.398608] [INFO ] [LOCAL ] Saved forecast: RITM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RITM.txt [2025-10-18T03:28:41.398885] [INFO ] [sig ] [1563/2083] Completed RITM in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:41.398933] [INFO ] [sig ] [1564/2083] Forecasting RIV... [2025-10-18T03:28:41.398964] [INFO ] [sig ] Generating forecast for: RIV [2025-10-18T03:28:41.398995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'. [2025-10-18T03:28:41.410201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RIV'. [2025-10-18T03:28:41.410705] [INFO ] [FORECASTER] Starting predict_future for RIV [2025-10-18T03:28:41.438743] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:41.439805] [DEBUG] [LOCAL ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt [2025-10-18T03:28:41.439867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:41.439904] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:41.439934] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:41.440042] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:41.457987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:41.459015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:41.459126] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:41.459181] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:41.505432] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:41.505911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:41.505993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:41.506095] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:41.510980] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: UP (p=89.67%) [2025-10-18T03:28:41.511377] [INFO ] [FORECASTER] Completed predict_future for RIV [2025-10-18T03:28:41.511595] [INFO ] [sig ] RIV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:41.662178] [INFO ] [LOCAL ] Saved forecast: RIV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RIV.txt [2025-10-18T03:28:41.662600] [INFO ] [sig ] [1564/2083] Completed RIV in 0.3s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:41.662672] [INFO ] [sig ] [1565/2083] Forecasting RJF... [2025-10-18T03:28:41.662727] [INFO ] [sig ] Generating forecast for: RJF [2025-10-18T03:28:41.662765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'. [2025-10-18T03:28:41.675370] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RJF'. [2025-10-18T03:28:41.675915] [INFO ] [FORECASTER] Starting predict_future for RJF [2025-10-18T03:28:41.703286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:41.704157] [DEBUG] [LOCAL ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt [2025-10-18T03:28:41.704216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:41.704251] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:41.704280] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:41.704341] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:41.721565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:41.722349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:41.722452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:41.722487] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:41.763218] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:41.763455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:41.763501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:41.763532] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:41.767500] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: UP (p=98.04%) [2025-10-18T03:28:41.767899] [INFO ] [FORECASTER] Completed predict_future for RJF [2025-10-18T03:28:41.768059] [INFO ] [sig ] RJF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:41.911458] [INFO ] [LOCAL ] Saved forecast: RJF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RJF.txt [2025-10-18T03:28:41.911774] [INFO ] [sig ] [1565/2083] Completed RJF in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:41.911837] [INFO ] [sig ] [1566/2083] Forecasting RKT... [2025-10-18T03:28:41.911870] [INFO ] [sig ] Generating forecast for: RKT [2025-10-18T03:28:41.911903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'. [2025-10-18T03:28:41.921474] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RKT'. [2025-10-18T03:28:41.921853] [INFO ] [FORECASTER] Starting predict_future for RKT [2025-10-18T03:28:41.947083] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:41.947957] [DEBUG] [LOCAL ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt [2025-10-18T03:28:41.948014] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:41.948048] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:41.948074] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:41.948130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:41.964837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:41.965580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:41.965693] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:41.965747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:42.009947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:42.010204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:42.010252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:42.010282] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:42.016355] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: UP (p=90.89%) [2025-10-18T03:28:42.016635] [INFO ] [FORECASTER] Completed predict_future for RKT [2025-10-18T03:28:42.016827] [INFO ] [sig ] RKT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:42.155034] [INFO ] [LOCAL ] Saved forecast: RKT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RKT.txt [2025-10-18T03:28:42.155324] [INFO ] [sig ] [1566/2083] Completed RKT in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:42.155373] [INFO ] [sig ] [1567/2083] Forecasting RL... [2025-10-18T03:28:42.155403] [INFO ] [sig ] Generating forecast for: RL [2025-10-18T03:28:42.155434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-10-18T03:28:42.164700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RL'. [2025-10-18T03:28:42.165071] [INFO ] [FORECASTER] Starting predict_future for RL [2025-10-18T03:28:42.190628] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:42.191415] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-10-18T03:28:42.191470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:42.191504] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:42.191531] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:42.191587] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:42.208346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:42.208975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:42.209058] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:42.209092] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:42.250762] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:42.250962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:42.251006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:42.251035] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:42.254496] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=95.49%) [2025-10-18T03:28:42.254813] [INFO ] [FORECASTER] Completed predict_future for RL [2025-10-18T03:28:42.254958] [INFO ] [sig ] RL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:42.391572] [INFO ] [LOCAL ] Saved forecast: RL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RL.txt [2025-10-18T03:28:42.391820] [INFO ] [sig ] [1567/2083] Completed RL in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:42.391878] [INFO ] [sig ] [1568/2083] Forecasting RLI... [2025-10-18T03:28:42.391911] [INFO ] [sig ] Generating forecast for: RLI [2025-10-18T03:28:42.391942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-10-18T03:28:42.400977] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLI'. [2025-10-18T03:28:42.401249] [INFO ] [FORECASTER] Starting predict_future for RLI [2025-10-18T03:28:42.426022] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:42.426854] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-10-18T03:28:42.426910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:42.426944] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:42.426972] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:42.427028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:42.443952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:42.444774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:42.444864] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:42.444899] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:42.493874] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:42.494090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:42.494149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:42.494182] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:42.497800] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=26.17%) [2025-10-18T03:28:42.498104] [INFO ] [FORECASTER] Completed predict_future for RLI [2025-10-18T03:28:42.498261] [INFO ] [sig ] RLI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:42.634541] [INFO ] [LOCAL ] Saved forecast: RLI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RLI.txt [2025-10-18T03:28:42.634838] [INFO ] [sig ] [1568/2083] Completed RLI in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:42.634900] [INFO ] [sig ] [1569/2083] Forecasting RLJ... [2025-10-18T03:28:42.634933] [INFO ] [sig ] Generating forecast for: RLJ [2025-10-18T03:28:42.634965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-10-18T03:28:42.644675] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLJ'. [2025-10-18T03:28:42.645017] [INFO ] [FORECASTER] Starting predict_future for RLJ [2025-10-18T03:28:42.669803] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:42.670484] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-10-18T03:28:42.670538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:42.670571] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:42.670598] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:42.670674] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:42.687226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:42.687808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:42.687892] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:42.687925] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:42.727220] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:42.727362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:42.727400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:42.727429] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:42.730846] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=1.27%) [2025-10-18T03:28:42.731133] [INFO ] [FORECASTER] Completed predict_future for RLJ [2025-10-18T03:28:42.731273] [INFO ] [sig ] RLJ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:42.868744] [INFO ] [LOCAL ] Saved forecast: RLJ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RLJ.txt [2025-10-18T03:28:42.869021] [INFO ] [sig ] [1569/2083] Completed RLJ in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:42.869076] [INFO ] [sig ] [1570/2083] Forecasting RLTY... [2025-10-18T03:28:42.869108] [INFO ] [sig ] Generating forecast for: RLTY [2025-10-18T03:28:42.869139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-10-18T03:28:42.877429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLTY'. [2025-10-18T03:28:42.877787] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-10-18T03:28:42.902331] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:42.903058] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-10-18T03:28:42.903114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:42.903147] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:42.903175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:42.903232] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:42.919862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:42.920411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:42.920489] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:42.920521] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:42.964072] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:42.964229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:42.964268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:42.964297] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:42.968290] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=78.66%) [2025-10-18T03:28:42.968560] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-10-18T03:28:42.968731] [INFO ] [sig ] RLTY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:43.108939] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RLTY.txt [2025-10-18T03:28:43.109226] [INFO ] [sig ] [1570/2083] Completed RLTY in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:43.109273] [INFO ] [sig ] [1571/2083] Forecasting RLX... [2025-10-18T03:28:43.109303] [INFO ] [sig ] Generating forecast for: RLX [2025-10-18T03:28:43.109334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-10-18T03:28:43.119348] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLX'. [2025-10-18T03:28:43.119771] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-10-18T03:28:43.147396] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:43.148403] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-10-18T03:28:43.148461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:43.148496] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:43.148524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:43.148582] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:43.170507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:43.171433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:43.171522] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:43.171558] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:43.214856] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:43.215070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:43.215137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:43.215218] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:43.219740] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=73.40%) [2025-10-18T03:28:43.220106] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-10-18T03:28:43.220261] [INFO ] [sig ] RLX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:43.453773] [INFO ] [LOCAL ] Saved forecast: RLX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RLX.txt [2025-10-18T03:28:43.454229] [INFO ] [sig ] [1571/2083] Completed RLX in 0.3s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:43.454304] [INFO ] [sig ] [1572/2083] Forecasting RM... [2025-10-18T03:28:43.454357] [INFO ] [sig ] Generating forecast for: RM [2025-10-18T03:28:43.454410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-10-18T03:28:43.466708] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RM'. [2025-10-18T03:28:43.467263] [INFO ] [FORECASTER] Starting predict_future for RM [2025-10-18T03:28:43.507009] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:43.508384] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-10-18T03:28:43.508482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:43.508534] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:43.508579] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:43.508694] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:43.535824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:43.537048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:43.537180] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:43.537239] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:43.586875] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:43.587104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:43.587169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:43.587214] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:43.592712] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=94.76%) [2025-10-18T03:28:43.593221] [INFO ] [FORECASTER] Completed predict_future for RM [2025-10-18T03:28:43.593424] [INFO ] [sig ] RM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:43.821336] [INFO ] [LOCAL ] Saved forecast: RM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RM.txt [2025-10-18T03:28:43.821686] [INFO ] [sig ] [1572/2083] Completed RM in 0.4s | 4.15 sym/s | Total: 6.3m | ETA: 2.1m [2025-10-18T03:28:43.821760] [INFO ] [sig ] [1573/2083] Forecasting RMAX... [2025-10-18T03:28:43.821802] [INFO ] [sig ] Generating forecast for: RMAX [2025-10-18T03:28:43.821843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-10-18T03:28:43.833677] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMAX'. [2025-10-18T03:28:43.834238] [INFO ] [FORECASTER] Starting predict_future for RMAX [2025-10-18T03:28:43.873691] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:43.875013] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-10-18T03:28:43.875105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:43.875158] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:43.875210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:43.875305] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:43.903202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:43.904295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:43.904443] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:43.904485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:43.955343] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:43.955569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:43.955666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:43.955737] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:43.961281] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=51.33%) [2025-10-18T03:28:43.961827] [INFO ] [FORECASTER] Completed predict_future for RMAX [2025-10-18T03:28:43.962036] [INFO ] [sig ] RMAX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:44.134485] [INFO ] [LOCAL ] Saved forecast: RMAX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RMAX.txt [2025-10-18T03:28:44.134859] [INFO ] [sig ] [1573/2083] Completed RMAX in 0.3s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:44.134923] [INFO ] [sig ] [1574/2083] Forecasting RMD... [2025-10-18T03:28:44.134957] [INFO ] [sig ] Generating forecast for: RMD [2025-10-18T03:28:44.134988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-10-18T03:28:44.145072] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMD'. [2025-10-18T03:28:44.145520] [INFO ] [FORECASTER] Starting predict_future for RMD [2025-10-18T03:28:44.174880] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:44.175832] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-10-18T03:28:44.175892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:44.175928] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:44.175983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:44.176072] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:44.197243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:44.198210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:44.198309] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:44.198344] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:44.243153] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:44.243333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:44.243377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:44.243408] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:44.247488] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-10-18T03:28:44.248029] [INFO ] [FORECASTER] Completed predict_future for RMD [2025-10-18T03:28:44.248251] [INFO ] [sig ] RMD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:44.426153] [INFO ] [LOCAL ] Saved forecast: RMD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RMD.txt [2025-10-18T03:28:44.426398] [INFO ] [sig ] [1574/2083] Completed RMD in 0.3s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:44.426441] [INFO ] [sig ] [1575/2083] Forecasting RMI... [2025-10-18T03:28:44.426472] [INFO ] [sig ] Generating forecast for: RMI [2025-10-18T03:28:44.426503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-10-18T03:28:44.435253] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMI'. [2025-10-18T03:28:44.435600] [INFO ] [FORECASTER] Starting predict_future for RMI [2025-10-18T03:28:44.461450] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:44.462288] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-10-18T03:28:44.462344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:44.462378] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:44.462407] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:44.462464] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:44.479303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:44.480079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:44.480170] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:44.480203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:44.515224] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:44.515386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:44.515428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:44.515457] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:44.518912] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=64.97%) [2025-10-18T03:28:44.519186] [INFO ] [FORECASTER] Completed predict_future for RMI [2025-10-18T03:28:44.519318] [INFO ] [sig ] RMI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:44.657410] [INFO ] [LOCAL ] Saved forecast: RMI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RMI.txt [2025-10-18T03:28:44.657673] [INFO ] [sig ] [1575/2083] Completed RMI in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:44.657754] [INFO ] [sig ] [1576/2083] Forecasting RMM... [2025-10-18T03:28:44.657808] [INFO ] [sig ] Generating forecast for: RMM [2025-10-18T03:28:44.657842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-10-18T03:28:44.666947] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMM'. [2025-10-18T03:28:44.667270] [INFO ] [FORECASTER] Starting predict_future for RMM [2025-10-18T03:28:44.692416] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:44.693224] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-10-18T03:28:44.693283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:44.693370] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:44.693408] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:44.693466] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:44.710197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:44.710994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:44.711080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:44.711116] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:44.744913] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:44.745089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:44.745132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:44.745163] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:44.748762] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=18.60%) [2025-10-18T03:28:44.749082] [INFO ] [FORECASTER] Completed predict_future for RMM [2025-10-18T03:28:44.749223] [INFO ] [sig ] RMM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:44.888315] [INFO ] [LOCAL ] Saved forecast: RMM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RMM.txt [2025-10-18T03:28:44.888561] [INFO ] [sig ] [1576/2083] Completed RMM in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:44.888604] [INFO ] [sig ] [1577/2083] Forecasting RMMZ... [2025-10-18T03:28:44.888680] [INFO ] [sig ] Generating forecast for: RMMZ [2025-10-18T03:28:44.888740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-10-18T03:28:44.897279] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMMZ'. [2025-10-18T03:28:44.897696] [INFO ] [FORECASTER] Starting predict_future for RMMZ [2025-10-18T03:28:44.924096] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:44.924912] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-10-18T03:28:44.924968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:44.925001] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:44.925029] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:44.925086] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:44.942228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:44.943037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:44.943121] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:44.943154] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:44.979285] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:44.979464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:44.979507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:44.979537] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:44.983806] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-10-18T03:28:44.984146] [INFO ] [FORECASTER] Completed predict_future for RMMZ [2025-10-18T03:28:44.984295] [INFO ] [sig ] RMMZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:45.125140] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RMMZ.txt [2025-10-18T03:28:45.125391] [INFO ] [sig ] [1577/2083] Completed RMMZ in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:45.125433] [INFO ] [sig ] [1578/2083] Forecasting RMT... [2025-10-18T03:28:45.125464] [INFO ] [sig ] Generating forecast for: RMT [2025-10-18T03:28:45.125495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'. [2025-10-18T03:28:45.136660] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMT'. [2025-10-18T03:28:45.137029] [INFO ] [FORECASTER] Starting predict_future for RMT [2025-10-18T03:28:45.164408] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:45.165285] [DEBUG] [LOCAL ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt [2025-10-18T03:28:45.165345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:45.165380] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:45.165408] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:45.165466] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:45.184252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:45.185114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:45.185208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:45.185248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:45.223626] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:45.223832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:45.223879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:45.223908] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:45.227411] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: DOWN (p=25.20%) [2025-10-18T03:28:45.227755] [INFO ] [FORECASTER] Completed predict_future for RMT [2025-10-18T03:28:45.227904] [INFO ] [sig ] RMT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:45.365551] [INFO ] [LOCAL ] Saved forecast: RMT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RMT.txt [2025-10-18T03:28:45.365840] [INFO ] [sig ] [1578/2083] Completed RMT in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:45.365901] [INFO ] [sig ] [1579/2083] Forecasting RNG... [2025-10-18T03:28:45.365934] [INFO ] [sig ] Generating forecast for: RNG [2025-10-18T03:28:45.365966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-10-18T03:28:45.374537] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNG'. [2025-10-18T03:28:45.374835] [INFO ] [FORECASTER] Starting predict_future for RNG [2025-10-18T03:28:45.399866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:45.400600] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-10-18T03:28:45.400679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:45.400730] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:45.400760] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:45.400818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:45.417511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:45.418438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:45.418528] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:45.418563] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:45.445502] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:45.445699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:45.445756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:45.445788] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:45.449381] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=85.79%) [2025-10-18T03:28:45.449674] [INFO ] [FORECASTER] Completed predict_future for RNG [2025-10-18T03:28:45.449813] [INFO ] [sig ] RNG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:45.587559] [INFO ] [LOCAL ] Saved forecast: RNG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RNG.txt [2025-10-18T03:28:45.587832] [INFO ] [sig ] [1579/2083] Completed RNG in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:45.587895] [INFO ] [sig ] [1580/2083] Forecasting RNGR... [2025-10-18T03:28:45.587929] [INFO ] [sig ] Generating forecast for: RNGR [2025-10-18T03:28:45.587961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'. [2025-10-18T03:28:45.596237] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNGR'. [2025-10-18T03:28:45.596548] [INFO ] [FORECASTER] Starting predict_future for RNGR [2025-10-18T03:28:45.621325] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:45.622090] [DEBUG] [LOCAL ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt [2025-10-18T03:28:45.622146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:45.622178] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:45.622206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:45.622262] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:45.638901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:45.639558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:45.639639] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:45.639715] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:45.665326] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:45.665462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:45.665502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:45.665531] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:45.668862] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: UP (p=75.26%) [2025-10-18T03:28:45.669148] [INFO ] [FORECASTER] Completed predict_future for RNGR [2025-10-18T03:28:45.669272] [INFO ] [sig ] RNGR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:45.806716] [INFO ] [LOCAL ] Saved forecast: RNGR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RNGR.txt [2025-10-18T03:28:45.806948] [INFO ] [sig ] [1580/2083] Completed RNGR in 0.2s | 4.15 sym/s | Total: 6.3m | ETA: 2.0m [2025-10-18T03:28:45.806991] [INFO ] [sig ] [1581/2083] Forecasting RNP... [2025-10-18T03:28:45.807022] [INFO ] [sig ] Generating forecast for: RNP [2025-10-18T03:28:45.807053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-10-18T03:28:45.815593] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNP'. [2025-10-18T03:28:45.815934] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-10-18T03:28:45.842517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:45.843322] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-10-18T03:28:45.843385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:45.843428] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:45.843460] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:45.843520] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:45.860883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:45.861449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:45.861530] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:45.861564] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:45.887241] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:45.887338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:45.887376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:45.887407] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:45.890722] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=49.75%) [2025-10-18T03:28:45.891034] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-10-18T03:28:45.891166] [INFO ] [sig ] RNP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:46.036271] [INFO ] [LOCAL ] Saved forecast: RNP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RNP.txt [2025-10-18T03:28:46.036488] [INFO ] [sig ] [1581/2083] Completed RNP in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:46.036531] [INFO ] [sig ] [1582/2083] Forecasting RNR... [2025-10-18T03:28:46.036563] [INFO ] [sig ] Generating forecast for: RNR [2025-10-18T03:28:46.036594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'. [2025-10-18T03:28:46.044739] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNR'. [2025-10-18T03:28:46.045035] [INFO ] [FORECASTER] Starting predict_future for RNR [2025-10-18T03:28:46.070916] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:46.071615] [DEBUG] [LOCAL ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt [2025-10-18T03:28:46.071695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:46.071739] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:46.071769] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:46.071827] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:46.089373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:46.089975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:46.090054] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:46.090087] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:46.120244] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:46.120375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:46.120415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:46.120447] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:46.123792] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: DOWN (p=27.05%) [2025-10-18T03:28:46.124069] [INFO ] [FORECASTER] Completed predict_future for RNR [2025-10-18T03:28:46.124607] [INFO ] [sig ] RNR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:46.267863] [INFO ] [LOCAL ] Saved forecast: RNR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RNR.txt [2025-10-18T03:28:46.268085] [INFO ] [sig ] [1582/2083] Completed RNR in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:46.268127] [INFO ] [sig ] [1583/2083] Forecasting RNST... [2025-10-18T03:28:46.268157] [INFO ] [sig ] Generating forecast for: RNST [2025-10-18T03:28:46.268188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'. [2025-10-18T03:28:46.276694] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNST'. [2025-10-18T03:28:46.276999] [INFO ] [FORECASTER] Starting predict_future for RNST [2025-10-18T03:28:46.302067] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:46.302828] [DEBUG] [LOCAL ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt [2025-10-18T03:28:46.302883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:46.302915] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:46.302943] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:46.302998] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:46.319778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:46.320318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:46.320394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:46.320426] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:46.352158] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:46.352239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:46.352278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:46.352307] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:46.355292] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: UP (p=76.68%) [2025-10-18T03:28:46.355538] [INFO ] [FORECASTER] Completed predict_future for RNST [2025-10-18T03:28:46.355684] [INFO ] [sig ] RNST: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:46.492066] [INFO ] [LOCAL ] Saved forecast: RNST 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RNST.txt [2025-10-18T03:28:46.492262] [INFO ] [sig ] [1583/2083] Completed RNST in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:46.492303] [INFO ] [sig ] [1584/2083] Forecasting ROG... [2025-10-18T03:28:46.492338] [INFO ] [sig ] Generating forecast for: ROG [2025-10-18T03:28:46.492369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'. [2025-10-18T03:28:46.500742] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ROG'. [2025-10-18T03:28:46.501007] [INFO ] [FORECASTER] Starting predict_future for ROG [2025-10-18T03:28:46.525682] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:46.526366] [DEBUG] [LOCAL ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt [2025-10-18T03:28:46.526420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:46.526452] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:46.526478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:46.526533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:46.543443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:46.544000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:46.544079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:46.544111] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:46.576411] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:46.576491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:46.576526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:46.576554] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:46.579613] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: UP (p=76.38%) [2025-10-18T03:28:46.579889] [INFO ] [FORECASTER] Completed predict_future for ROG [2025-10-18T03:28:46.580011] [INFO ] [sig ] ROG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:46.716977] [INFO ] [LOCAL ] Saved forecast: ROG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ROG.txt [2025-10-18T03:28:46.717190] [INFO ] [sig ] [1584/2083] Completed ROG in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:46.717230] [INFO ] [sig ] [1585/2083] Forecasting ROK... [2025-10-18T03:28:46.717259] [INFO ] [sig ] Generating forecast for: ROK [2025-10-18T03:28:46.717289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROK' from 'https://tdm.silogroup.org/data/derivative_storage/ROK.csv'. [2025-10-18T03:28:46.725626] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ROK'. [2025-10-18T03:28:46.725918] [INFO ] [FORECASTER] Starting predict_future for ROK [2025-10-18T03:28:46.750613] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:46.751296] [DEBUG] [LOCAL ] No optimal features file found for ROK: ./output/feature-sets/ROK.txt [2025-10-18T03:28:46.751349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:46.751381] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:46.751408] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:46.751464] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:46.768056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:46.768561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:46.768636] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:46.768709] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:46.799758] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:46.799838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:46.799873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:46.799901] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:46.802826] [DEBUG] [FORECASTER] ROK: Forecast T+1@11:T+2@11: DOWN (p=0.65%) [2025-10-18T03:28:46.803085] [INFO ] [FORECASTER] Completed predict_future for ROK [2025-10-18T03:28:46.803203] [INFO ] [sig ] ROK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:46.939290] [INFO ] [LOCAL ] Saved forecast: ROK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ROK.txt [2025-10-18T03:28:46.939490] [INFO ] [sig ] [1585/2083] Completed ROK in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:46.939530] [INFO ] [sig ] [1586/2083] Forecasting ROL... [2025-10-18T03:28:46.939559] [INFO ] [sig ] Generating forecast for: ROL [2025-10-18T03:28:46.939636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROL' from 'https://tdm.silogroup.org/data/derivative_storage/ROL.csv'. [2025-10-18T03:28:46.947714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ROL'. [2025-10-18T03:28:46.948005] [INFO ] [FORECASTER] Starting predict_future for ROL [2025-10-18T03:28:46.973745] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:46.974447] [DEBUG] [LOCAL ] No optimal features file found for ROL: ./output/feature-sets/ROL.txt [2025-10-18T03:28:46.974505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:46.974539] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:46.974568] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:46.974626] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:46.992043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:46.992580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:46.992681] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:46.992737] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:47.024625] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:47.024720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:47.024762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:47.024791] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:47.027887] [DEBUG] [FORECASTER] ROL: Forecast T+1@11:T+2@11: DOWN (p=0.55%) [2025-10-18T03:28:47.028138] [INFO ] [FORECASTER] Completed predict_future for ROL [2025-10-18T03:28:47.028261] [INFO ] [sig ] ROL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:47.173491] [INFO ] [LOCAL ] Saved forecast: ROL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ROL.txt [2025-10-18T03:28:47.173704] [INFO ] [sig ] [1586/2083] Completed ROL in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:47.173769] [INFO ] [sig ] [1587/2083] Forecasting RPM... [2025-10-18T03:28:47.173806] [INFO ] [sig ] Generating forecast for: RPM [2025-10-18T03:28:47.173841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'. [2025-10-18T03:28:47.182112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RPM'. [2025-10-18T03:28:47.182382] [INFO ] [FORECASTER] Starting predict_future for RPM [2025-10-18T03:28:47.208048] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:47.208854] [DEBUG] [LOCAL ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt [2025-10-18T03:28:47.208910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:47.208946] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:47.208974] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:47.209032] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:47.226414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:47.227039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:47.227137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:47.227173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:47.260334] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:47.260480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:47.260519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:47.260548] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:47.263997] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: DOWN (p=43.24%) [2025-10-18T03:28:47.264287] [INFO ] [FORECASTER] Completed predict_future for RPM [2025-10-18T03:28:47.264427] [INFO ] [sig ] RPM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:47.407500] [INFO ] [LOCAL ] Saved forecast: RPM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RPM.txt [2025-10-18T03:28:47.407725] [INFO ] [sig ] [1587/2083] Completed RPM in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:47.407811] [INFO ] [sig ] [1588/2083] Forecasting RPT... [2025-10-18T03:28:47.407847] [INFO ] [sig ] Generating forecast for: RPT [2025-10-18T03:28:47.407880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'. [2025-10-18T03:28:47.416341] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RPT'. [2025-10-18T03:28:47.416620] [INFO ] [FORECASTER] Starting predict_future for RPT [2025-10-18T03:28:47.442526] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:47.443242] [DEBUG] [LOCAL ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt [2025-10-18T03:28:47.443301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:47.443336] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:47.443365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:47.443423] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:47.461027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:47.461578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:47.461687] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:47.461741] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:47.492537] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:47.492618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:47.492684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:47.492732] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:47.495768] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: DOWN (p=29.11%) [2025-10-18T03:28:47.496043] [INFO ] [FORECASTER] Completed predict_future for RPT [2025-10-18T03:28:47.496169] [INFO ] [sig ] RPT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:47.641282] [INFO ] [LOCAL ] Saved forecast: RPT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RPT.txt [2025-10-18T03:28:47.641510] [INFO ] [sig ] [1588/2083] Completed RPT in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:47.641562] [INFO ] [sig ] [1589/2083] Forecasting RQI... [2025-10-18T03:28:47.641598] [INFO ] [sig ] Generating forecast for: RQI [2025-10-18T03:28:47.641631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-10-18T03:28:47.650218] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RQI'. [2025-10-18T03:28:47.650546] [INFO ] [FORECASTER] Starting predict_future for RQI [2025-10-18T03:28:47.676425] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:47.677233] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-10-18T03:28:47.677348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:47.677390] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:47.677419] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:47.677477] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:47.694913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:47.695484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:47.695567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:47.695602] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:47.727824] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:47.727998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:47.728040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:47.728071] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:47.731565] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=0.42%) [2025-10-18T03:28:47.731865] [INFO ] [FORECASTER] Completed predict_future for RQI [2025-10-18T03:28:47.731999] [INFO ] [sig ] RQI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:47.875334] [INFO ] [LOCAL ] Saved forecast: RQI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RQI.txt [2025-10-18T03:28:47.875547] [INFO ] [sig ] [1589/2083] Completed RQI in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:47.875590] [INFO ] [sig ] [1590/2083] Forecasting RRC... [2025-10-18T03:28:47.875620] [INFO ] [sig ] Generating forecast for: RRC [2025-10-18T03:28:47.875680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-10-18T03:28:47.883639] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RRC'. [2025-10-18T03:28:47.883938] [INFO ] [FORECASTER] Starting predict_future for RRC [2025-10-18T03:28:47.909548] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:47.910258] [DEBUG] [LOCAL ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt [2025-10-18T03:28:47.910313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:47.910350] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:47.910384] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:47.910442] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:47.927363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:47.927947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:47.928025] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:47.928058] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:47.952451] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:47.952529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:47.952564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:47.952592] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:47.955556] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=43.83%) [2025-10-18T03:28:47.955832] [INFO ] [FORECASTER] Completed predict_future for RRC [2025-10-18T03:28:47.955956] [INFO ] [sig ] RRC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:48.091748] [INFO ] [LOCAL ] Saved forecast: RRC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RRC.txt [2025-10-18T03:28:48.091955] [INFO ] [sig ] [1590/2083] Completed RRC in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:48.091996] [INFO ] [sig ] [1591/2083] Forecasting RRX... [2025-10-18T03:28:48.092025] [INFO ] [sig ] Generating forecast for: RRX [2025-10-18T03:28:48.092062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-10-18T03:28:48.100349] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RRX'. [2025-10-18T03:28:48.100624] [INFO ] [FORECASTER] Starting predict_future for RRX [2025-10-18T03:28:48.125203] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:48.125920] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-10-18T03:28:48.125974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:48.126006] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:48.126034] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:48.126089] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:48.142753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:48.143269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:48.143346] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:48.143380] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:48.169323] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:48.169421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:48.169456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:48.169485] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:48.172532] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=94.18%) [2025-10-18T03:28:48.172824] [INFO ] [FORECASTER] Completed predict_future for RRX [2025-10-18T03:28:48.172950] [INFO ] [sig ] RRX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:48.309092] [INFO ] [LOCAL ] Saved forecast: RRX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RRX.txt [2025-10-18T03:28:48.309274] [INFO ] [sig ] [1591/2083] Completed RRX in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:48.309315] [INFO ] [sig ] [1592/2083] Forecasting RS... [2025-10-18T03:28:48.309345] [INFO ] [sig ] Generating forecast for: RS [2025-10-18T03:28:48.309375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-10-18T03:28:48.317237] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RS'. [2025-10-18T03:28:48.317500] [INFO ] [FORECASTER] Starting predict_future for RS [2025-10-18T03:28:48.342123] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:48.342815] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-10-18T03:28:48.342868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:48.342901] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:48.342929] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:48.342984] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:48.359895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:48.360407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:48.360517] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:48.360556] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:48.384793] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:48.384883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:48.384917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:48.384945] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:48.387926] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=43.70%) [2025-10-18T03:28:48.388190] [INFO ] [FORECASTER] Completed predict_future for RS [2025-10-18T03:28:48.388306] [INFO ] [sig ] RS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:48.523595] [INFO ] [LOCAL ] Saved forecast: RS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RS.txt [2025-10-18T03:28:48.523782] [INFO ] [sig ] [1592/2083] Completed RS in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:48.523840] [INFO ] [sig ] [1593/2083] Forecasting RSF... [2025-10-18T03:28:48.523873] [INFO ] [sig ] Generating forecast for: RSF [2025-10-18T03:28:48.523904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'. [2025-10-18T03:28:48.531509] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RSF'. [2025-10-18T03:28:48.531790] [INFO ] [FORECASTER] Starting predict_future for RSF [2025-10-18T03:28:48.556250] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:48.556941] [DEBUG] [LOCAL ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt [2025-10-18T03:28:48.556994] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:48.557027] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:48.557053] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:48.557109] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:48.574046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:48.574552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:48.574628] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:48.574695] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:48.605207] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:48.605281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:48.605316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:48.605343] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:48.608295] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: UP (p=85.48%) [2025-10-18T03:28:48.608540] [INFO ] [FORECASTER] Completed predict_future for RSF [2025-10-18T03:28:48.608685] [INFO ] [sig ] RSF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:48.744327] [INFO ] [LOCAL ] Saved forecast: RSF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RSF.txt [2025-10-18T03:28:48.744513] [INFO ] [sig ] [1593/2083] Completed RSF in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:48.744552] [INFO ] [sig ] [1594/2083] Forecasting RSG... [2025-10-18T03:28:48.744581] [INFO ] [sig ] Generating forecast for: RSG [2025-10-18T03:28:48.744611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-10-18T03:28:48.752516] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RSG'. [2025-10-18T03:28:48.752792] [INFO ] [FORECASTER] Starting predict_future for RSG [2025-10-18T03:28:48.777286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:48.778017] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-10-18T03:28:48.778072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:48.778106] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:48.778133] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:48.778194] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:48.795097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:48.795607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:48.795709] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:48.795765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:48.828520] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:48.828596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:48.828630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:48.828696] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:48.831601] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=76.30%) [2025-10-18T03:28:48.831875] [INFO ] [FORECASTER] Completed predict_future for RSG [2025-10-18T03:28:48.832002] [INFO ] [sig ] RSG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:48.971515] [INFO ] [LOCAL ] Saved forecast: RSG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RSG.txt [2025-10-18T03:28:48.971778] [INFO ] [sig ] [1594/2083] Completed RSG in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:48.971837] [INFO ] [sig ] [1595/2083] Forecasting RSI... [2025-10-18T03:28:48.971871] [INFO ] [sig ] Generating forecast for: RSI [2025-10-18T03:28:48.971901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-10-18T03:28:48.980615] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RSI'. [2025-10-18T03:28:48.980952] [INFO ] [FORECASTER] Starting predict_future for RSI [2025-10-18T03:28:49.005711] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:49.006358] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-10-18T03:28:49.006412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:49.006443] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:49.006470] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:49.006525] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:49.023961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:49.024838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:49.024933] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:49.024970] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:49.062365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:49.062538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:49.062580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:49.062611] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:49.067415] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=10.78%) [2025-10-18T03:28:49.067714] [INFO ] [FORECASTER] Completed predict_future for RSI [2025-10-18T03:28:49.067884] [INFO ] [sig ] RSI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:49.205173] [INFO ] [LOCAL ] Saved forecast: RSI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RSI.txt [2025-10-18T03:28:49.205400] [INFO ] [sig ] [1595/2083] Completed RSI in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:49.205441] [INFO ] [sig ] [1596/2083] Forecasting RSKD... [2025-10-18T03:28:49.205472] [INFO ] [sig ] Generating forecast for: RSKD [2025-10-18T03:28:49.205502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-10-18T03:28:49.214171] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RSKD'. [2025-10-18T03:28:49.214475] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-10-18T03:28:49.239050] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:49.239756] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-10-18T03:28:49.239822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:49.239856] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:49.239883] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:49.239939] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:49.256836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:49.257346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:49.257423] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:49.257456] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:49.291592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:49.291685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:49.291735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:49.291765] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:49.294673] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=80.69%) [2025-10-18T03:28:49.294922] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-10-18T03:28:49.295052] [INFO ] [sig ] RSKD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:49.430897] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RSKD.txt [2025-10-18T03:28:49.431071] [INFO ] [sig ] [1596/2083] Completed RSKD in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:49.431110] [INFO ] [sig ] [1597/2083] Forecasting RTO... [2025-10-18T03:28:49.431139] [INFO ] [sig ] Generating forecast for: RTO [2025-10-18T03:28:49.431169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-10-18T03:28:49.439443] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RTO'. [2025-10-18T03:28:49.439723] [INFO ] [FORECASTER] Starting predict_future for RTO [2025-10-18T03:28:49.464233] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:49.464935] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-10-18T03:28:49.464988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:49.465020] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:49.465047] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:49.465103] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:49.481744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:49.482267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:49.482348] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:49.482382] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:49.517957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:49.518053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:49.518089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:49.518116] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:49.521156] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=43.40%) [2025-10-18T03:28:49.521409] [INFO ] [FORECASTER] Completed predict_future for RTO [2025-10-18T03:28:49.521538] [INFO ] [sig ] RTO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:49.705693] [INFO ] [LOCAL ] Saved forecast: RTO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RTO.txt [2025-10-18T03:28:49.705917] [INFO ] [sig ] [1597/2083] Completed RTO in 0.3s | 4.15 sym/s | Total: 6.4m | ETA: 2.0m [2025-10-18T03:28:49.705959] [INFO ] [sig ] [1598/2083] Forecasting RTX... [2025-10-18T03:28:49.705990] [INFO ] [sig ] Generating forecast for: RTX [2025-10-18T03:28:49.706021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTX' from 'https://tdm.silogroup.org/data/derivative_storage/RTX.csv'. [2025-10-18T03:28:49.714594] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RTX'. [2025-10-18T03:28:49.714900] [INFO ] [FORECASTER] Starting predict_future for RTX [2025-10-18T03:28:49.739566] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:49.740310] [DEBUG] [LOCAL ] No optimal features file found for RTX: ./output/feature-sets/RTX.txt [2025-10-18T03:28:49.740364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:49.740398] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:49.740425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:49.740481] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:49.757109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:49.757660] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:49.757758] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:49.757811] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:49.793936] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:49.794053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:49.794090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:49.794118] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:49.797241] [DEBUG] [FORECASTER] RTX: Forecast T+1@11:T+2@11: DOWN (p=17.84%) [2025-10-18T03:28:49.797500] [INFO ] [FORECASTER] Completed predict_future for RTX [2025-10-18T03:28:49.797631] [INFO ] [sig ] RTX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:49.935040] [INFO ] [LOCAL ] Saved forecast: RTX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RTX.txt [2025-10-18T03:28:49.935239] [INFO ] [sig ] [1598/2083] Completed RTX in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:49.935322] [INFO ] [sig ] [1599/2083] Forecasting RVLV... [2025-10-18T03:28:49.935364] [INFO ] [sig ] Generating forecast for: RVLV [2025-10-18T03:28:49.935398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'. [2025-10-18T03:28:49.943431] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RVLV'. [2025-10-18T03:28:49.943737] [INFO ] [FORECASTER] Starting predict_future for RVLV [2025-10-18T03:28:49.968320] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:49.969048] [DEBUG] [LOCAL ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt [2025-10-18T03:28:49.969103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:49.969135] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:49.969163] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:49.969218] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:49.986124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:49.986719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:49.986801] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:49.986834] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:50.022987] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:50.023112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:50.023150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:50.023178] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:50.026875] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: UP (p=70.28%) [2025-10-18T03:28:50.027144] [INFO ] [FORECASTER] Completed predict_future for RVLV [2025-10-18T03:28:50.027319] [INFO ] [sig ] RVLV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:50.163305] [INFO ] [LOCAL ] Saved forecast: RVLV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RVLV.txt [2025-10-18T03:28:50.163505] [INFO ] [sig ] [1599/2083] Completed RVLV in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:50.163547] [INFO ] [sig ] [1600/2083] Forecasting RVT... [2025-10-18T03:28:50.163578] [INFO ] [sig ] Generating forecast for: RVT [2025-10-18T03:28:50.163608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'. [2025-10-18T03:28:50.172905] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RVT'. [2025-10-18T03:28:50.173303] [INFO ] [FORECASTER] Starting predict_future for RVT [2025-10-18T03:28:50.198238] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:50.198949] [DEBUG] [LOCAL ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt [2025-10-18T03:28:50.199006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:50.199039] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:50.199067] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:50.199124] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:50.216026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:50.216547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:50.216632] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:50.216704] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:50.253950] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:50.254048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:50.254085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:50.254114] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:50.257223] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: UP (p=94.01%) [2025-10-18T03:28:50.257475] [INFO ] [FORECASTER] Completed predict_future for RVT [2025-10-18T03:28:50.257608] [INFO ] [sig ] RVT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:50.396032] [INFO ] [LOCAL ] Saved forecast: RVT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RVT.txt [2025-10-18T03:28:50.396216] [INFO ] [sig ] [1600/2083] Completed RVT in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:50.396258] [INFO ] [sig ] [1601/2083] Forecasting RWT... [2025-10-18T03:28:50.396295] [INFO ] [sig ] Generating forecast for: RWT [2025-10-18T03:28:50.396325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'. [2025-10-18T03:28:50.405465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RWT'. [2025-10-18T03:28:50.405888] [INFO ] [FORECASTER] Starting predict_future for RWT [2025-10-18T03:28:50.431068] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:50.431879] [DEBUG] [LOCAL ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt [2025-10-18T03:28:50.431936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:50.431970] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:50.431997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:50.432053] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:50.449279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:50.450063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:50.450154] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:50.450205] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:50.485509] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:50.485728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:50.485787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:50.485821] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:50.489730] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=64.52%) [2025-10-18T03:28:50.490112] [INFO ] [FORECASTER] Completed predict_future for RWT [2025-10-18T03:28:50.490267] [INFO ] [sig ] RWT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:50.642890] [INFO ] [LOCAL ] Saved forecast: RWT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RWT.txt [2025-10-18T03:28:50.643153] [INFO ] [sig ] [1601/2083] Completed RWT in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:50.643197] [INFO ] [sig ] [1602/2083] Forecasting RXO... [2025-10-18T03:28:50.643228] [INFO ] [sig ] Generating forecast for: RXO [2025-10-18T03:28:50.643262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-10-18T03:28:50.652289] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RXO'. [2025-10-18T03:28:50.652692] [INFO ] [FORECASTER] Starting predict_future for RXO [2025-10-18T03:28:50.678074] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:50.678889] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-10-18T03:28:50.678945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:50.678978] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:50.679005] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:50.679062] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:50.696634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:50.697525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:50.697624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:50.697696] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:50.738524] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:50.739450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:50.739532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:50.739588] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:50.743482] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=8.97%) [2025-10-18T03:28:50.743847] [INFO ] [FORECASTER] Completed predict_future for RXO [2025-10-18T03:28:50.743995] [INFO ] [sig ] RXO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:50.895474] [INFO ] [LOCAL ] Saved forecast: RXO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RXO.txt [2025-10-18T03:28:50.895744] [INFO ] [sig ] [1602/2083] Completed RXO in 0.3s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:50.895807] [INFO ] [sig ] [1603/2083] Forecasting RY... [2025-10-18T03:28:50.895842] [INFO ] [sig ] Generating forecast for: RY [2025-10-18T03:28:50.895876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-10-18T03:28:50.906301] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RY'. [2025-10-18T03:28:50.906779] [INFO ] [FORECASTER] Starting predict_future for RY [2025-10-18T03:28:50.933037] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:50.933886] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-10-18T03:28:50.933943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:50.934025] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:50.934077] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:50.934139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:50.951840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:50.952684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:50.952777] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:50.952814] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:50.993246] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:50.993438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:50.993484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:50.993517] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:50.997544] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=37.71%) [2025-10-18T03:28:50.997946] [INFO ] [FORECASTER] Completed predict_future for RY [2025-10-18T03:28:50.998117] [INFO ] [sig ] RY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:51.148085] [INFO ] [LOCAL ] Saved forecast: RY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RY.txt [2025-10-18T03:28:51.148324] [INFO ] [sig ] [1603/2083] Completed RY in 0.3s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:51.148370] [INFO ] [sig ] [1604/2083] Forecasting RYAM... [2025-10-18T03:28:51.148402] [INFO ] [sig ] Generating forecast for: RYAM [2025-10-18T03:28:51.148436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-10-18T03:28:51.157402] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RYAM'. [2025-10-18T03:28:51.157816] [INFO ] [FORECASTER] Starting predict_future for RYAM [2025-10-18T03:28:51.185121] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:51.186028] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-10-18T03:28:51.186086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:51.186123] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:51.186154] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:51.186215] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:51.204590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:51.205306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:51.205399] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:51.205460] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:51.240175] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:51.240328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:51.240368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:51.240397] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:51.244743] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=66.47%) [2025-10-18T03:28:51.245045] [INFO ] [FORECASTER] Completed predict_future for RYAM [2025-10-18T03:28:51.245186] [INFO ] [sig ] RYAM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:51.401736] [INFO ] [LOCAL ] Saved forecast: RYAM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RYAM.txt [2025-10-18T03:28:51.401981] [INFO ] [sig ] [1604/2083] Completed RYAM in 0.3s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:51.402027] [INFO ] [sig ] [1605/2083] Forecasting RYI... [2025-10-18T03:28:51.402060] [INFO ] [sig ] Generating forecast for: RYI [2025-10-18T03:28:51.402095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-10-18T03:28:51.411242] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RYI'. [2025-10-18T03:28:51.411601] [INFO ] [FORECASTER] Starting predict_future for RYI [2025-10-18T03:28:51.436385] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:51.437123] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-10-18T03:28:51.437179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:51.437213] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:51.437241] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:51.437389] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:51.454050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:51.454603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:51.454710] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:51.454756] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:51.487714] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:51.487870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:51.487913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:51.487942] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:51.491141] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=9.51%) [2025-10-18T03:28:51.491407] [INFO ] [FORECASTER] Completed predict_future for RYI [2025-10-18T03:28:51.491535] [INFO ] [sig ] RYI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:51.627986] [INFO ] [LOCAL ] Saved forecast: RYI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RYI.txt [2025-10-18T03:28:51.628216] [INFO ] [sig ] [1605/2083] Completed RYI in 0.2s | 4.15 sym/s | Total: 6.4m | ETA: 1.9m [2025-10-18T03:28:51.628258] [INFO ] [sig ] [1606/2083] Forecasting RYN... [2025-10-18T03:28:51.628287] [INFO ] [sig ] Generating forecast for: RYN [2025-10-18T03:28:51.628318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-10-18T03:28:51.636438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RYN'. [2025-10-18T03:28:51.636785] [INFO ] [FORECASTER] Starting predict_future for RYN [2025-10-18T03:28:51.661522] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:51.662263] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-10-18T03:28:51.662318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:51.662351] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:51.662378] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:51.662434] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:51.679122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:51.679712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:51.679794] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:51.679828] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:51.712512] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:51.712785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:51.712843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:51.712876] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:51.716434] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-10-18T03:28:51.716758] [INFO ] [FORECASTER] Completed predict_future for RYN [2025-10-18T03:28:51.716924] [INFO ] [sig ] RYN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:51.856251] [INFO ] [LOCAL ] Saved forecast: RYN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RYN.txt [2025-10-18T03:28:51.856449] [INFO ] [sig ] [1606/2083] Completed RYN in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:51.856490] [INFO ] [sig ] [1607/2083] Forecasting RZB... [2025-10-18T03:28:51.856520] [INFO ] [sig ] Generating forecast for: RZB [2025-10-18T03:28:51.856551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-10-18T03:28:51.868538] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RZB'. [2025-10-18T03:28:51.869018] [INFO ] [FORECASTER] Starting predict_future for RZB [2025-10-18T03:28:51.897437] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:51.898359] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-10-18T03:28:51.898416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:51.898450] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:51.898478] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:51.898535] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:51.915220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:51.915828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:51.915912] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:51.915945] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:51.947858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:51.947983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:51.948021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:51.948049] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:51.951226] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=90.89%) [2025-10-18T03:28:51.951493] [INFO ] [FORECASTER] Completed predict_future for RZB [2025-10-18T03:28:51.951625] [INFO ] [sig ] RZB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:52.089922] [INFO ] [LOCAL ] Saved forecast: RZB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/RZB.txt [2025-10-18T03:28:52.090137] [INFO ] [sig ] [1607/2083] Completed RZB in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:52.090178] [INFO ] [sig ] [1608/2083] Forecasting RZC... [2025-10-18T03:28:52.090208] [INFO ] [sig ] Generating forecast for: RZC [2025-10-18T03:28:52.090240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-10-18T03:28:52.098862] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RZC'. [2025-10-18T03:28:52.099126] [INFO ] [FORECASTER] Starting predict_future for RZC [2025-10-18T03:28:52.123838] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:52.124501] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-10-18T03:28:52.124554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:52.124586] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:52.124613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:52.124688] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:52.141577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:52.142150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:52.142227] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:52.142260] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:52.181149] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:52.181239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:52.181322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:52.181376] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:52.186527] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=5.10%) [2025-10-18T03:28:52.186844] [INFO ] [FORECASTER] Completed predict_future for RZC [2025-10-18T03:28:52.186982] [INFO ] [sig ] RZC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:52.323775] [INFO ] [LOCAL ] Saved forecast: RZC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/RZC.txt [2025-10-18T03:28:52.323975] [INFO ] [sig ] [1608/2083] Completed RZC in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:52.324016] [INFO ] [sig ] [1609/2083] Forecasting S... [2025-10-18T03:28:52.324046] [INFO ] [sig ] Generating forecast for: S [2025-10-18T03:28:52.324086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-10-18T03:28:52.333677] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'S'. [2025-10-18T03:28:52.333970] [INFO ] [FORECASTER] Starting predict_future for S [2025-10-18T03:28:52.359284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:52.360062] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-10-18T03:28:52.360119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:52.360152] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:52.360180] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:52.360237] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:52.377018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:52.377530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:52.377625] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:52.377702] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:52.410631] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:52.410728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:52.410766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:52.410795] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:52.413723] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=21.91%) [2025-10-18T03:28:52.413972] [INFO ] [FORECASTER] Completed predict_future for S [2025-10-18T03:28:52.414093] [INFO ] [sig ] S: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:52.551058] [INFO ] [LOCAL ] Saved forecast: S 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/S.txt [2025-10-18T03:28:52.551269] [INFO ] [sig ] [1609/2083] Completed S in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:52.551309] [INFO ] [sig ] [1610/2083] Forecasting SA... [2025-10-18T03:28:52.551339] [INFO ] [sig ] Generating forecast for: SA [2025-10-18T03:28:52.551370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-10-18T03:28:52.559671] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SA'. [2025-10-18T03:28:52.559947] [INFO ] [FORECASTER] Starting predict_future for SA [2025-10-18T03:28:52.584578] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:52.585269] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-10-18T03:28:52.585323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:52.585369] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:52.585398] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:52.585456] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:52.602429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:52.602990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:52.603066] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:52.603100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:52.635871] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:52.635955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:52.635990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:52.636018] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:52.639020] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=91.99%) [2025-10-18T03:28:52.639266] [INFO ] [FORECASTER] Completed predict_future for SA [2025-10-18T03:28:52.639393] [INFO ] [sig ] SA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:52.776125] [INFO ] [LOCAL ] Saved forecast: SA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SA.txt [2025-10-18T03:28:52.776318] [INFO ] [sig ] [1610/2083] Completed SA in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:52.776360] [INFO ] [sig ] [1611/2083] Forecasting SABA... [2025-10-18T03:28:52.776391] [INFO ] [sig ] Generating forecast for: SABA [2025-10-18T03:28:52.776427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'. [2025-10-18T03:28:52.785591] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SABA'. [2025-10-18T03:28:52.786055] [INFO ] [FORECASTER] Starting predict_future for SABA [2025-10-18T03:28:52.816416] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:52.817238] [DEBUG] [LOCAL ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt [2025-10-18T03:28:52.817297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:52.817334] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:52.817365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:52.817424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:52.836013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:52.836619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:52.836731] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:52.836793] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:52.869210] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:52.869342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:52.869380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:52.869408] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:52.872663] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: UP (p=70.60%) [2025-10-18T03:28:52.872935] [INFO ] [FORECASTER] Completed predict_future for SABA [2025-10-18T03:28:52.873069] [INFO ] [sig ] SABA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:53.010955] [INFO ] [LOCAL ] Saved forecast: SABA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SABA.txt [2025-10-18T03:28:53.011196] [INFO ] [sig ] [1611/2083] Completed SABA in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:53.011242] [INFO ] [sig ] [1612/2083] Forecasting SAFE... [2025-10-18T03:28:53.011273] [INFO ] [sig ] Generating forecast for: SAFE [2025-10-18T03:28:53.011304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-10-18T03:28:53.019716] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAFE'. [2025-10-18T03:28:53.020011] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-10-18T03:28:53.045072] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:53.045827] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-10-18T03:28:53.045881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:53.045914] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:53.045942] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:53.045999] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:53.063250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:53.063801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:53.063886] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:53.063918] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:53.100282] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:53.100397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:53.100446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:53.100476] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:53.103784] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=13.70%) [2025-10-18T03:28:53.104094] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-10-18T03:28:53.104224] [INFO ] [sig ] SAFE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:53.243417] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SAFE.txt [2025-10-18T03:28:53.243638] [INFO ] [sig ] [1612/2083] Completed SAFE in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:53.243720] [INFO ] [sig ] [1613/2083] Forecasting SAH... [2025-10-18T03:28:53.243755] [INFO ] [sig ] Generating forecast for: SAH [2025-10-18T03:28:53.243788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-10-18T03:28:53.252794] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAH'. [2025-10-18T03:28:53.253123] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-10-18T03:28:53.278368] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:53.279114] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-10-18T03:28:53.279168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:53.279201] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:53.279228] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:53.279284] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:53.296322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:53.296905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:53.296983] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:53.297015] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:53.331635] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:53.331735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:53.331779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:53.331807] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:53.334778] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=21.86%) [2025-10-18T03:28:53.335024] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-10-18T03:28:53.335153] [INFO ] [sig ] SAH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:53.476023] [INFO ] [LOCAL ] Saved forecast: SAH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SAH.txt [2025-10-18T03:28:53.476309] [INFO ] [sig ] [1613/2083] Completed SAH in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:53.476351] [INFO ] [sig ] [1614/2083] Forecasting SAM... [2025-10-18T03:28:53.476380] [INFO ] [sig ] Generating forecast for: SAM [2025-10-18T03:28:53.476411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-10-18T03:28:53.485017] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAM'. [2025-10-18T03:28:53.485332] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-10-18T03:28:53.510733] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:53.511476] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-10-18T03:28:53.511531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:53.511565] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:53.511592] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:53.511669] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:53.528627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:53.529212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:53.529300] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:53.529332] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:53.567234] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:53.567405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:53.567449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:53.567484] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:53.571667] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=66.80%) [2025-10-18T03:28:53.572011] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-10-18T03:28:53.572165] [INFO ] [sig ] SAM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:53.713299] [INFO ] [LOCAL ] Saved forecast: SAM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SAM.txt [2025-10-18T03:28:53.713518] [INFO ] [sig ] [1614/2083] Completed SAM in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:53.713558] [INFO ] [sig ] [1615/2083] Forecasting SAN... [2025-10-18T03:28:53.713589] [INFO ] [sig ] Generating forecast for: SAN [2025-10-18T03:28:53.713619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-10-18T03:28:53.721785] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAN'. [2025-10-18T03:28:53.722078] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-10-18T03:28:53.746541] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:53.747216] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-10-18T03:28:53.747270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:53.747302] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:53.747328] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:53.747384] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:53.764099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:53.764614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:53.764716] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:53.764759] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:53.800946] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:53.801038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:53.801074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:53.801101] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:53.804036] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=14.67%) [2025-10-18T03:28:53.804279] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-10-18T03:28:53.804406] [INFO ] [sig ] SAN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:53.941372] [INFO ] [LOCAL ] Saved forecast: SAN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SAN.txt [2025-10-18T03:28:53.941575] [INFO ] [sig ] [1615/2083] Completed SAN in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:53.941616] [INFO ] [sig ] [1616/2083] Forecasting SAND... [2025-10-18T03:28:53.941673] [INFO ] [sig ] Generating forecast for: SAND [2025-10-18T03:28:53.941725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'. [2025-10-18T03:28:53.950026] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAND'. [2025-10-18T03:28:53.950283] [INFO ] [FORECASTER] Starting predict_future for SAND [2025-10-18T03:28:53.974830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:53.975502] [DEBUG] [LOCAL ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt [2025-10-18T03:28:53.975555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:53.975588] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:53.975616] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:53.975698] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:53.992791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:53.993356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:53.993436] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:53.993469] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:54.029816] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:54.029899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:54.029933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:54.029961] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:54.032963] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: UP (p=93.08%) [2025-10-18T03:28:54.033208] [INFO ] [FORECASTER] Completed predict_future for SAND [2025-10-18T03:28:54.033333] [INFO ] [sig ] SAND: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:54.169967] [INFO ] [LOCAL ] Saved forecast: SAND 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SAND.txt [2025-10-18T03:28:54.170162] [INFO ] [sig ] [1616/2083] Completed SAND in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:54.170203] [INFO ] [sig ] [1617/2083] Forecasting SAP... [2025-10-18T03:28:54.170232] [INFO ] [sig ] Generating forecast for: SAP [2025-10-18T03:28:54.170264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-10-18T03:28:54.179072] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAP'. [2025-10-18T03:28:54.179332] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-10-18T03:28:54.204239] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:54.204928] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-10-18T03:28:54.204982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:54.205027] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:54.205056] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:54.205112] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:54.222275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:54.222935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:54.223014] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:54.223047] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:54.262760] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:54.262861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:54.262917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:54.262970] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:54.266324] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=98.52%) [2025-10-18T03:28:54.266624] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-10-18T03:28:54.266798] [INFO ] [sig ] SAP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:54.405136] [INFO ] [LOCAL ] Saved forecast: SAP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SAP.txt [2025-10-18T03:28:54.405343] [INFO ] [sig ] [1617/2083] Completed SAP in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:54.405384] [INFO ] [sig ] [1618/2083] Forecasting SAR... [2025-10-18T03:28:54.405413] [INFO ] [sig ] Generating forecast for: SAR [2025-10-18T03:28:54.405444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'. [2025-10-18T03:28:54.414609] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAR'. [2025-10-18T03:28:54.414948] [INFO ] [FORECASTER] Starting predict_future for SAR [2025-10-18T03:28:54.440247] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:54.441008] [DEBUG] [LOCAL ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt [2025-10-18T03:28:54.441062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:54.441095] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:54.441175] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:54.441242] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:54.458242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:54.458845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:54.458929] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:54.458962] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:54.490624] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:54.490775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:54.490818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:54.490847] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:54.494030] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=95.36%) [2025-10-18T03:28:54.494293] [INFO ] [FORECASTER] Completed predict_future for SAR [2025-10-18T03:28:54.494427] [INFO ] [sig ] SAR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:54.633178] [INFO ] [LOCAL ] Saved forecast: SAR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SAR.txt [2025-10-18T03:28:54.633415] [INFO ] [sig ] [1618/2083] Completed SAR in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:54.633456] [INFO ] [sig ] [1619/2083] Forecasting SARO... [2025-10-18T03:28:54.633487] [INFO ] [sig ] Generating forecast for: SARO [2025-10-18T03:28:54.633517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'. [2025-10-18T03:28:54.642192] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SARO'. [2025-10-18T03:28:54.642492] [INFO ] [FORECASTER] Starting predict_future for SARO [2025-10-18T03:28:54.667179] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:54.667927] [DEBUG] [LOCAL ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt [2025-10-18T03:28:54.667981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:54.668014] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:54.668041] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:54.668097] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:54.684851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:54.685369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:54.685452] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:54.685485] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:54.715031] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:54.715212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:54.715254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:54.715284] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:54.718789] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: DOWN (p=0.46%) [2025-10-18T03:28:54.719090] [INFO ] [FORECASTER] Completed predict_future for SARO [2025-10-18T03:28:54.719222] [INFO ] [sig ] SARO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:54.857502] [INFO ] [LOCAL ] Saved forecast: SARO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SARO.txt [2025-10-18T03:28:54.857766] [INFO ] [sig ] [1619/2083] Completed SARO in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:54.857838] [INFO ] [sig ] [1620/2083] Forecasting SB... [2025-10-18T03:28:54.857871] [INFO ] [sig ] Generating forecast for: SB [2025-10-18T03:28:54.857902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-10-18T03:28:54.866814] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SB'. [2025-10-18T03:28:54.867197] [INFO ] [FORECASTER] Starting predict_future for SB [2025-10-18T03:28:54.892567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:54.893380] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-10-18T03:28:54.893437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:54.893472] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:54.893500] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:54.893557] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:54.910492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:54.911352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:54.911449] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:54.911486] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:54.945744] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:54.945920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:54.945963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:54.945993] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:54.949582] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=13.26%) [2025-10-18T03:28:54.949925] [INFO ] [FORECASTER] Completed predict_future for SB [2025-10-18T03:28:54.950066] [INFO ] [sig ] SB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:55.100214] [INFO ] [LOCAL ] Saved forecast: SB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SB.txt [2025-10-18T03:28:55.100431] [INFO ] [sig ] [1620/2083] Completed SB in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:55.100473] [INFO ] [sig ] [1621/2083] Forecasting SBH... [2025-10-18T03:28:55.100505] [INFO ] [sig ] Generating forecast for: SBH [2025-10-18T03:28:55.100537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-10-18T03:28:55.109635] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBH'. [2025-10-18T03:28:55.109986] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-10-18T03:28:55.135744] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:55.136493] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-10-18T03:28:55.136549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:55.136584] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:55.136613] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:55.136707] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:55.154371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:55.154954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:55.155035] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:55.155070] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:55.197469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:55.197596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:55.197633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:55.198067] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:55.204991] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=53.89%) [2025-10-18T03:28:55.205394] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-10-18T03:28:55.205564] [INFO ] [sig ] SBH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:55.357862] [INFO ] [LOCAL ] Saved forecast: SBH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SBH.txt [2025-10-18T03:28:55.358118] [INFO ] [sig ] [1621/2083] Completed SBH in 0.3s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:55.358162] [INFO ] [sig ] [1622/2083] Forecasting SBI... [2025-10-18T03:28:55.358195] [INFO ] [sig ] Generating forecast for: SBI [2025-10-18T03:28:55.358229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-10-18T03:28:55.367165] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBI'. [2025-10-18T03:28:55.367443] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-10-18T03:28:55.392299] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:55.393019] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-10-18T03:28:55.393073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:55.393106] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:55.393135] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:55.393192] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:55.412020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:55.412993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:55.413098] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:55.413141] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:55.456200] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:55.456340] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:55.456398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:55.456428] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:55.459921] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=29.88%) [2025-10-18T03:28:55.460189] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-10-18T03:28:55.460326] [INFO ] [sig ] SBI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:55.614198] [INFO ] [LOCAL ] Saved forecast: SBI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SBI.txt [2025-10-18T03:28:55.614500] [INFO ] [sig ] [1622/2083] Completed SBI in 0.3s | 4.15 sym/s | Total: 6.5m | ETA: 1.9m [2025-10-18T03:28:55.614566] [INFO ] [sig ] [1623/2083] Forecasting SBR... [2025-10-18T03:28:55.614599] [INFO ] [sig ] Generating forecast for: SBR [2025-10-18T03:28:55.614630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'. [2025-10-18T03:28:55.625127] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBR'. [2025-10-18T03:28:55.625689] [INFO ] [FORECASTER] Starting predict_future for SBR [2025-10-18T03:28:55.655076] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:55.656106] [DEBUG] [LOCAL ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt [2025-10-18T03:28:55.656174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:55.656215] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:55.656252] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:55.656330] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:55.677287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:55.678207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:55.678295] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:55.678331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:55.709838] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:55.710006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:55.710049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:55.710078] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:55.713713] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: UP (p=57.12%) [2025-10-18T03:28:55.714055] [INFO ] [FORECASTER] Completed predict_future for SBR [2025-10-18T03:28:55.714195] [INFO ] [sig ] SBR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:55.855274] [INFO ] [LOCAL ] Saved forecast: SBR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SBR.txt [2025-10-18T03:28:55.855497] [INFO ] [sig ] [1623/2083] Completed SBR in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:55.855540] [INFO ] [sig ] [1624/2083] Forecasting SBS... [2025-10-18T03:28:55.855570] [INFO ] [sig ] Generating forecast for: SBS [2025-10-18T03:28:55.855602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-10-18T03:28:55.864906] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBS'. [2025-10-18T03:28:55.865344] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-10-18T03:28:55.891497] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:55.892344] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-10-18T03:28:55.892401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:55.892438] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:55.892488] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:55.892551] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:55.910558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:55.911569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:55.911715] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:55.911765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:55.950561] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:55.950765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:55.950818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:55.950852] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:55.954352] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=55.88%) [2025-10-18T03:28:55.954630] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-10-18T03:28:55.954807] [INFO ] [sig ] SBS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:56.102086] [INFO ] [LOCAL ] Saved forecast: SBS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SBS.txt [2025-10-18T03:28:56.102297] [INFO ] [sig ] [1624/2083] Completed SBS in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:56.102339] [INFO ] [sig ] [1625/2083] Forecasting SBSI... [2025-10-18T03:28:56.102369] [INFO ] [sig ] Generating forecast for: SBSI [2025-10-18T03:28:56.102401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-10-18T03:28:56.110830] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBSI'. [2025-10-18T03:28:56.111105] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-10-18T03:28:56.136488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:56.137187] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-10-18T03:28:56.137242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:56.137276] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:56.137304] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:56.137362] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:56.154620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:56.155181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:56.155260] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:56.155295] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:56.190446] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:56.190546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:56.190582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:56.190611] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:56.193721] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=98.10%) [2025-10-18T03:28:56.193987] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-10-18T03:28:56.194116] [INFO ] [sig ] SBSI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:56.340349] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SBSI.txt [2025-10-18T03:28:56.340583] [INFO ] [sig ] [1625/2083] Completed SBSI in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:56.340625] [INFO ] [sig ] [1626/2083] Forecasting SBSW... [2025-10-18T03:28:56.340691] [INFO ] [sig ] Generating forecast for: SBSW [2025-10-18T03:28:56.340738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'. [2025-10-18T03:28:56.349376] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBSW'. [2025-10-18T03:28:56.349685] [INFO ] [FORECASTER] Starting predict_future for SBSW [2025-10-18T03:28:56.377426] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:56.378255] [DEBUG] [LOCAL ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt [2025-10-18T03:28:56.378309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:56.378342] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:56.378370] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:56.378426] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:56.395687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:56.396241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:56.396318] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:56.396360] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:56.439768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:56.439874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:56.439911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:56.439940] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:56.443069] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: UP (p=74.59%) [2025-10-18T03:28:56.443326] [INFO ] [FORECASTER] Completed predict_future for SBSW [2025-10-18T03:28:56.443464] [INFO ] [sig ] SBSW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:56.591920] [INFO ] [LOCAL ] Saved forecast: SBSW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SBSW.txt [2025-10-18T03:28:56.592161] [INFO ] [sig ] [1626/2083] Completed SBSW in 0.3s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:56.592221] [INFO ] [sig ] [1627/2083] Forecasting SCCO... [2025-10-18T03:28:56.592255] [INFO ] [sig ] Generating forecast for: SCCO [2025-10-18T03:28:56.592287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'. [2025-10-18T03:28:56.602258] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCCO'. [2025-10-18T03:28:56.602596] [INFO ] [FORECASTER] Starting predict_future for SCCO [2025-10-18T03:28:56.628401] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:56.629113] [DEBUG] [LOCAL ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt [2025-10-18T03:28:56.629170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:56.629203] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:56.629230] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:56.629286] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:56.646298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:56.646899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:56.646976] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:56.647011] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:56.689456] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:56.689542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:56.689577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:56.689605] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:56.692633] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: DOWN (p=10.17%) [2025-10-18T03:28:56.692910] [INFO ] [FORECASTER] Completed predict_future for SCCO [2025-10-18T03:28:56.693049] [INFO ] [sig ] SCCO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:56.831977] [INFO ] [LOCAL ] Saved forecast: SCCO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SCCO.txt [2025-10-18T03:28:56.832260] [INFO ] [sig ] [1627/2083] Completed SCCO in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:56.832307] [INFO ] [sig ] [1628/2083] Forecasting SCD... [2025-10-18T03:28:56.832336] [INFO ] [sig ] Generating forecast for: SCD [2025-10-18T03:28:56.832368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-10-18T03:28:56.841698] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCD'. [2025-10-18T03:28:56.842018] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-10-18T03:28:56.870915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:56.871835] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-10-18T03:28:56.871909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:56.871976] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:56.872032] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:56.872114] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:56.892147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:56.892834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:56.892919] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:56.892954] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:56.936556] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:56.936749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:56.936801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:56.936833] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:56.941105] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=59.48%) [2025-10-18T03:28:56.941434] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-10-18T03:28:56.941591] [INFO ] [sig ] SCD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:57.083368] [INFO ] [LOCAL ] Saved forecast: SCD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SCD.txt [2025-10-18T03:28:57.083617] [INFO ] [sig ] [1628/2083] Completed SCD in 0.3s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:57.083694] [INFO ] [sig ] [1629/2083] Forecasting SCHW... [2025-10-18T03:28:57.083740] [INFO ] [sig ] Generating forecast for: SCHW [2025-10-18T03:28:57.083773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'. [2025-10-18T03:28:57.093186] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCHW'. [2025-10-18T03:28:57.093565] [INFO ] [FORECASTER] Starting predict_future for SCHW [2025-10-18T03:28:57.119138] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:57.119991] [DEBUG] [LOCAL ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt [2025-10-18T03:28:57.120048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:57.120081] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:57.120109] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:57.120167] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:57.137608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:57.138245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:57.138325] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:57.138360] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:57.172251] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:57.172355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:57.172410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:57.172440] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:57.175680] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: DOWN (p=47.82%) [2025-10-18T03:28:57.175948] [INFO ] [FORECASTER] Completed predict_future for SCHW [2025-10-18T03:28:57.176085] [INFO ] [sig ] SCHW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:57.324209] [INFO ] [LOCAL ] Saved forecast: SCHW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SCHW.txt [2025-10-18T03:28:57.324911] [INFO ] [sig ] [1629/2083] Completed SCHW in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:57.324983] [INFO ] [sig ] [1630/2083] Forecasting SCI... [2025-10-18T03:28:57.325039] [INFO ] [sig ] Generating forecast for: SCI [2025-10-18T03:28:57.325110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-10-18T03:28:57.335950] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCI'. [2025-10-18T03:28:57.336315] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-10-18T03:28:57.362428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:57.363252] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-10-18T03:28:57.363306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:57.363340] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:57.363367] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:57.363424] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:57.380107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:57.380688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:57.380783] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:57.380836] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:57.426747] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:57.426830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:57.426866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:57.426895] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:57.430008] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=2.32%) [2025-10-18T03:28:57.430256] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-10-18T03:28:57.430388] [INFO ] [sig ] SCI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:57.574620] [INFO ] [LOCAL ] Saved forecast: SCI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SCI.txt [2025-10-18T03:28:57.574914] [INFO ] [sig ] [1630/2083] Completed SCI in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:57.574960] [INFO ] [sig ] [1631/2083] Forecasting SCL... [2025-10-18T03:28:57.574990] [INFO ] [sig ] Generating forecast for: SCL [2025-10-18T03:28:57.575021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-10-18T03:28:57.584527] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCL'. [2025-10-18T03:28:57.584840] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-10-18T03:28:57.609762] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:57.610510] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-10-18T03:28:57.610567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:57.610703] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:57.610759] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:57.610818] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:57.627532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:57.628217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:57.628300] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:57.628333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:57.672825] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:57.672958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:57.672996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:57.673024] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:57.676269] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=6.91%) [2025-10-18T03:28:57.676544] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-10-18T03:28:57.676713] [INFO ] [sig ] SCL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:57.813336] [INFO ] [LOCAL ] Saved forecast: SCL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SCL.txt [2025-10-18T03:28:57.813567] [INFO ] [sig ] [1631/2083] Completed SCL in 0.2s | 4.15 sym/s | Total: 6.5m | ETA: 1.8m [2025-10-18T03:28:57.813611] [INFO ] [sig ] [1632/2083] Forecasting SCM... [2025-10-18T03:28:57.813663] [INFO ] [sig ] Generating forecast for: SCM [2025-10-18T03:28:57.813722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-10-18T03:28:57.823406] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCM'. [2025-10-18T03:28:57.823745] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-10-18T03:28:57.848563] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:57.849422] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-10-18T03:28:57.849479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:57.849512] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:57.849539] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:57.849594] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:57.866233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:57.866855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:57.866939] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:57.866972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:57.911889] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:57.912029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:57.912068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:57.912096] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:57.915395] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=22.52%) [2025-10-18T03:28:57.915683] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-10-18T03:28:57.915835] [INFO ] [sig ] SCM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:58.053326] [INFO ] [LOCAL ] Saved forecast: SCM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SCM.txt [2025-10-18T03:28:58.053559] [INFO ] [sig ] [1632/2083] Completed SCM in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:58.053602] [INFO ] [sig ] [1633/2083] Forecasting SCS... [2025-10-18T03:28:58.053634] [INFO ] [sig ] Generating forecast for: SCS [2025-10-18T03:28:58.053715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-10-18T03:28:58.063155] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCS'. [2025-10-18T03:28:58.063453] [INFO ] [FORECASTER] Starting predict_future for SCS [2025-10-18T03:28:58.088082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:58.088822] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-10-18T03:28:58.088878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:58.088911] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:58.088939] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:58.088994] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:58.105541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:58.106129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:58.106210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:58.106243] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:58.150148] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:58.150286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:58.150324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:58.150353] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:58.153670] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=85.69%) [2025-10-18T03:28:58.153947] [INFO ] [FORECASTER] Completed predict_future for SCS [2025-10-18T03:28:58.154086] [INFO ] [sig ] SCS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:58.291333] [INFO ] [LOCAL ] Saved forecast: SCS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SCS.txt [2025-10-18T03:28:58.291549] [INFO ] [sig ] [1633/2083] Completed SCS in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:58.291591] [INFO ] [sig ] [1634/2083] Forecasting SD... [2025-10-18T03:28:58.291621] [INFO ] [sig ] Generating forecast for: SD [2025-10-18T03:28:58.291679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-10-18T03:28:58.300355] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SD'. [2025-10-18T03:28:58.300623] [INFO ] [FORECASTER] Starting predict_future for SD [2025-10-18T03:28:58.325295] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:58.326039] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-10-18T03:28:58.326093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:58.326126] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:58.326154] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:58.326212] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:58.343086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:58.343730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:58.343811] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:58.343844] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:58.386050] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:58.386226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:58.386267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:58.386296] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:58.389837] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=3.57%) [2025-10-18T03:28:58.390120] [INFO ] [FORECASTER] Completed predict_future for SD [2025-10-18T03:28:58.390258] [INFO ] [sig ] SD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:58.531924] [INFO ] [LOCAL ] Saved forecast: SD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SD.txt [2025-10-18T03:28:58.532296] [INFO ] [sig ] [1634/2083] Completed SD in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:58.532380] [INFO ] [sig ] [1635/2083] Forecasting SDHC... [2025-10-18T03:28:58.532444] [INFO ] [sig ] Generating forecast for: SDHC [2025-10-18T03:28:58.532514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'. [2025-10-18T03:28:58.542553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SDHC'. [2025-10-18T03:28:58.542878] [INFO ] [FORECASTER] Starting predict_future for SDHC [2025-10-18T03:28:58.569481] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:58.570239] [DEBUG] [LOCAL ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt [2025-10-18T03:28:58.570296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:58.570332] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:58.570360] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:58.570417] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:58.588306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:58.588949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:58.589055] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:58.589111] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:58.630489] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:58.630583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:58.630618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:58.630673] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:58.633751] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: UP (p=97.89%) [2025-10-18T03:28:58.634010] [INFO ] [FORECASTER] Completed predict_future for SDHC [2025-10-18T03:28:58.634148] [INFO ] [sig ] SDHC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:58.772774] [INFO ] [LOCAL ] Saved forecast: SDHC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SDHC.txt [2025-10-18T03:28:58.772965] [INFO ] [sig ] [1635/2083] Completed SDHC in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:58.773006] [INFO ] [sig ] [1636/2083] Forecasting SDHY... [2025-10-18T03:28:58.773036] [INFO ] [sig ] Generating forecast for: SDHY [2025-10-18T03:28:58.773066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-10-18T03:28:58.781730] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SDHY'. [2025-10-18T03:28:58.782003] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-10-18T03:28:58.807341] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:58.808122] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-10-18T03:28:58.808176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:58.808209] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:58.808237] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:58.808293] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:58.825105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:58.825620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:58.825722] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:58.825762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:58.866234] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:58.866321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:58.866374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:58.866403] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:58.869500] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=9.24%) [2025-10-18T03:28:58.869802] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-10-18T03:28:58.869940] [INFO ] [sig ] SDHY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:59.012266] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SDHY.txt [2025-10-18T03:28:59.012505] [INFO ] [sig ] [1636/2083] Completed SDHY in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:59.012553] [INFO ] [sig ] [1637/2083] Forecasting SDRL... [2025-10-18T03:28:59.012587] [INFO ] [sig ] Generating forecast for: SDRL [2025-10-18T03:28:59.012619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-10-18T03:28:59.022676] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SDRL'. [2025-10-18T03:28:59.023044] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-10-18T03:28:59.047960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:59.048674] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-10-18T03:28:59.048734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:59.048767] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:59.048793] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:59.048849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:59.065446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:59.066016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:59.066100] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:59.066132] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:59.095710] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:59.095845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:59.095885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:59.095913] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:59.099209] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=49.21%) [2025-10-18T03:28:59.099888] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-10-18T03:28:59.100023] [INFO ] [sig ] SDRL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:59.237357] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SDRL.txt [2025-10-18T03:28:59.237603] [INFO ] [sig ] [1637/2083] Completed SDRL in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:59.237666] [INFO ] [sig ] [1638/2083] Forecasting SE... [2025-10-18T03:28:59.237721] [INFO ] [sig ] Generating forecast for: SE [2025-10-18T03:28:59.237799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'. [2025-10-18T03:28:59.246957] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SE'. [2025-10-18T03:28:59.247245] [INFO ] [FORECASTER] Starting predict_future for SE [2025-10-18T03:28:59.271958] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:59.272692] [DEBUG] [LOCAL ] No optimal features file found for SE: ./output/feature-sets/SE.txt [2025-10-18T03:28:59.272755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:59.272789] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:59.272816] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:59.272888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:59.289678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:59.290203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:59.290284] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:59.290316] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:59.333792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:59.333909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:59.333948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:59.333976] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:59.337142] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=57.65%) [2025-10-18T03:28:59.337400] [INFO ] [FORECASTER] Completed predict_future for SE [2025-10-18T03:28:59.337533] [INFO ] [sig ] SE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:59.479843] [INFO ] [LOCAL ] Saved forecast: SE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SE.txt [2025-10-18T03:28:59.480097] [INFO ] [sig ] [1638/2083] Completed SE in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:59.480154] [INFO ] [sig ] [1639/2083] Forecasting SEE... [2025-10-18T03:28:59.480186] [INFO ] [sig ] Generating forecast for: SEE [2025-10-18T03:28:59.480217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-10-18T03:28:59.490067] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEE'. [2025-10-18T03:28:59.490335] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-10-18T03:28:59.515528] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:59.516250] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-10-18T03:28:59.516304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:59.516337] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:59.516365] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:59.516421] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:59.533579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:59.534190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:59.534269] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:59.534302] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:59.575496] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:59.575599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:59.575634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:59.575708] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:59.578931] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=1.23%) [2025-10-18T03:28:59.579184] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-10-18T03:28:59.579318] [INFO ] [sig ] SEE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:28:59.717165] [INFO ] [LOCAL ] Saved forecast: SEE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SEE.txt [2025-10-18T03:28:59.717375] [INFO ] [sig ] [1639/2083] Completed SEE in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:59.717417] [INFO ] [sig ] [1640/2083] Forecasting SEG... [2025-10-18T03:28:59.717447] [INFO ] [sig ] Generating forecast for: SEG [2025-10-18T03:28:59.717478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'. [2025-10-18T03:28:59.727113] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEG'. [2025-10-18T03:28:59.727375] [INFO ] [FORECASTER] Starting predict_future for SEG [2025-10-18T03:28:59.752334] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:59.753060] [DEBUG] [LOCAL ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt [2025-10-18T03:28:59.753114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:59.753147] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:59.753174] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:59.753230] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:28:59.770026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:28:59.770584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:28:59.770690] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:28:59.770742] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:28:59.810284] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:28:59.810471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:28:59.810512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:28:59.810541] [INFO ] [FORECASTER] Training complete [2025-10-18T03:28:59.813995] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: UP (p=98.49%) [2025-10-18T03:28:59.814274] [INFO ] [FORECASTER] Completed predict_future for SEG [2025-10-18T03:28:59.814418] [INFO ] [sig ] SEG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:28:59.952791] [INFO ] [LOCAL ] Saved forecast: SEG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SEG.txt [2025-10-18T03:28:59.952999] [INFO ] [sig ] [1640/2083] Completed SEG in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:28:59.953042] [INFO ] [sig ] [1641/2083] Forecasting SEI... [2025-10-18T03:28:59.953122] [INFO ] [sig ] Generating forecast for: SEI [2025-10-18T03:28:59.953163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'. [2025-10-18T03:28:59.962860] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEI'. [2025-10-18T03:28:59.963188] [INFO ] [FORECASTER] Starting predict_future for SEI [2025-10-18T03:28:59.988345] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:28:59.989103] [DEBUG] [LOCAL ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt [2025-10-18T03:28:59.989157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:28:59.989191] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:28:59.989218] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:28:59.989279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:00.006147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:00.006743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:00.006824] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:00.006858] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:00.051356] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:00.051437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:00.051472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:00.051500] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:00.054542] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: DOWN (p=25.84%) [2025-10-18T03:29:00.054826] [INFO ] [FORECASTER] Completed predict_future for SEI [2025-10-18T03:29:00.054965] [INFO ] [sig ] SEI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:00.196607] [INFO ] [LOCAL ] Saved forecast: SEI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SEI.txt [2025-10-18T03:29:00.196939] [INFO ] [sig ] [1641/2083] Completed SEI in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:29:00.197002] [INFO ] [sig ] [1642/2083] Forecasting SEM... [2025-10-18T03:29:00.197035] [INFO ] [sig ] Generating forecast for: SEM [2025-10-18T03:29:00.197066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-10-18T03:29:00.206725] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEM'. [2025-10-18T03:29:00.207061] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-10-18T03:29:00.232959] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:00.233756] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-10-18T03:29:00.233815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:00.233849] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:00.233878] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:00.233935] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:00.251104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:00.251989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:00.252075] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:00.252109] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:00.292521] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:00.292722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:00.292976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:00.293007] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:00.296541] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=3.42%) [2025-10-18T03:29:00.296863] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-10-18T03:29:00.297006] [INFO ] [sig ] SEM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:00.440823] [INFO ] [LOCAL ] Saved forecast: SEM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SEM.txt [2025-10-18T03:29:00.441067] [INFO ] [sig ] [1642/2083] Completed SEM in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:29:00.441109] [INFO ] [sig ] [1643/2083] Forecasting SEMR... [2025-10-18T03:29:00.441140] [INFO ] [sig ] Generating forecast for: SEMR [2025-10-18T03:29:00.441172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'. [2025-10-18T03:29:00.450734] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEMR'. [2025-10-18T03:29:00.451121] [INFO ] [FORECASTER] Starting predict_future for SEMR [2025-10-18T03:29:00.476553] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:00.477272] [DEBUG] [LOCAL ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt [2025-10-18T03:29:00.477327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:00.477360] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:00.477388] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:00.477444] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:00.494781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:00.495555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:00.495660] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:00.495716] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:00.540574] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:00.540762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:00.540813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:00.540884] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:00.544271] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: UP (p=53.05%) [2025-10-18T03:29:00.544545] [INFO ] [FORECASTER] Completed predict_future for SEMR [2025-10-18T03:29:00.544746] [INFO ] [sig ] SEMR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:00.686956] [INFO ] [LOCAL ] Saved forecast: SEMR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SEMR.txt [2025-10-18T03:29:00.687202] [INFO ] [sig ] [1643/2083] Completed SEMR in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:29:00.687244] [INFO ] [sig ] [1644/2083] Forecasting SES... [2025-10-18T03:29:00.687274] [INFO ] [sig ] Generating forecast for: SES [2025-10-18T03:29:00.687305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-10-18T03:29:00.697778] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SES'. [2025-10-18T03:29:00.698155] [INFO ] [FORECASTER] Starting predict_future for SES [2025-10-18T03:29:00.724153] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:00.725036] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-10-18T03:29:00.725092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:00.725126] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:00.725153] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:00.725211] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:00.744526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:00.745365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:00.745466] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:00.745519] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:00.791947] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:00.792123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:00.792165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:00.792194] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:00.795706] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=12.74%) [2025-10-18T03:29:00.795989] [INFO ] [FORECASTER] Completed predict_future for SES [2025-10-18T03:29:00.796134] [INFO ] [sig ] SES: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:00.933557] [INFO ] [LOCAL ] Saved forecast: SES 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SES.txt [2025-10-18T03:29:00.933833] [INFO ] [sig ] [1644/2083] Completed SES in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:29:00.933894] [INFO ] [sig ] [1645/2083] Forecasting SF... [2025-10-18T03:29:00.933927] [INFO ] [sig ] Generating forecast for: SF [2025-10-18T03:29:00.933959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-10-18T03:29:00.943594] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SF'. [2025-10-18T03:29:00.943975] [INFO ] [FORECASTER] Starting predict_future for SF [2025-10-18T03:29:00.968729] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:00.969438] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-10-18T03:29:00.969493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:00.969528] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:00.969555] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:00.969610] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:00.986305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:00.986901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:00.986984] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:00.987018] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:01.018418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:01.018538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:01.018575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:01.018603] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:01.021800] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=90.34%) [2025-10-18T03:29:01.022067] [INFO ] [FORECASTER] Completed predict_future for SF [2025-10-18T03:29:01.022198] [INFO ] [sig ] SF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:01.159562] [INFO ] [LOCAL ] Saved forecast: SF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SF.txt [2025-10-18T03:29:01.159807] [INFO ] [sig ] [1645/2083] Completed SF in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:29:01.159867] [INFO ] [sig ] [1646/2083] Forecasting SFB... [2025-10-18T03:29:01.159926] [INFO ] [sig ] Generating forecast for: SFB [2025-10-18T03:29:01.159990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-10-18T03:29:01.170882] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SFB'. [2025-10-18T03:29:01.171253] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-10-18T03:29:01.197048] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:01.197924] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-10-18T03:29:01.197980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:01.198015] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:01.198042] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:01.198100] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:01.215919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:01.216478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:01.216560] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:01.216698] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:01.268545] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:01.268689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:01.268745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:01.268779] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:01.272176] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=56.66%) [2025-10-18T03:29:01.273109] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-10-18T03:29:01.273261] [INFO ] [sig ] SFB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:01.413048] [INFO ] [LOCAL ] Saved forecast: SFB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SFB.txt [2025-10-18T03:29:01.413255] [INFO ] [sig ] [1646/2083] Completed SFB in 0.3s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:29:01.413296] [INFO ] [sig ] [1647/2083] Forecasting SFBS... [2025-10-18T03:29:01.413325] [INFO ] [sig ] Generating forecast for: SFBS [2025-10-18T03:29:01.413356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-10-18T03:29:01.422383] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SFBS'. [2025-10-18T03:29:01.422763] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-10-18T03:29:01.447999] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:01.448697] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-10-18T03:29:01.448753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:01.448787] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:01.448814] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:01.448869] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:01.465864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:01.466703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:01.466808] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:01.466859] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:01.507943] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:01.508139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:01.508185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:01.508217] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:01.512318] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=14.19%) [2025-10-18T03:29:01.512628] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-10-18T03:29:01.512816] [INFO ] [sig ] SFBS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:01.654882] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SFBS.txt [2025-10-18T03:29:01.655163] [INFO ] [sig ] [1647/2083] Completed SFBS in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.8m [2025-10-18T03:29:01.655205] [INFO ] [sig ] [1648/2083] Forecasting SFL... [2025-10-18T03:29:01.655234] [INFO ] [sig ] Generating forecast for: SFL [2025-10-18T03:29:01.655265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-10-18T03:29:01.663954] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SFL'. [2025-10-18T03:29:01.664382] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-10-18T03:29:01.689945] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:01.690734] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-10-18T03:29:01.690789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:01.690823] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:01.690851] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:01.690907] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:01.707749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:01.708573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:01.708681] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:01.708736] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:01.748109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:01.748284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:01.748324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:01.748353] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:01.751941] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-10-18T03:29:01.752260] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-10-18T03:29:01.752403] [INFO ] [sig ] SFL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:01.896139] [INFO ] [LOCAL ] Saved forecast: SFL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SFL.txt [2025-10-18T03:29:01.896386] [INFO ] [sig ] [1648/2083] Completed SFL in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:01.896436] [INFO ] [sig ] [1649/2083] Forecasting SG... [2025-10-18T03:29:01.896468] [INFO ] [sig ] Generating forecast for: SG [2025-10-18T03:29:01.896501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-10-18T03:29:01.905732] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SG'. [2025-10-18T03:29:01.906262] [INFO ] [FORECASTER] Starting predict_future for SG [2025-10-18T03:29:01.931691] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:01.932368] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-10-18T03:29:01.932421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:01.932453] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:01.932480] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:01.932537] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:01.949269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:01.949815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:01.949893] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:01.949925] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:01.986066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:01.986162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:01.986198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:01.986228] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:01.989321] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=10.88%) [2025-10-18T03:29:01.989574] [INFO ] [FORECASTER] Completed predict_future for SG [2025-10-18T03:29:01.989729] [INFO ] [sig ] SG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:02.129359] [INFO ] [LOCAL ] Saved forecast: SG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SG.txt [2025-10-18T03:29:02.129617] [INFO ] [sig ] [1649/2083] Completed SG in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:02.129699] [INFO ] [sig ] [1650/2083] Forecasting SGHC... [2025-10-18T03:29:02.129740] [INFO ] [sig ] Generating forecast for: SGHC [2025-10-18T03:29:02.129773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-10-18T03:29:02.235586] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SGHC'. [2025-10-18T03:29:02.236119] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-10-18T03:29:02.267214] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:02.268150] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-10-18T03:29:02.268208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:02.268243] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:02.268279] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:02.268364] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:02.287305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:02.288342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:02.288435] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:02.288471] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:02.325472] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:02.325684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:02.325746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:02.325863] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:02.332770] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: DOWN (p=8.90%) [2025-10-18T03:29:02.333118] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-10-18T03:29:02.333267] [INFO ] [sig ] SGHC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:02.488687] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SGHC.txt [2025-10-18T03:29:02.489027] [INFO ] [sig ] [1650/2083] Completed SGHC in 0.4s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:02.489091] [INFO ] [sig ] [1651/2083] Forecasting SGU... [2025-10-18T03:29:02.489126] [INFO ] [sig ] Generating forecast for: SGU [2025-10-18T03:29:02.489160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'. [2025-10-18T03:29:02.498487] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SGU'. [2025-10-18T03:29:02.498944] [INFO ] [FORECASTER] Starting predict_future for SGU [2025-10-18T03:29:02.528493] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:02.529504] [DEBUG] [LOCAL ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt [2025-10-18T03:29:02.529566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:02.529601] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:02.529631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:02.529734] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:02.548514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:02.549492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:02.549589] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:02.549624] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:02.583977] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:02.584150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:02.584193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:02.584223] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:02.587710] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: UP (p=98.12%) [2025-10-18T03:29:02.588053] [INFO ] [FORECASTER] Completed predict_future for SGU [2025-10-18T03:29:02.588198] [INFO ] [sig ] SGU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:02.741941] [INFO ] [LOCAL ] Saved forecast: SGU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SGU.txt [2025-10-18T03:29:02.742204] [INFO ] [sig ] [1651/2083] Completed SGU in 0.3s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:02.742247] [INFO ] [sig ] [1652/2083] Forecasting SHAK... [2025-10-18T03:29:02.742277] [INFO ] [sig ] Generating forecast for: SHAK [2025-10-18T03:29:02.742309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-10-18T03:29:02.751727] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHAK'. [2025-10-18T03:29:02.752145] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-10-18T03:29:02.777316] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:02.778303] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-10-18T03:29:02.778362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:02.778396] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:02.778424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:02.778480] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:02.796918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:02.797670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:02.797781] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:02.797833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:02.843263] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:02.843462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:02.843505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:02.843534] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:02.847484] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=6.05%) [2025-10-18T03:29:02.847884] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-10-18T03:29:02.848072] [INFO ] [sig ] SHAK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:03.013329] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SHAK.txt [2025-10-18T03:29:03.013604] [INFO ] [sig ] [1652/2083] Completed SHAK in 0.3s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:03.013695] [INFO ] [sig ] [1653/2083] Forecasting SHCO... [2025-10-18T03:29:03.013742] [INFO ] [sig ] Generating forecast for: SHCO [2025-10-18T03:29:03.013777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-10-18T03:29:03.024125] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHCO'. [2025-10-18T03:29:03.024509] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-10-18T03:29:03.059792] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:03.060687] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-10-18T03:29:03.060746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:03.060781] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:03.060810] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:03.060881] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:03.080152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:03.081108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:03.081224] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:03.081260] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:03.123184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:03.123368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:03.123410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:03.123440] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:03.126943] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=86.12%) [2025-10-18T03:29:03.127229] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-10-18T03:29:03.127365] [INFO ] [sig ] SHCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:03.266359] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SHCO.txt [2025-10-18T03:29:03.266714] [INFO ] [sig ] [1653/2083] Completed SHCO in 0.3s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:03.266777] [INFO ] [sig ] [1654/2083] Forecasting SHEL... [2025-10-18T03:29:03.266812] [INFO ] [sig ] Generating forecast for: SHEL [2025-10-18T03:29:03.266844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-10-18T03:29:03.275841] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHEL'. [2025-10-18T03:29:03.276184] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-10-18T03:29:03.301558] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:03.302381] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-10-18T03:29:03.302442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:03.302476] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:03.302503] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:03.302560] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:03.319432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:03.320239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:03.320330] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:03.320364] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:03.356742] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:03.356921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:03.356964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:03.356993] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:03.360626] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=25.08%) [2025-10-18T03:29:03.360973] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-10-18T03:29:03.361118] [INFO ] [sig ] SHEL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:03.501878] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SHEL.txt [2025-10-18T03:29:03.502124] [INFO ] [sig ] [1654/2083] Completed SHEL in 0.2s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:03.502166] [INFO ] [sig ] [1655/2083] Forecasting SHG... [2025-10-18T03:29:03.502197] [INFO ] [sig ] Generating forecast for: SHG [2025-10-18T03:29:03.502228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-10-18T03:29:03.510609] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHG'. [2025-10-18T03:29:03.511035] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-10-18T03:29:03.536248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:03.537061] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-10-18T03:29:03.537118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:03.537152] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:03.537179] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:03.537235] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:03.554243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:03.555011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:03.555095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:03.555129] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:03.589150] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:03.589348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:03.589410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:03.589453] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:03.594017] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=10.80%) [2025-10-18T03:29:03.594442] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-10-18T03:29:03.594639] [INFO ] [sig ] SHG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:03.753776] [INFO ] [LOCAL ] Saved forecast: SHG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SHG.txt [2025-10-18T03:29:03.754011] [INFO ] [sig ] [1655/2083] Completed SHG in 0.3s | 4.15 sym/s | Total: 6.6m | ETA: 1.7m [2025-10-18T03:29:03.754059] [INFO ] [sig ] [1656/2083] Forecasting SHO... [2025-10-18T03:29:03.754091] [INFO ] [sig ] Generating forecast for: SHO [2025-10-18T03:29:03.754123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-10-18T03:29:03.763189] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHO'. [2025-10-18T03:29:03.763509] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-10-18T03:29:03.788371] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:03.789119] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-10-18T03:29:03.789173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:03.789205] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:03.789233] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:03.789288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:03.806106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:03.806679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:03.806762] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:03.806797] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:03.839555] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:03.839739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:03.839793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:03.839824] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:03.843207] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=69.37%) [2025-10-18T03:29:03.843476] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-10-18T03:29:03.843612] [INFO ] [sig ] SHO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:03.988393] [INFO ] [LOCAL ] Saved forecast: SHO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SHO.txt [2025-10-18T03:29:03.988700] [INFO ] [sig ] [1656/2083] Completed SHO in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:03.988769] [INFO ] [sig ] [1657/2083] Forecasting SHOC... [2025-10-18T03:29:03.988825] [INFO ] [sig ] Generating forecast for: SHOC [2025-10-18T03:29:03.988861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-10-18T03:29:03.998131] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'SHOC'. [2025-10-18T03:29:03.998471] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-10-18T03:29:04.023919] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:04.024662] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-10-18T03:29:04.024722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:04.024756] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:04.024784] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:04.024841] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:04.041578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:04.042259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:04.042344] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:04.042377] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:04.074361] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:04.074516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:04.074555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:04.074603] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:04.078016] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=55.54%) [2025-10-18T03:29:04.078289] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-10-18T03:29:04.078426] [INFO ] [sig ] SHOC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:04.215907] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SHOC.txt [2025-10-18T03:29:04.216195] [INFO ] [sig ] [1657/2083] Completed SHOC in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:04.216238] [INFO ] [sig ] [1658/2083] Forecasting SHW... [2025-10-18T03:29:04.216268] [INFO ] [sig ] Generating forecast for: SHW [2025-10-18T03:29:04.216299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'. [2025-10-18T03:29:04.224924] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHW'. [2025-10-18T03:29:04.225299] [INFO ] [FORECASTER] Starting predict_future for SHW [2025-10-18T03:29:04.250398] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:04.251227] [DEBUG] [LOCAL ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt [2025-10-18T03:29:04.251283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:04.251317] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:04.251344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:04.251400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:04.268285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:04.269215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:04.269302] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:04.269335] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:04.307591] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:04.307829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:04.307884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:04.307916] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:04.311610] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: DOWN (p=13.34%) [2025-10-18T03:29:04.311987] [INFO ] [FORECASTER] Completed predict_future for SHW [2025-10-18T03:29:04.312141] [INFO ] [sig ] SHW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:04.453401] [INFO ] [LOCAL ] Saved forecast: SHW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SHW.txt [2025-10-18T03:29:04.453610] [INFO ] [sig ] [1658/2083] Completed SHW in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:04.453697] [INFO ] [sig ] [1659/2083] Forecasting SID... [2025-10-18T03:29:04.453757] [INFO ] [sig ] Generating forecast for: SID [2025-10-18T03:29:04.453804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-10-18T03:29:04.463377] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SID'. [2025-10-18T03:29:04.463759] [INFO ] [FORECASTER] Starting predict_future for SID [2025-10-18T03:29:04.489084] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:04.489788] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-10-18T03:29:04.489843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:04.489876] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:04.489903] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:04.489960] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:04.506953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:04.507491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:04.507568] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:04.507600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:04.543278] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:04.543381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:04.543417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:04.543444] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:04.546520] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=15.65%) [2025-10-18T03:29:04.546816] [INFO ] [FORECASTER] Completed predict_future for SID [2025-10-18T03:29:04.546955] [INFO ] [sig ] SID: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:04.688406] [INFO ] [LOCAL ] Saved forecast: SID 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SID.txt [2025-10-18T03:29:04.688668] [INFO ] [sig ] [1659/2083] Completed SID in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:04.688728] [INFO ] [sig ] [1660/2083] Forecasting SIG... [2025-10-18T03:29:04.688761] [INFO ] [sig ] Generating forecast for: SIG [2025-10-18T03:29:04.688792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-10-18T03:29:04.697454] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SIG'. [2025-10-18T03:29:04.697772] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-10-18T03:29:04.723182] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:04.723965] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-10-18T03:29:04.724021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:04.724055] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:04.724135] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:04.724204] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:04.741380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:04.741944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:04.742023] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:04.742056] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:04.785513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:04.785608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:04.785670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:04.785728] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:04.793490] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-10-18T03:29:04.793847] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-10-18T03:29:04.794016] [INFO ] [sig ] SIG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:04.935271] [INFO ] [LOCAL ] Saved forecast: SIG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SIG.txt [2025-10-18T03:29:04.935500] [INFO ] [sig ] [1660/2083] Completed SIG in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:04.935542] [INFO ] [sig ] [1661/2083] Forecasting SII... [2025-10-18T03:29:04.935572] [INFO ] [sig ] Generating forecast for: SII [2025-10-18T03:29:04.935613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-10-18T03:29:04.946244] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SII'. [2025-10-18T03:29:04.946595] [INFO ] [FORECASTER] Starting predict_future for SII [2025-10-18T03:29:04.971967] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:04.972669] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-10-18T03:29:04.972728] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:04.972761] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:04.972789] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:04.972845] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:04.990017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:04.990584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:04.990691] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:04.990745] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:05.025264] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:05.025353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:05.025389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:05.025418] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:05.028486] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=35.59%) [2025-10-18T03:29:05.028785] [INFO ] [FORECASTER] Completed predict_future for SII [2025-10-18T03:29:05.028928] [INFO ] [sig ] SII: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:05.166491] [INFO ] [LOCAL ] Saved forecast: SII 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SII.txt [2025-10-18T03:29:05.166752] [INFO ] [sig ] [1661/2083] Completed SII in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:05.166811] [INFO ] [sig ] [1662/2083] Forecasting SILA... [2025-10-18T03:29:05.166843] [INFO ] [sig ] Generating forecast for: SILA [2025-10-18T03:29:05.166873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'. [2025-10-18T03:29:05.176187] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SILA'. [2025-10-18T03:29:05.176520] [INFO ] [FORECASTER] Starting predict_future for SILA [2025-10-18T03:29:05.202014] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:05.202858] [DEBUG] [LOCAL ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt [2025-10-18T03:29:05.202914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:05.202948] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:05.202976] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:05.203038] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:05.220607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:05.221537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:05.221631] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:05.221711] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:05.256719] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:05.256910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:05.256954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:05.256983] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:05.260514] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: DOWN (p=18.32%) [2025-10-18T03:29:05.260828] [INFO ] [FORECASTER] Completed predict_future for SILA [2025-10-18T03:29:05.260970] [INFO ] [sig ] SILA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:05.400983] [INFO ] [LOCAL ] Saved forecast: SILA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SILA.txt [2025-10-18T03:29:05.401226] [INFO ] [sig ] [1662/2083] Completed SILA in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:05.401273] [INFO ] [sig ] [1663/2083] Forecasting SITC... [2025-10-18T03:29:05.401305] [INFO ] [sig ] Generating forecast for: SITC [2025-10-18T03:29:05.401335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-10-18T03:29:05.410555] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SITC'. [2025-10-18T03:29:05.410974] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-10-18T03:29:05.437166] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:05.437931] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-10-18T03:29:05.437987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:05.438021] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:05.438049] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:05.438107] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:05.455870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:05.456437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:05.456519] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:05.456552] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:05.493513] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:05.493634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:05.494051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:05.494089] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:05.501781] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=4.18%) [2025-10-18T03:29:05.502038] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-10-18T03:29:05.502179] [INFO ] [sig ] SITC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:05.653407] [INFO ] [LOCAL ] Saved forecast: SITC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SITC.txt [2025-10-18T03:29:05.653729] [INFO ] [sig ] [1663/2083] Completed SITC in 0.3s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:05.653811] [INFO ] [sig ] [1664/2083] Forecasting SITE... [2025-10-18T03:29:05.653859] [INFO ] [sig ] Generating forecast for: SITE [2025-10-18T03:29:05.653895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-10-18T03:29:05.663154] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SITE'. [2025-10-18T03:29:05.663620] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-10-18T03:29:05.689479] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:05.690271] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-10-18T03:29:05.690326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:05.690361] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:05.690389] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:05.690445] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:05.707506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:05.708197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:05.708282] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:05.708317] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:05.743396] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:05.743541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:05.743582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:05.743631] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:05.747004] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=95.52%) [2025-10-18T03:29:05.747274] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-10-18T03:29:05.747414] [INFO ] [sig ] SITE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:05.887599] [INFO ] [LOCAL ] Saved forecast: SITE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SITE.txt [2025-10-18T03:29:05.887955] [INFO ] [sig ] [1664/2083] Completed SITE in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:05.888022] [INFO ] [sig ] [1665/2083] Forecasting SJM... [2025-10-18T03:29:05.888083] [INFO ] [sig ] Generating forecast for: SJM [2025-10-18T03:29:05.888128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-10-18T03:29:05.896569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SJM'. [2025-10-18T03:29:05.896868] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-10-18T03:29:05.921833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:05.922549] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-10-18T03:29:05.922602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:05.922635] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:05.922703] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:05.922770] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:05.939537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:05.940240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:05.940323] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:05.940357] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:05.977371] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:05.977534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:05.977574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:05.977602] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:05.981276] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=34.50%) [2025-10-18T03:29:05.981603] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-10-18T03:29:05.981794] [INFO ] [sig ] SJM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:06.126363] [INFO ] [LOCAL ] Saved forecast: SJM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SJM.txt [2025-10-18T03:29:06.126600] [INFO ] [sig ] [1665/2083] Completed SJM in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:06.126666] [INFO ] [sig ] [1666/2083] Forecasting SJT... [2025-10-18T03:29:06.126722] [INFO ] [sig ] Generating forecast for: SJT [2025-10-18T03:29:06.126756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'. [2025-10-18T03:29:06.135539] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SJT'. [2025-10-18T03:29:06.135842] [INFO ] [FORECASTER] Starting predict_future for SJT [2025-10-18T03:29:06.161971] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:06.162762] [DEBUG] [LOCAL ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt [2025-10-18T03:29:06.162817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:06.162851] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:06.162878] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:06.162935] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:06.179840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:06.180688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:06.180781] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:06.180814] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:06.212834] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:06.213005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:06.213046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:06.213075] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:06.216489] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=90.84%) [2025-10-18T03:29:06.216800] [INFO ] [FORECASTER] Completed predict_future for SJT [2025-10-18T03:29:06.216965] [INFO ] [sig ] SJT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:06.377491] [INFO ] [LOCAL ] Saved forecast: SJT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SJT.txt [2025-10-18T03:29:06.377816] [INFO ] [sig ] [1666/2083] Completed SJT in 0.3s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:06.377878] [INFO ] [sig ] [1667/2083] Forecasting SKE... [2025-10-18T03:29:06.377912] [INFO ] [sig ] Generating forecast for: SKE [2025-10-18T03:29:06.377944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-10-18T03:29:06.386816] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKE'. [2025-10-18T03:29:06.387142] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-10-18T03:29:06.414942] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:06.415960] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-10-18T03:29:06.416019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:06.416053] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:06.416082] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:06.416139] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:06.436180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:06.436784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:06.436869] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:06.436903] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:06.476592] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:06.476729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:06.476783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:06.476814] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:06.480260] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=34.26%) [2025-10-18T03:29:06.480539] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-10-18T03:29:06.480703] [INFO ] [sig ] SKE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:06.646081] [INFO ] [LOCAL ] Saved forecast: SKE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SKE.txt [2025-10-18T03:29:06.646356] [INFO ] [sig ] [1667/2083] Completed SKE in 0.3s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:06.646420] [INFO ] [sig ] [1668/2083] Forecasting SKIL... [2025-10-18T03:29:06.646454] [INFO ] [sig ] Generating forecast for: SKIL [2025-10-18T03:29:06.646489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-10-18T03:29:06.655130] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKIL'. [2025-10-18T03:29:06.655421] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-10-18T03:29:06.683187] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:06.684120] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-10-18T03:29:06.684187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:06.684223] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:06.684258] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:06.684337] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:06.704304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:06.705091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:06.705175] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:06.705211] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:06.743403] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:06.743554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:06.743608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:06.743696] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:06.747435] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=19.20%) [2025-10-18T03:29:06.747780] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-10-18T03:29:06.747937] [INFO ] [sig ] SKIL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:06.919075] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SKIL.txt [2025-10-18T03:29:06.919326] [INFO ] [sig ] [1668/2083] Completed SKIL in 0.3s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:06.919400] [INFO ] [sig ] [1669/2083] Forecasting SKLZ... [2025-10-18T03:29:06.919454] [INFO ] [sig ] Generating forecast for: SKLZ [2025-10-18T03:29:06.919491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-10-18T03:29:06.929287] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKLZ'. [2025-10-18T03:29:06.929635] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-10-18T03:29:06.954503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:06.955198] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-10-18T03:29:06.955252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:06.955284] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:06.955311] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:06.955367] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:06.972607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:06.973171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:06.973250] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:06.973282] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:07.010439] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:07.010536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:07.010572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:07.010600] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:07.013736] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=31.86%) [2025-10-18T03:29:07.013992] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-10-18T03:29:07.014120] [INFO ] [sig ] SKLZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:07.159921] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SKLZ.txt [2025-10-18T03:29:07.160154] [INFO ] [sig ] [1669/2083] Completed SKLZ in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:07.160202] [INFO ] [sig ] [1670/2083] Forecasting SKM... [2025-10-18T03:29:07.160236] [INFO ] [sig ] Generating forecast for: SKM [2025-10-18T03:29:07.160315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-10-18T03:29:07.169225] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKM'. [2025-10-18T03:29:07.169514] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-10-18T03:29:07.195022] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:07.195803] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-10-18T03:29:07.195859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:07.195894] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:07.195924] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:07.195983] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:07.214125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:07.214805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:07.214901] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:07.214938] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:07.250815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:07.250909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:07.250944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:07.250973] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:07.253999] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=3.23%) [2025-10-18T03:29:07.254246] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-10-18T03:29:07.254377] [INFO ] [sig ] SKM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:07.403682] [INFO ] [LOCAL ] Saved forecast: SKM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SKM.txt [2025-10-18T03:29:07.403953] [INFO ] [sig ] [1670/2083] Completed SKM in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:07.403996] [INFO ] [sig ] [1671/2083] Forecasting SKT... [2025-10-18T03:29:07.404026] [INFO ] [sig ] Generating forecast for: SKT [2025-10-18T03:29:07.404056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'. [2025-10-18T03:29:07.413153] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKT'. [2025-10-18T03:29:07.413463] [INFO ] [FORECASTER] Starting predict_future for SKT [2025-10-18T03:29:07.439017] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:07.439788] [DEBUG] [LOCAL ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt [2025-10-18T03:29:07.439844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:07.439879] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:07.439909] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:07.439968] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:07.457430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:07.458035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:07.458116] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:07.458150] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:07.495727] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:07.495825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:07.495859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:07.495904] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:07.499181] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: UP (p=72.11%) [2025-10-18T03:29:07.499444] [INFO ] [FORECASTER] Completed predict_future for SKT [2025-10-18T03:29:07.499576] [INFO ] [sig ] SKT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:07.645338] [INFO ] [LOCAL ] Saved forecast: SKT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SKT.txt [2025-10-18T03:29:07.645579] [INFO ] [sig ] [1671/2083] Completed SKT in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:07.645624] [INFO ] [sig ] [1672/2083] Forecasting SKY... [2025-10-18T03:29:07.645694] [INFO ] [sig ] Generating forecast for: SKY [2025-10-18T03:29:07.645743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-10-18T03:29:07.656254] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKY'. [2025-10-18T03:29:07.656638] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-10-18T03:29:07.689834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:07.690613] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-10-18T03:29:07.690697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:07.690745] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:07.690780] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:07.690840] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:07.711292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:07.712164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:07.712259] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:07.712319] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:07.751964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:07.752124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:07.752165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:07.752197] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:07.756139] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=14.04%) [2025-10-18T03:29:07.756498] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-10-18T03:29:07.756700] [INFO ] [sig ] SKY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:07.916033] [INFO ] [LOCAL ] Saved forecast: SKY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SKY.txt [2025-10-18T03:29:07.916350] [INFO ] [sig ] [1672/2083] Completed SKY in 0.3s | 4.15 sym/s | Total: 6.7m | ETA: 1.7m [2025-10-18T03:29:07.917259] [INFO ] [sig ] [1673/2083] Forecasting SKYH... [2025-10-18T03:29:07.917338] [INFO ] [sig ] Generating forecast for: SKYH [2025-10-18T03:29:07.917400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-10-18T03:29:07.926767] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKYH'. [2025-10-18T03:29:07.927206] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-10-18T03:29:07.956071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:07.956933] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-10-18T03:29:07.957036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:07.957079] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:07.957110] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:07.957171] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:07.976997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:07.977994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:07.978106] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:07.978173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:08.017506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:08.017708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:08.017793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:08.017837] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:08.021620] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=8.81%) [2025-10-18T03:29:08.022002] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-10-18T03:29:08.022188] [INFO ] [sig ] SKYH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:08.174225] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SKYH.txt [2025-10-18T03:29:08.174484] [INFO ] [sig ] [1673/2083] Completed SKYH in 0.3s | 4.15 sym/s | Total: 6.7m | ETA: 1.6m [2025-10-18T03:29:08.174528] [INFO ] [sig ] [1674/2083] Forecasting SLB... [2025-10-18T03:29:08.174559] [INFO ] [sig ] Generating forecast for: SLB [2025-10-18T03:29:08.174589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-10-18T03:29:08.183697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLB'. [2025-10-18T03:29:08.184048] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-10-18T03:29:08.213089] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:08.214009] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-10-18T03:29:08.214070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:08.214106] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:08.214134] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:08.214193] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:08.231149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:08.231860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:08.231945] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:08.231979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:08.268610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:08.268824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:08.268872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:08.268903] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:08.272590] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=94.21%) [2025-10-18T03:29:08.272998] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-10-18T03:29:08.273150] [INFO ] [sig ] SLB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:08.420176] [INFO ] [LOCAL ] Saved forecast: SLB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SLB.txt [2025-10-18T03:29:08.420436] [INFO ] [sig ] [1674/2083] Completed SLB in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.6m [2025-10-18T03:29:08.420496] [INFO ] [sig ] [1675/2083] Forecasting SLF... [2025-10-18T03:29:08.420528] [INFO ] [sig ] Generating forecast for: SLF [2025-10-18T03:29:08.420561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-10-18T03:29:08.430090] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLF'. [2025-10-18T03:29:08.430528] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-10-18T03:29:08.456296] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:08.457268] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-10-18T03:29:08.457330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:08.457365] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:08.457395] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:08.457456] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:08.474916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:08.475609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:08.475723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:08.475769] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:08.514944] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:08.515118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:08.515160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:08.515191] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:08.518870] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=2.65%) [2025-10-18T03:29:08.519157] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-10-18T03:29:08.519297] [INFO ] [sig ] SLF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:08.664561] [INFO ] [LOCAL ] Saved forecast: SLF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SLF.txt [2025-10-18T03:29:08.664843] [INFO ] [sig ] [1675/2083] Completed SLF in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.6m [2025-10-18T03:29:08.664929] [INFO ] [sig ] [1676/2083] Forecasting SLG... [2025-10-18T03:29:08.664963] [INFO ] [sig ] Generating forecast for: SLG [2025-10-18T03:29:08.664995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-10-18T03:29:08.673805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLG'. [2025-10-18T03:29:08.674205] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-10-18T03:29:08.700102] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:08.700920] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-10-18T03:29:08.700977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:08.701012] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:08.701042] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:08.701100] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:08.718622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:08.719331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:08.719455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:08.719495] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:08.758835] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:08.758996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:08.759038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:08.759069] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:08.762574] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=34.26%) [2025-10-18T03:29:08.762882] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-10-18T03:29:08.763027] [INFO ] [sig ] SLG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:08.906136] [INFO ] [LOCAL ] Saved forecast: SLG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SLG.txt [2025-10-18T03:29:08.906346] [INFO ] [sig ] [1676/2083] Completed SLG in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.6m [2025-10-18T03:29:08.906387] [INFO ] [sig ] [1677/2083] Forecasting SLGN... [2025-10-18T03:29:08.906425] [INFO ] [sig ] Generating forecast for: SLGN [2025-10-18T03:29:08.906457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-10-18T03:29:08.915144] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLGN'. [2025-10-18T03:29:08.915452] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-10-18T03:29:08.940757] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:08.941484] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-10-18T03:29:08.941539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:08.941575] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:08.941605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:08.941689] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:08.959205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:08.959786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:08.959869] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:08.959904] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:08.995443] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:08.995558] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:08.995596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:08.995627] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:09.002816] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=9.26%) [2025-10-18T03:29:09.003176] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-10-18T03:29:09.003349] [INFO ] [sig ] SLGN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:09.149898] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SLGN.txt [2025-10-18T03:29:09.150141] [INFO ] [sig ] [1677/2083] Completed SLGN in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.6m [2025-10-18T03:29:09.150202] [INFO ] [sig ] [1678/2083] Forecasting SLQT... [2025-10-18T03:29:09.150237] [INFO ] [sig ] Generating forecast for: SLQT [2025-10-18T03:29:09.150268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'. [2025-10-18T03:29:09.159141] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLQT'. [2025-10-18T03:29:09.159442] [INFO ] [FORECASTER] Starting predict_future for SLQT [2025-10-18T03:29:09.184956] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:09.185793] [DEBUG] [LOCAL ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt [2025-10-18T03:29:09.185852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:09.185888] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:09.185918] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:09.185977] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:09.203282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:09.203863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:09.203943] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:09.203979] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:09.241058] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:09.241166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:09.241203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:09.241234] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:09.244460] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: UP (p=84.17%) [2025-10-18T03:29:09.244768] [INFO ] [FORECASTER] Completed predict_future for SLQT [2025-10-18T03:29:09.244908] [INFO ] [sig ] SLQT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:09.388572] [INFO ] [LOCAL ] Saved forecast: SLQT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SLQT.txt [2025-10-18T03:29:09.388806] [INFO ] [sig ] [1678/2083] Completed SLQT in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.6m [2025-10-18T03:29:09.388869] [INFO ] [sig ] [1679/2083] Forecasting SLVM... [2025-10-18T03:29:09.388902] [INFO ] [sig ] Generating forecast for: SLVM [2025-10-18T03:29:09.388932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-10-18T03:29:09.397500] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLVM'. [2025-10-18T03:29:09.397856] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-10-18T03:29:09.423118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:09.423928] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-10-18T03:29:09.423985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:09.424022] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:09.424052] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:09.424110] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:09.441844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:09.442697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:09.442788] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:09.442824] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:09.479858] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:09.480033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:09.480075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:09.480104] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:09.484801] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=52.03%) [2025-10-18T03:29:09.485086] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-10-18T03:29:09.485222] [INFO ] [sig ] SLVM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:09.630865] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SLVM.txt [2025-10-18T03:29:09.631065] [INFO ] [sig ] [1679/2083] Completed SLVM in 0.2s | 4.15 sym/s | Total: 6.7m | ETA: 1.6m [2025-10-18T03:29:09.631107] [INFO ] [sig ] [1680/2083] Forecasting SM... [2025-10-18T03:29:09.631137] [INFO ] [sig ] Generating forecast for: SM [2025-10-18T03:29:09.631167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-10-18T03:29:09.639920] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SM'. [2025-10-18T03:29:09.640202] [INFO ] [FORECASTER] Starting predict_future for SM [2025-10-18T03:29:09.665313] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:09.666054] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-10-18T03:29:09.666110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:09.666144] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:09.666174] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:09.666232] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:09.683628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:09.684206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:09.684287] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:09.684322] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:09.724581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:09.724690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:09.724738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:09.724768] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:09.727807] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=66.74%) [2025-10-18T03:29:09.728061] [INFO ] [FORECASTER] Completed predict_future for SM [2025-10-18T03:29:09.728192] [INFO ] [sig ] SM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:09.876931] [INFO ] [LOCAL ] Saved forecast: SM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SM.txt [2025-10-18T03:29:09.877131] [INFO ] [sig ] [1680/2083] Completed SM in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:09.877171] [INFO ] [sig ] [1681/2083] Forecasting SMBK... [2025-10-18T03:29:09.877201] [INFO ] [sig ] Generating forecast for: SMBK [2025-10-18T03:29:09.877233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-10-18T03:29:09.885877] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMBK'. [2025-10-18T03:29:09.886148] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-10-18T03:29:09.911811] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:09.912567] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-10-18T03:29:09.912623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:09.912706] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:09.912779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:09.912855] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:09.930117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:09.930639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:09.930746] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:09.930781] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:09.965011] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:09.965096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:09.965132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:09.965159] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:09.968240] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=82.78%) [2025-10-18T03:29:09.968498] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-10-18T03:29:09.968631] [INFO ] [sig ] SMBK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:10.113723] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SMBK.txt [2025-10-18T03:29:10.113976] [INFO ] [sig ] [1681/2083] Completed SMBK in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:10.114038] [INFO ] [sig ] [1682/2083] Forecasting SMC... [2025-10-18T03:29:10.114075] [INFO ] [sig ] Generating forecast for: SMC [2025-10-18T03:29:10.114108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'. [2025-10-18T03:29:10.122684] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMC'. [2025-10-18T03:29:10.122961] [INFO ] [FORECASTER] Starting predict_future for SMC [2025-10-18T03:29:10.148287] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:10.149094] [DEBUG] [LOCAL ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt [2025-10-18T03:29:10.149150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:10.149184] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:10.149213] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:10.149271] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:10.166879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:10.167388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:10.167466] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:10.167498] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:10.204251] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:10.204365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:10.204404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:10.204435] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:10.207720] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: DOWN (p=31.56%) [2025-10-18T03:29:10.208022] [INFO ] [FORECASTER] Completed predict_future for SMC [2025-10-18T03:29:10.208153] [INFO ] [sig ] SMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:10.353516] [INFO ] [LOCAL ] Saved forecast: SMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SMC.txt [2025-10-18T03:29:10.353757] [INFO ] [sig ] [1682/2083] Completed SMC in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:10.353852] [INFO ] [sig ] [1683/2083] Forecasting SMFG... [2025-10-18T03:29:10.353891] [INFO ] [sig ] Generating forecast for: SMFG [2025-10-18T03:29:10.353930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-10-18T03:29:10.362124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMFG'. [2025-10-18T03:29:10.362381] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-10-18T03:29:10.387230] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:10.387978] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-10-18T03:29:10.388031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:10.388065] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:10.388094] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:10.388150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:10.405300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:10.405849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:10.405926] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:10.405959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:10.442011] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:10.442108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:10.442144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:10.442172] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:10.445241] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=1.62%) [2025-10-18T03:29:10.445504] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-10-18T03:29:10.445629] [INFO ] [sig ] SMFG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:10.592413] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SMFG.txt [2025-10-18T03:29:10.592625] [INFO ] [sig ] [1683/2083] Completed SMFG in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:10.592716] [INFO ] [sig ] [1684/2083] Forecasting SMG... [2025-10-18T03:29:10.592765] [INFO ] [sig ] Generating forecast for: SMG [2025-10-18T03:29:10.592800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'. [2025-10-18T03:29:10.605268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMG'. [2025-10-18T03:29:10.605822] [INFO ] [FORECASTER] Starting predict_future for SMG [2025-10-18T03:29:10.632028] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:10.632794] [DEBUG] [LOCAL ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt [2025-10-18T03:29:10.632854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:10.632890] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:10.632920] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:10.632979] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:10.650597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:10.651227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:10.651311] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:10.651345] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:10.686604] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:10.686715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:10.686759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:10.686789] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:10.689945] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: DOWN (p=44.31%) [2025-10-18T03:29:10.690206] [INFO ] [FORECASTER] Completed predict_future for SMG [2025-10-18T03:29:10.690338] [INFO ] [sig ] SMG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:10.835165] [INFO ] [LOCAL ] Saved forecast: SMG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SMG.txt [2025-10-18T03:29:10.835357] [INFO ] [sig ] [1684/2083] Completed SMG in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:10.835398] [INFO ] [sig ] [1685/2083] Forecasting SMHI... [2025-10-18T03:29:10.835428] [INFO ] [sig ] Generating forecast for: SMHI [2025-10-18T03:29:10.835459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-10-18T03:29:10.845038] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMHI'. [2025-10-18T03:29:10.845459] [INFO ] [FORECASTER] Starting predict_future for SMHI [2025-10-18T03:29:10.870832] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:10.871579] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-10-18T03:29:10.871634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:10.871705] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:10.871741] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:10.871799] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:10.889074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:10.889617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:10.889725] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:10.889768] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:10.919191] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:10.919291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:10.919328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:10.919358] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:10.922622] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=21.52%) [2025-10-18T03:29:10.922913] [INFO ] [FORECASTER] Completed predict_future for SMHI [2025-10-18T03:29:10.923040] [INFO ] [sig ] SMHI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:11.080103] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SMHI.txt [2025-10-18T03:29:11.080346] [INFO ] [sig ] [1685/2083] Completed SMHI in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:11.080390] [INFO ] [sig ] [1686/2083] Forecasting SMP... [2025-10-18T03:29:11.080420] [INFO ] [sig ] Generating forecast for: SMP [2025-10-18T03:29:11.080451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'. [2025-10-18T03:29:11.089112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMP'. [2025-10-18T03:29:11.089383] [INFO ] [FORECASTER] Starting predict_future for SMP [2025-10-18T03:29:11.114538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:11.115239] [DEBUG] [LOCAL ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt [2025-10-18T03:29:11.115294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:11.115327] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:11.115354] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:11.115411] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:11.132132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:11.132674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:11.132758] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:11.132792] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:11.162389] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:11.162550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:11.162591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:11.162620] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:11.166023] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: DOWN (p=1.51%) [2025-10-18T03:29:11.166293] [INFO ] [FORECASTER] Completed predict_future for SMP [2025-10-18T03:29:11.166418] [INFO ] [sig ] SMP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:11.304378] [INFO ] [LOCAL ] Saved forecast: SMP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SMP.txt [2025-10-18T03:29:11.304683] [INFO ] [sig ] [1686/2083] Completed SMP in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:11.304745] [INFO ] [sig ] [1687/2083] Forecasting SMR... [2025-10-18T03:29:11.304778] [INFO ] [sig ] Generating forecast for: SMR [2025-10-18T03:29:11.304809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMR' from 'https://tdm.silogroup.org/data/derivative_storage/SMR.csv'. [2025-10-18T03:29:11.313946] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMR'. [2025-10-18T03:29:11.314495] [INFO ] [FORECASTER] Starting predict_future for SMR [2025-10-18T03:29:11.339778] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:11.340519] [DEBUG] [LOCAL ] No optimal features file found for SMR: ./output/feature-sets/SMR.txt [2025-10-18T03:29:11.340574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:11.340608] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:11.340636] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:11.340736] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:11.357563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:11.358283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:11.358368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:11.358401] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:11.390868] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:11.391048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:11.391090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:11.391119] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:11.394569] [DEBUG] [FORECASTER] SMR: Forecast T+1@11:T+2@11: DOWN (p=6.63%) [2025-10-18T03:29:11.394891] [INFO ] [FORECASTER] Completed predict_future for SMR [2025-10-18T03:29:11.395038] [INFO ] [sig ] SMR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:11.531838] [INFO ] [LOCAL ] Saved forecast: SMR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SMR.txt [2025-10-18T03:29:11.532054] [INFO ] [sig ] [1687/2083] Completed SMR in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:11.532095] [INFO ] [sig ] [1688/2083] Forecasting SMRT... [2025-10-18T03:29:11.532126] [INFO ] [sig ] Generating forecast for: SMRT [2025-10-18T03:29:11.532157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'. [2025-10-18T03:29:11.540606] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMRT'. [2025-10-18T03:29:11.540891] [INFO ] [FORECASTER] Starting predict_future for SMRT [2025-10-18T03:29:11.565573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:11.566282] [DEBUG] [LOCAL ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt [2025-10-18T03:29:11.566336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:11.566369] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:11.566396] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:11.566452] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:11.583298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:11.583877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:11.583956] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:11.583988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:11.616875] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:11.617050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:11.617089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:11.617118] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:11.620574] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: UP (p=78.26%) [2025-10-18T03:29:11.620878] [INFO ] [FORECASTER] Completed predict_future for SMRT [2025-10-18T03:29:11.621018] [INFO ] [sig ] SMRT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:11.758801] [INFO ] [LOCAL ] Saved forecast: SMRT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SMRT.txt [2025-10-18T03:29:11.759051] [INFO ] [sig ] [1688/2083] Completed SMRT in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:11.759094] [INFO ] [sig ] [1689/2083] Forecasting SMWB... [2025-10-18T03:29:11.759124] [INFO ] [sig ] Generating forecast for: SMWB [2025-10-18T03:29:11.759155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-10-18T03:29:11.767505] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMWB'. [2025-10-18T03:29:11.767954] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-10-18T03:29:11.794311] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:11.795164] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-10-18T03:29:11.795221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:11.795255] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:11.795284] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:11.795393] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:11.813342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:11.814166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:11.814251] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:11.814285] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:11.845102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:11.845284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:11.845326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:11.845355] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:11.854669] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=3.58%) [2025-10-18T03:29:11.855185] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-10-18T03:29:11.855393] [INFO ] [sig ] SMWB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:12.000531] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SMWB.txt [2025-10-18T03:29:12.000831] [INFO ] [sig ] [1689/2083] Completed SMWB in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:12.000893] [INFO ] [sig ] [1690/2083] Forecasting SN... [2025-10-18T03:29:12.000927] [INFO ] [sig ] Generating forecast for: SN [2025-10-18T03:29:12.000959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-10-18T03:29:12.010820] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SN'. [2025-10-18T03:29:12.011223] [INFO ] [FORECASTER] Starting predict_future for SN [2025-10-18T03:29:12.041177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:12.042081] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-10-18T03:29:12.042139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:12.042174] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:12.042203] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:12.042260] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:12.061365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:12.062011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:12.062096] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:12.062131] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:12.096208] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:12.096352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:12.096391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:12.096420] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:12.099837] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=98.45%) [2025-10-18T03:29:12.100104] [INFO ] [FORECASTER] Completed predict_future for SN [2025-10-18T03:29:12.100236] [INFO ] [sig ] SN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:12.237623] [INFO ] [LOCAL ] Saved forecast: SN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SN.txt [2025-10-18T03:29:12.237982] [INFO ] [sig ] [1690/2083] Completed SN in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:12.238045] [INFO ] [sig ] [1691/2083] Forecasting SNAP... [2025-10-18T03:29:12.238086] [INFO ] [sig ] Generating forecast for: SNAP [2025-10-18T03:29:12.238119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-10-18T03:29:12.246627] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNAP'. [2025-10-18T03:29:12.246998] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-10-18T03:29:12.271810] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:12.272541] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-10-18T03:29:12.272600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:12.272635] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:12.272705] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:12.272771] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:12.289906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:12.290609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:12.290717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:12.290762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:12.325061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:12.325207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:12.325246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:12.325274] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:12.328607] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=23.42%) [2025-10-18T03:29:12.328915] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-10-18T03:29:12.329054] [INFO ] [sig ] SNAP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:12.466872] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SNAP.txt [2025-10-18T03:29:12.467087] [INFO ] [sig ] [1691/2083] Completed SNAP in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:12.467129] [INFO ] [sig ] [1692/2083] Forecasting SNDA... [2025-10-18T03:29:12.467160] [INFO ] [sig ] Generating forecast for: SNDA [2025-10-18T03:29:12.467191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'. [2025-10-18T03:29:12.476091] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNDA'. [2025-10-18T03:29:12.476343] [INFO ] [FORECASTER] Starting predict_future for SNDA [2025-10-18T03:29:12.501351] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:12.502061] [DEBUG] [LOCAL ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt [2025-10-18T03:29:12.502116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:12.502150] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:12.502178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:12.502234] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:12.519732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:12.520309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:12.520389] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:12.520421] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:12.550564] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:12.550669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:12.550751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:12.550783] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:12.556774] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: DOWN (p=3.99%) [2025-10-18T03:29:12.557047] [INFO ] [FORECASTER] Completed predict_future for SNDA [2025-10-18T03:29:12.557170] [INFO ] [sig ] SNDA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:12.694094] [INFO ] [LOCAL ] Saved forecast: SNDA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SNDA.txt [2025-10-18T03:29:12.694297] [INFO ] [sig ] [1692/2083] Completed SNDA in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:12.694338] [INFO ] [sig ] [1693/2083] Forecasting SNDR... [2025-10-18T03:29:12.694368] [INFO ] [sig ] Generating forecast for: SNDR [2025-10-18T03:29:12.694399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'. [2025-10-18T03:29:12.702859] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNDR'. [2025-10-18T03:29:12.703135] [INFO ] [FORECASTER] Starting predict_future for SNDR [2025-10-18T03:29:12.727923] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:12.728636] [DEBUG] [LOCAL ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt [2025-10-18T03:29:12.728717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:12.728752] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:12.728779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:12.728835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:12.745833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:12.746348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:12.746425] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:12.746458] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:12.780108] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:12.780245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:12.780284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:12.780313] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:12.783618] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=20.14%) [2025-10-18T03:29:12.783908] [INFO ] [FORECASTER] Completed predict_future for SNDR [2025-10-18T03:29:12.784040] [INFO ] [sig ] SNDR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:12.921776] [INFO ] [LOCAL ] Saved forecast: SNDR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SNDR.txt [2025-10-18T03:29:12.922012] [INFO ] [sig ] [1693/2083] Completed SNDR in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:12.922061] [INFO ] [sig ] [1694/2083] Forecasting SNN... [2025-10-18T03:29:12.922090] [INFO ] [sig ] Generating forecast for: SNN [2025-10-18T03:29:12.922120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-10-18T03:29:12.930189] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNN'. [2025-10-18T03:29:12.930466] [INFO ] [FORECASTER] Starting predict_future for SNN [2025-10-18T03:29:12.955261] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:12.955974] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-10-18T03:29:12.956029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:12.956063] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:12.956091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:12.956148] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:12.973385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:12.973976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:12.974068] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:12.974102] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:13.006444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:13.006525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:13.006560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:13.006589] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:13.009662] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=48.26%) [2025-10-18T03:29:13.009920] [INFO ] [FORECASTER] Completed predict_future for SNN [2025-10-18T03:29:13.010039] [INFO ] [sig ] SNN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:13.149227] [INFO ] [LOCAL ] Saved forecast: SNN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SNN.txt [2025-10-18T03:29:13.149445] [INFO ] [sig ] [1694/2083] Completed SNN in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:13.149499] [INFO ] [sig ] [1695/2083] Forecasting SNOW... [2025-10-18T03:29:13.149532] [INFO ] [sig ] Generating forecast for: SNOW [2025-10-18T03:29:13.149562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNOW' from 'https://tdm.silogroup.org/data/derivative_storage/SNOW.csv'. [2025-10-18T03:29:13.158480] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNOW'. [2025-10-18T03:29:13.158773] [INFO ] [FORECASTER] Starting predict_future for SNOW [2025-10-18T03:29:13.183565] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:13.184279] [DEBUG] [LOCAL ] No optimal features file found for SNOW: ./output/feature-sets/SNOW.txt [2025-10-18T03:29:13.184333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:13.184364] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:13.184391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:13.184446] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:13.201517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:13.202065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:13.202142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:13.202175] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:13.231555] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:13.231626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:13.231693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:13.231734] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:13.234601] [DEBUG] [FORECASTER] SNOW: Forecast T+1@11:T+2@11: DOWN (p=17.75%) [2025-10-18T03:29:13.234875] [INFO ] [FORECASTER] Completed predict_future for SNOW [2025-10-18T03:29:13.234997] [INFO ] [sig ] SNOW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:13.373449] [INFO ] [LOCAL ] Saved forecast: SNOW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SNOW.txt [2025-10-18T03:29:13.373683] [INFO ] [sig ] [1695/2083] Completed SNOW in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:13.373742] [INFO ] [sig ] [1696/2083] Forecasting SNV... [2025-10-18T03:29:13.373776] [INFO ] [sig ] Generating forecast for: SNV [2025-10-18T03:29:13.373807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'. [2025-10-18T03:29:13.382185] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNV'. [2025-10-18T03:29:13.382441] [INFO ] [FORECASTER] Starting predict_future for SNV [2025-10-18T03:29:13.407200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:13.407977] [DEBUG] [LOCAL ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt [2025-10-18T03:29:13.408040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:13.408096] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:13.408127] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:13.408183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:13.424949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:13.425459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:13.425537] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:13.425569] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:13.458317] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:13.458395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:13.458430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:13.458458] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:13.461587] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=66.05%) [2025-10-18T03:29:13.461864] [INFO ] [FORECASTER] Completed predict_future for SNV [2025-10-18T03:29:13.461994] [INFO ] [sig ] SNV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:13.599292] [INFO ] [LOCAL ] Saved forecast: SNV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SNV.txt [2025-10-18T03:29:13.599502] [INFO ] [sig ] [1696/2083] Completed SNV in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:13.599544] [INFO ] [sig ] [1697/2083] Forecasting SNX... [2025-10-18T03:29:13.599574] [INFO ] [sig ] Generating forecast for: SNX [2025-10-18T03:29:13.599605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-10-18T03:29:13.607722] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNX'. [2025-10-18T03:29:13.608021] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-10-18T03:29:13.632459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:13.633158] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-10-18T03:29:13.633213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:13.633246] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:13.633273] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:13.633330] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:13.650132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:13.650678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:13.650760] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:13.650793] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:13.683359] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:13.683446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:13.683481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:13.683509] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:13.686538] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=9.12%) [2025-10-18T03:29:13.686825] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-10-18T03:29:13.686948] [INFO ] [sig ] SNX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:13.826222] [INFO ] [LOCAL ] Saved forecast: SNX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SNX.txt [2025-10-18T03:29:13.826444] [INFO ] [sig ] [1697/2083] Completed SNX in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.6m [2025-10-18T03:29:13.826485] [INFO ] [sig ] [1698/2083] Forecasting SO... [2025-10-18T03:29:13.826522] [INFO ] [sig ] Generating forecast for: SO [2025-10-18T03:29:13.826555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'. [2025-10-18T03:29:13.835038] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SO'. [2025-10-18T03:29:13.835315] [INFO ] [FORECASTER] Starting predict_future for SO [2025-10-18T03:29:13.859825] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:13.860493] [DEBUG] [LOCAL ] No optimal features file found for SO: ./output/feature-sets/SO.txt [2025-10-18T03:29:13.860547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:13.860579] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:13.860607] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:13.860684] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:13.877788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:13.878304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:13.878379] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:13.878412] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:13.903771] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:13.903870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:13.903906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:13.903935] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:13.907006] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=30.64%) [2025-10-18T03:29:13.907266] [INFO ] [FORECASTER] Completed predict_future for SO [2025-10-18T03:29:13.907383] [INFO ] [sig ] SO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:14.044064] [INFO ] [LOCAL ] Saved forecast: SO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SO.txt [2025-10-18T03:29:14.044259] [INFO ] [sig ] [1698/2083] Completed SO in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:14.044300] [INFO ] [sig ] [1699/2083] Forecasting SOBO... [2025-10-18T03:29:14.044330] [INFO ] [sig ] Generating forecast for: SOBO [2025-10-18T03:29:14.044360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'. [2025-10-18T03:29:14.052250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOBO'. [2025-10-18T03:29:14.052523] [INFO ] [FORECASTER] Starting predict_future for SOBO [2025-10-18T03:29:14.077130] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:14.077906] [DEBUG] [LOCAL ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt [2025-10-18T03:29:14.077961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:14.077993] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:14.078020] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:14.078075] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:14.094608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:14.095148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:14.095223] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:14.095256] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:14.120745] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:14.120839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:14.120877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:14.120906] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:14.123978] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=2.10%) [2025-10-18T03:29:14.124258] [INFO ] [FORECASTER] Completed predict_future for SOBO [2025-10-18T03:29:14.124379] [INFO ] [sig ] SOBO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:14.262568] [INFO ] [LOCAL ] Saved forecast: SOBO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SOBO.txt [2025-10-18T03:29:14.262785] [INFO ] [sig ] [1699/2083] Completed SOBO in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:14.262845] [INFO ] [sig ] [1700/2083] Forecasting SOC... [2025-10-18T03:29:14.262879] [INFO ] [sig ] Generating forecast for: SOC [2025-10-18T03:29:14.262910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'. [2025-10-18T03:29:14.270715] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOC'. [2025-10-18T03:29:14.270980] [INFO ] [FORECASTER] Starting predict_future for SOC [2025-10-18T03:29:14.295530] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:14.296268] [DEBUG] [LOCAL ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt [2025-10-18T03:29:14.296322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:14.296354] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:14.296381] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:14.296436] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:14.313813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:14.314339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:14.314417] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:14.314451] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:14.340469] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:14.340547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:14.340582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:14.340611] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:14.343558] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: UP (p=68.01%) [2025-10-18T03:29:14.343834] [INFO ] [FORECASTER] Completed predict_future for SOC [2025-10-18T03:29:14.343958] [INFO ] [sig ] SOC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:14.481790] [INFO ] [LOCAL ] Saved forecast: SOC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SOC.txt [2025-10-18T03:29:14.481978] [INFO ] [sig ] [1700/2083] Completed SOC in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:14.482018] [INFO ] [sig ] [1701/2083] Forecasting SOJC... [2025-10-18T03:29:14.482049] [INFO ] [sig ] Generating forecast for: SOJC [2025-10-18T03:29:14.482079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-10-18T03:29:14.490247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOJC'. [2025-10-18T03:29:14.490527] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-10-18T03:29:14.515077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:14.515790] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-10-18T03:29:14.515844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:14.515876] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:14.515904] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:14.515961] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:14.532586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:14.533124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:14.533217] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:14.533251] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:14.564255] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:14.564332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:14.564366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:14.564395] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:14.567389] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=84.55%) [2025-10-18T03:29:14.567632] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-10-18T03:29:14.567808] [INFO ] [sig ] SOJC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:14.704570] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SOJC.txt [2025-10-18T03:29:14.704813] [INFO ] [sig ] [1701/2083] Completed SOJC in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:14.704872] [INFO ] [sig ] [1702/2083] Forecasting SOJD... [2025-10-18T03:29:14.704904] [INFO ] [sig ] Generating forecast for: SOJD [2025-10-18T03:29:14.704935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-10-18T03:29:14.713137] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOJD'. [2025-10-18T03:29:14.713410] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-10-18T03:29:14.737964] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:14.738622] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-10-18T03:29:14.738699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:14.738785] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:14.738822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:14.738880] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:14.755869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:14.756380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:14.756455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:14.756488] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:14.789399] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:14.789519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:14.789555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:14.789585] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:14.792872] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=7.39%) [2025-10-18T03:29:14.793134] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-10-18T03:29:14.793257] [INFO ] [sig ] SOJD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:14.931271] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SOJD.txt [2025-10-18T03:29:14.931461] [INFO ] [sig ] [1702/2083] Completed SOJD in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:14.931502] [INFO ] [sig ] [1703/2083] Forecasting SOJE... [2025-10-18T03:29:14.931531] [INFO ] [sig ] Generating forecast for: SOJE [2025-10-18T03:29:14.931562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-10-18T03:29:14.939485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOJE'. [2025-10-18T03:29:14.939772] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-10-18T03:29:14.964318] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:14.965027] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-10-18T03:29:14.965082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:14.965116] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:14.965144] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:14.965200] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:14.982051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:14.982552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:14.982627] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:14.982693] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:15.007938] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:15.008030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:15.008095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:15.008142] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:15.011291] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=10.74%) [2025-10-18T03:29:15.011542] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-10-18T03:29:15.011686] [INFO ] [sig ] SOJE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:15.148720] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SOJE.txt [2025-10-18T03:29:15.148942] [INFO ] [sig ] [1703/2083] Completed SOJE in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:15.148982] [INFO ] [sig ] [1704/2083] Forecasting SOL... [2025-10-18T03:29:15.149012] [INFO ] [sig ] Generating forecast for: SOL [2025-10-18T03:29:15.149043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-10-18T03:29:15.157505] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOL'. [2025-10-18T03:29:15.157824] [INFO ] [FORECASTER] Starting predict_future for SOL [2025-10-18T03:29:15.182400] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:15.183096] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-10-18T03:29:15.183149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:15.183183] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:15.183210] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:15.183265] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:15.200492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:15.201039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:15.201116] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:15.201149] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:15.225167] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:15.225245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:15.225280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:15.225307] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:15.228238] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=64.82%) [2025-10-18T03:29:15.228481] [INFO ] [FORECASTER] Completed predict_future for SOL [2025-10-18T03:29:15.228598] [INFO ] [sig ] SOL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:15.365828] [INFO ] [LOCAL ] Saved forecast: SOL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SOL.txt [2025-10-18T03:29:15.366010] [INFO ] [sig ] [1704/2083] Completed SOL in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:15.366050] [INFO ] [sig ] [1705/2083] Forecasting SOLV... [2025-10-18T03:29:15.366086] [INFO ] [sig ] Generating forecast for: SOLV [2025-10-18T03:29:15.366118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'. [2025-10-18T03:29:15.374024] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOLV'. [2025-10-18T03:29:15.374285] [INFO ] [FORECASTER] Starting predict_future for SOLV [2025-10-18T03:29:15.398766] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:15.399411] [DEBUG] [LOCAL ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt [2025-10-18T03:29:15.399463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:15.399495] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:15.399522] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:15.399582] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:15.416590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:15.417131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:15.417208] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:15.417240] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:15.449726] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:15.449919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:15.449966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:15.449996] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:15.453601] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: DOWN (p=34.70%) [2025-10-18T03:29:15.453922] [INFO ] [FORECASTER] Completed predict_future for SOLV [2025-10-18T03:29:15.454072] [INFO ] [sig ] SOLV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:15.593629] [INFO ] [LOCAL ] Saved forecast: SOLV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SOLV.txt [2025-10-18T03:29:15.593928] [INFO ] [sig ] [1705/2083] Completed SOLV in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:15.593978] [INFO ] [sig ] [1706/2083] Forecasting SON... [2025-10-18T03:29:15.594010] [INFO ] [sig ] Generating forecast for: SON [2025-10-18T03:29:15.594040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-10-18T03:29:15.603093] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SON'. [2025-10-18T03:29:15.603422] [INFO ] [FORECASTER] Starting predict_future for SON [2025-10-18T03:29:15.631610] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:15.632426] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-10-18T03:29:15.632484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:15.632519] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:15.632547] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:15.632605] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:15.649758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:15.650394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:15.650477] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:15.650510] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:15.688076] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:15.688221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:15.688261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:15.688289] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:15.691631] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=64.45%) [2025-10-18T03:29:15.691958] [INFO ] [FORECASTER] Completed predict_future for SON [2025-10-18T03:29:15.692094] [INFO ] [sig ] SON: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:15.834442] [INFO ] [LOCAL ] Saved forecast: SON 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SON.txt [2025-10-18T03:29:15.834699] [INFO ] [sig ] [1706/2083] Completed SON in 0.2s | 4.15 sym/s | Total: 6.8m | ETA: 1.5m [2025-10-18T03:29:15.834758] [INFO ] [sig ] [1707/2083] Forecasting SONY... [2025-10-18T03:29:15.834791] [INFO ] [sig ] Generating forecast for: SONY [2025-10-18T03:29:15.834821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'. [2025-10-18T03:29:15.843849] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SONY'. [2025-10-18T03:29:15.844171] [INFO ] [FORECASTER] Starting predict_future for SONY [2025-10-18T03:29:15.870169] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:15.870950] [DEBUG] [LOCAL ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt [2025-10-18T03:29:15.871018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:15.871059] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:15.871092] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:15.871148] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:15.889629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:15.890569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:15.890680] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:15.890735] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:15.926978] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:15.927087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:15.927124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:15.927153] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:15.930309] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: DOWN (p=12.87%) [2025-10-18T03:29:15.930569] [INFO ] [FORECASTER] Completed predict_future for SONY [2025-10-18T03:29:15.930739] [INFO ] [sig ] SONY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:16.069766] [INFO ] [LOCAL ] Saved forecast: SONY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SONY.txt [2025-10-18T03:29:16.070003] [INFO ] [sig ] [1707/2083] Completed SONY in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:16.070045] [INFO ] [sig ] [1708/2083] Forecasting SOR... [2025-10-18T03:29:16.070076] [INFO ] [sig ] Generating forecast for: SOR [2025-10-18T03:29:16.070106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'. [2025-10-18T03:29:16.078455] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOR'. [2025-10-18T03:29:16.078733] [INFO ] [FORECASTER] Starting predict_future for SOR [2025-10-18T03:29:16.108266] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:16.109130] [DEBUG] [LOCAL ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt [2025-10-18T03:29:16.109190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:16.109226] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:16.109262] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:16.109354] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:16.128407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:16.129268] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:16.129385] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:16.129426] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:16.168896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:16.169081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:16.169129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:16.169159] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:16.172932] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=97.64%) [2025-10-18T03:29:16.173278] [INFO ] [FORECASTER] Completed predict_future for SOR [2025-10-18T03:29:16.173953] [INFO ] [sig ] SOR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:16.334121] [INFO ] [LOCAL ] Saved forecast: SOR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SOR.txt [2025-10-18T03:29:16.334391] [INFO ] [sig ] [1708/2083] Completed SOR in 0.3s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:16.334434] [INFO ] [sig ] [1709/2083] Forecasting SOS... [2025-10-18T03:29:16.334465] [INFO ] [sig ] Generating forecast for: SOS [2025-10-18T03:29:16.334496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'. [2025-10-18T03:29:16.344351] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOS'. [2025-10-18T03:29:16.344815] [INFO ] [FORECASTER] Starting predict_future for SOS [2025-10-18T03:29:16.371313] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:16.372225] [DEBUG] [LOCAL ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt [2025-10-18T03:29:16.372287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:16.372324] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:16.372354] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:16.372413] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:16.391162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:16.392069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:16.392154] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:16.392187] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:16.426965] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:16.427092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:16.427131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:16.427160] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:16.430370] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: DOWN (p=10.52%) [2025-10-18T03:29:16.430633] [INFO ] [FORECASTER] Completed predict_future for SOS [2025-10-18T03:29:16.430806] [INFO ] [sig ] SOS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:16.569545] [INFO ] [LOCAL ] Saved forecast: SOS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SOS.txt [2025-10-18T03:29:16.569812] [INFO ] [sig ] [1709/2083] Completed SOS in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:16.569873] [INFO ] [sig ] [1710/2083] Forecasting SPB... [2025-10-18T03:29:16.569906] [INFO ] [sig ] Generating forecast for: SPB [2025-10-18T03:29:16.569938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-10-18T03:29:16.578306] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPB'. [2025-10-18T03:29:16.578602] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-10-18T03:29:16.603590] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:16.604339] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-10-18T03:29:16.604426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:16.604463] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:16.604491] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:16.604549] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:16.621405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:16.621977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:16.622061] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:16.622094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:16.655918] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:16.656029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:16.656067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:16.656097] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:16.659271] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=86.95%) [2025-10-18T03:29:16.659542] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-10-18T03:29:16.659708] [INFO ] [sig ] SPB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:16.800462] [INFO ] [LOCAL ] Saved forecast: SPB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPB.txt [2025-10-18T03:29:16.800799] [INFO ] [sig ] [1710/2083] Completed SPB in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:16.800873] [INFO ] [sig ] [1711/2083] Forecasting SPCE... [2025-10-18T03:29:16.800918] [INFO ] [sig ] Generating forecast for: SPCE [2025-10-18T03:29:16.800960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-10-18T03:29:16.812182] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPCE'. [2025-10-18T03:29:16.812681] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-10-18T03:29:16.850838] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:16.851717] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-10-18T03:29:16.851779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:16.851815] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:16.851845] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:16.851903] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:16.871923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:16.872865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:16.872965] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:16.873002] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:16.912919] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:16.913096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:16.913140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:16.913171] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:16.917113] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=7.83%) [2025-10-18T03:29:16.917440] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-10-18T03:29:16.917586] [INFO ] [sig ] SPCE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:17.081380] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SPCE.txt [2025-10-18T03:29:17.081613] [INFO ] [sig ] [1711/2083] Completed SPCE in 0.3s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:17.081687] [INFO ] [sig ] [1712/2083] Forecasting SPE... [2025-10-18T03:29:17.081744] [INFO ] [sig ] Generating forecast for: SPE [2025-10-18T03:29:17.081827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-10-18T03:29:17.091472] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPE'. [2025-10-18T03:29:17.091838] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-10-18T03:29:17.120055] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:17.120919] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-10-18T03:29:17.120975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:17.121008] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:17.121037] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:17.121093] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:17.141422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:17.142055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:17.142138] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:17.142173] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:17.178000] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:17.178127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:17.178166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:17.178195] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:17.181694] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=97.88%) [2025-10-18T03:29:17.181986] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-10-18T03:29:17.182170] [INFO ] [sig ] SPE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:17.341714] [INFO ] [LOCAL ] Saved forecast: SPE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPE.txt [2025-10-18T03:29:17.341994] [INFO ] [sig ] [1712/2083] Completed SPE in 0.3s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:17.342049] [INFO ] [sig ] [1713/2083] Forecasting SPG... [2025-10-18T03:29:17.342085] [INFO ] [sig ] Generating forecast for: SPG [2025-10-18T03:29:17.342123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-10-18T03:29:17.351943] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPG'. [2025-10-18T03:29:17.352306] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-10-18T03:29:17.380445] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:17.381406] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-10-18T03:29:17.381463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:17.381496] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:17.381524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:17.381582] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:17.401001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:17.401774] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:17.401859] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:17.401892] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:17.434597] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:17.434765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:17.434819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:17.434863] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:17.439160] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=68.51%) [2025-10-18T03:29:17.439510] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-10-18T03:29:17.439695] [INFO ] [sig ] SPG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:17.598583] [INFO ] [LOCAL ] Saved forecast: SPG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPG.txt [2025-10-18T03:29:17.598851] [INFO ] [sig ] [1713/2083] Completed SPG in 0.3s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:17.598907] [INFO ] [sig ] [1714/2083] Forecasting SPGI... [2025-10-18T03:29:17.598940] [INFO ] [sig ] Generating forecast for: SPGI [2025-10-18T03:29:17.598971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-10-18T03:29:17.608089] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPGI'. [2025-10-18T03:29:17.608429] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-10-18T03:29:17.637543] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:17.638444] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-10-18T03:29:17.638502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:17.638536] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:17.638564] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:17.638621] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:17.659259] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:17.659841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:17.659925] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:17.659958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:17.693911] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:17.694051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:17.694092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:17.694122] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:17.697817] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=11.22%) [2025-10-18T03:29:17.698126] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-10-18T03:29:17.698262] [INFO ] [sig ] SPGI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:17.840423] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SPGI.txt [2025-10-18T03:29:17.840704] [INFO ] [sig ] [1714/2083] Completed SPGI in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:17.840765] [INFO ] [sig ] [1715/2083] Forecasting SPH... [2025-10-18T03:29:17.840799] [INFO ] [sig ] Generating forecast for: SPH [2025-10-18T03:29:17.840830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-10-18T03:29:17.849252] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPH'. [2025-10-18T03:29:17.849546] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-10-18T03:29:17.874041] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:17.874741] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-10-18T03:29:17.874832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:17.874872] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:17.874901] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:17.874957] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:17.891862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:17.892435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:17.892527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:17.892560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:17.921418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:17.921513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:17.921548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:17.921577] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:17.924792] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=42.48%) [2025-10-18T03:29:17.925048] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-10-18T03:29:17.925171] [INFO ] [sig ] SPH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:18.062541] [INFO ] [LOCAL ] Saved forecast: SPH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SPH.txt [2025-10-18T03:29:18.062779] [INFO ] [sig ] [1715/2083] Completed SPH in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:18.062839] [INFO ] [sig ] [1716/2083] Forecasting SPHR... [2025-10-18T03:29:18.062873] [INFO ] [sig ] Generating forecast for: SPHR [2025-10-18T03:29:18.062905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'. [2025-10-18T03:29:18.071774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPHR'. [2025-10-18T03:29:18.072150] [INFO ] [FORECASTER] Starting predict_future for SPHR [2025-10-18T03:29:18.097343] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:18.098175] [DEBUG] [LOCAL ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt [2025-10-18T03:29:18.098229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:18.098262] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:18.098289] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:18.098345] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:18.115501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:18.116092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:18.116175] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:18.116210] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:18.153275] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:18.153380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:18.153415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:18.153443] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:18.156597] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=99.51%) [2025-10-18T03:29:18.156884] [INFO ] [FORECASTER] Completed predict_future for SPHR [2025-10-18T03:29:18.157019] [INFO ] [sig ] SPHR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:18.295085] [INFO ] [LOCAL ] Saved forecast: SPHR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPHR.txt [2025-10-18T03:29:18.295318] [INFO ] [sig ] [1716/2083] Completed SPHR in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:18.295360] [INFO ] [sig ] [1717/2083] Forecasting SPIR... [2025-10-18T03:29:18.295390] [INFO ] [sig ] Generating forecast for: SPIR [2025-10-18T03:29:18.295420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'. [2025-10-18T03:29:18.303943] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPIR'. [2025-10-18T03:29:18.304236] [INFO ] [FORECASTER] Starting predict_future for SPIR [2025-10-18T03:29:18.329306] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:18.330036] [DEBUG] [LOCAL ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt [2025-10-18T03:29:18.330105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:18.330138] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:18.330166] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:18.330221] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:18.347250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:18.347905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:18.347984] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:18.348017] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:18.383464] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:18.383631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:18.383712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:18.383751] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:18.387155] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=0.35%) [2025-10-18T03:29:18.387426] [INFO ] [FORECASTER] Completed predict_future for SPIR [2025-10-18T03:29:18.387566] [INFO ] [sig ] SPIR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:18.525472] [INFO ] [LOCAL ] Saved forecast: SPIR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SPIR.txt [2025-10-18T03:29:18.525748] [INFO ] [sig ] [1717/2083] Completed SPIR in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:18.525809] [INFO ] [sig ] [1718/2083] Forecasting SPMC... [2025-10-18T03:29:18.525842] [INFO ] [sig ] Generating forecast for: SPMC [2025-10-18T03:29:18.525873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'. [2025-10-18T03:29:18.534600] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPMC'. [2025-10-18T03:29:18.534965] [INFO ] [FORECASTER] Starting predict_future for SPMC [2025-10-18T03:29:18.559960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:18.560716] [DEBUG] [LOCAL ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt [2025-10-18T03:29:18.560772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:18.560807] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:18.560835] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:18.560892] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:18.577867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:18.578578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:18.578729] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:18.578771] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:18.612097] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:18.612207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:18.612246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:18.612275] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:18.615386] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: DOWN (p=27.02%) [2025-10-18T03:29:18.615664] [INFO ] [FORECASTER] Completed predict_future for SPMC [2025-10-18T03:29:18.615810] [INFO ] [sig ] SPMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:18.777956] [INFO ] [LOCAL ] Saved forecast: SPMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SPMC.txt [2025-10-18T03:29:18.778282] [INFO ] [sig ] [1718/2083] Completed SPMC in 0.3s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:18.778344] [INFO ] [sig ] [1719/2083] Forecasting SPNT... [2025-10-18T03:29:18.778389] [INFO ] [sig ] Generating forecast for: SPNT [2025-10-18T03:29:18.778425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'. [2025-10-18T03:29:18.788561] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPNT'. [2025-10-18T03:29:18.788976] [INFO ] [FORECASTER] Starting predict_future for SPNT [2025-10-18T03:29:18.817113] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:18.818170] [DEBUG] [LOCAL ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt [2025-10-18T03:29:18.818230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:18.818266] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:18.818296] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:18.818354] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:18.839310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:18.839974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:18.840063] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:18.840096] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:18.876581] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:18.876765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:18.876815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:18.876846] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:18.880505] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=90.58%) [2025-10-18T03:29:18.880850] [INFO ] [FORECASTER] Completed predict_future for SPNT [2025-10-18T03:29:18.881002] [INFO ] [sig ] SPNT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:19.023188] [INFO ] [LOCAL ] Saved forecast: SPNT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPNT.txt [2025-10-18T03:29:19.023438] [INFO ] [sig ] [1719/2083] Completed SPNT in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:19.023481] [INFO ] [sig ] [1720/2083] Forecasting SPOT... [2025-10-18T03:29:19.023511] [INFO ] [sig ] Generating forecast for: SPOT [2025-10-18T03:29:19.023542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'. [2025-10-18T03:29:19.033674] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPOT'. [2025-10-18T03:29:19.034078] [INFO ] [FORECASTER] Starting predict_future for SPOT [2025-10-18T03:29:19.062261] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:19.063053] [DEBUG] [LOCAL ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt [2025-10-18T03:29:19.063108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:19.063143] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:19.063171] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:19.063229] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:19.080118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:19.080809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:19.080893] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:19.080926] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:19.122744] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:19.122920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:19.122961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:19.122990] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:19.126410] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=97.31%) [2025-10-18T03:29:19.126741] [INFO ] [FORECASTER] Completed predict_future for SPOT [2025-10-18T03:29:19.126883] [INFO ] [sig ] SPOT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:19.267513] [INFO ] [LOCAL ] Saved forecast: SPOT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPOT.txt [2025-10-18T03:29:19.267786] [INFO ] [sig ] [1720/2083] Completed SPOT in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:19.267846] [INFO ] [sig ] [1721/2083] Forecasting SPR... [2025-10-18T03:29:19.267879] [INFO ] [sig ] Generating forecast for: SPR [2025-10-18T03:29:19.267912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'. [2025-10-18T03:29:19.276331] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPR'. [2025-10-18T03:29:19.276612] [INFO ] [FORECASTER] Starting predict_future for SPR [2025-10-18T03:29:19.301148] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:19.301846] [DEBUG] [LOCAL ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt [2025-10-18T03:29:19.301900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:19.301933] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:19.301960] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:19.302016] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:19.319142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:19.319683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:19.319763] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:19.319796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:19.354051] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:19.354130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:19.354164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:19.354192] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:19.359676] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=20.31%) [2025-10-18T03:29:19.359933] [INFO ] [FORECASTER] Completed predict_future for SPR [2025-10-18T03:29:19.360054] [INFO ] [sig ] SPR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:19.496398] [INFO ] [LOCAL ] Saved forecast: SPR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SPR.txt [2025-10-18T03:29:19.496588] [INFO ] [sig ] [1721/2083] Completed SPR in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.5m [2025-10-18T03:29:19.496629] [INFO ] [sig ] [1722/2083] Forecasting SPRU... [2025-10-18T03:29:19.496696] [INFO ] [sig ] Generating forecast for: SPRU [2025-10-18T03:29:19.496740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'. [2025-10-18T03:29:19.505137] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPRU'. [2025-10-18T03:29:19.505406] [INFO ] [FORECASTER] Starting predict_future for SPRU [2025-10-18T03:29:19.529952] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:19.530604] [DEBUG] [LOCAL ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt [2025-10-18T03:29:19.530679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:19.530728] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:19.530757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:19.530813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:19.547450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:19.548020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:19.548112] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:19.548146] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:19.582022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:19.582097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:19.582131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:19.582157] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:19.585057] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: UP (p=91.71%) [2025-10-18T03:29:19.585305] [INFO ] [FORECASTER] Completed predict_future for SPRU [2025-10-18T03:29:19.585430] [INFO ] [sig ] SPRU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:19.723118] [INFO ] [LOCAL ] Saved forecast: SPRU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPRU.txt [2025-10-18T03:29:19.723315] [INFO ] [sig ] [1722/2083] Completed SPRU in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:19.723356] [INFO ] [sig ] [1723/2083] Forecasting SPXC... [2025-10-18T03:29:19.723385] [INFO ] [sig ] Generating forecast for: SPXC [2025-10-18T03:29:19.723415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-10-18T03:29:19.732055] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPXC'. [2025-10-18T03:29:19.732350] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-10-18T03:29:19.759034] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:19.759714] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-10-18T03:29:19.759769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:19.759801] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:19.759829] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:19.759884] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:19.777153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:19.777812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:19.777895] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:19.777928] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:19.812065] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:19.812156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:19.812192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:19.812220] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:19.815205] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=29.06%) [2025-10-18T03:29:19.815456] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-10-18T03:29:19.815578] [INFO ] [sig ] SPXC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:19.953221] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SPXC.txt [2025-10-18T03:29:19.953450] [INFO ] [sig ] [1723/2083] Completed SPXC in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:19.953492] [INFO ] [sig ] [1724/2083] Forecasting SPXX... [2025-10-18T03:29:19.953523] [INFO ] [sig ] Generating forecast for: SPXX [2025-10-18T03:29:19.953554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-10-18T03:29:19.965345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPXX'. [2025-10-18T03:29:19.965931] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-10-18T03:29:19.996853] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:19.997693] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-10-18T03:29:19.997800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:19.997848] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:19.997879] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:19.997936] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:20.014866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:20.015791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:20.015884] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:20.015917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:20.054118] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:20.054313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:20.054357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:20.054388] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:20.058029] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=76.13%) [2025-10-18T03:29:20.058335] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-10-18T03:29:20.058491] [INFO ] [sig ] SPXX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:20.200146] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SPXX.txt [2025-10-18T03:29:20.200423] [INFO ] [sig ] [1724/2083] Completed SPXX in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:20.200518] [INFO ] [sig ] [1725/2083] Forecasting SQM... [2025-10-18T03:29:20.200556] [INFO ] [sig ] Generating forecast for: SQM [2025-10-18T03:29:20.200591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-10-18T03:29:20.209471] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SQM'. [2025-10-18T03:29:20.209940] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-10-18T03:29:20.236031] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:20.236863] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-10-18T03:29:20.236920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:20.236954] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:20.236983] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:20.237039] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:20.254090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:20.255002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:20.255099] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:20.255137] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:20.291773] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:20.291954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:20.291996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:20.292025] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:20.295704] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=6.41%) [2025-10-18T03:29:20.296060] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-10-18T03:29:20.296200] [INFO ] [sig ] SQM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:20.436149] [INFO ] [LOCAL ] Saved forecast: SQM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SQM.txt [2025-10-18T03:29:20.436417] [INFO ] [sig ] [1725/2083] Completed SQM in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:20.436458] [INFO ] [sig ] [1726/2083] Forecasting SQNS... [2025-10-18T03:29:20.436495] [INFO ] [sig ] Generating forecast for: SQNS [2025-10-18T03:29:20.436527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-10-18T03:29:20.444841] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SQNS'. [2025-10-18T03:29:20.445248] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-10-18T03:29:20.470384] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:20.471161] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-10-18T03:29:20.471216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:20.471250] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:20.471279] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:20.471335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:20.488014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:20.488741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:20.488827] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:20.488861] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:20.526888] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:20.527056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:20.527098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:20.527127] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:20.530576] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=66.30%) [2025-10-18T03:29:20.530911] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-10-18T03:29:20.531059] [INFO ] [sig ] SQNS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:20.668527] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SQNS.txt [2025-10-18T03:29:20.668797] [INFO ] [sig ] [1726/2083] Completed SQNS in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:20.668858] [INFO ] [sig ] [1727/2083] Forecasting SR... [2025-10-18T03:29:20.668890] [INFO ] [sig ] Generating forecast for: SR [2025-10-18T03:29:20.668922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'. [2025-10-18T03:29:20.677528] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SR'. [2025-10-18T03:29:20.677977] [INFO ] [FORECASTER] Starting predict_future for SR [2025-10-18T03:29:20.712287] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:20.713665] [DEBUG] [LOCAL ] No optimal features file found for SR: ./output/feature-sets/SR.txt [2025-10-18T03:29:20.713754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:20.713827] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:20.713896] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:20.714007] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:20.734384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:20.735324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:20.735411] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:20.735445] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:20.773184] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:20.773361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:20.773401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:20.773430] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:20.777115] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=97.04%) [2025-10-18T03:29:20.777425] [INFO ] [FORECASTER] Completed predict_future for SR [2025-10-18T03:29:20.777571] [INFO ] [sig ] SR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:20.964895] [INFO ] [LOCAL ] Saved forecast: SR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SR.txt [2025-10-18T03:29:20.965160] [INFO ] [sig ] [1727/2083] Completed SR in 0.3s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:20.965203] [INFO ] [sig ] [1728/2083] Forecasting SRE... [2025-10-18T03:29:20.965234] [INFO ] [sig ] Generating forecast for: SRE [2025-10-18T03:29:20.965267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-10-18T03:29:20.974728] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRE'. [2025-10-18T03:29:20.975110] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-10-18T03:29:21.009390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:21.010417] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-10-18T03:29:21.010492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:21.010566] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:21.010615] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:21.010708] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:21.034234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:21.035292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:21.035395] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:21.035439] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:21.072325] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:21.072507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:21.072550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:21.072580] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:21.076129] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=9.09%) [2025-10-18T03:29:21.076439] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-10-18T03:29:21.076582] [INFO ] [sig ] SRE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:21.213963] [INFO ] [LOCAL ] Saved forecast: SRE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SRE.txt [2025-10-18T03:29:21.214223] [INFO ] [sig ] [1728/2083] Completed SRE in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:21.214265] [INFO ] [sig ] [1729/2083] Forecasting SREA... [2025-10-18T03:29:21.214295] [INFO ] [sig ] Generating forecast for: SREA [2025-10-18T03:29:21.214326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-10-18T03:29:21.223200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SREA'. [2025-10-18T03:29:21.223549] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-10-18T03:29:21.248982] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:21.249810] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-10-18T03:29:21.249867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:21.249902] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:21.249931] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:21.249988] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:21.267134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:21.267767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:21.267871] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:21.267906] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:21.304394] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:21.304546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:21.304584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:21.304612] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:21.308346] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=23.48%) [2025-10-18T03:29:21.308728] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-10-18T03:29:21.308881] [INFO ] [sig ] SREA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:21.447711] [INFO ] [LOCAL ] Saved forecast: SREA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SREA.txt [2025-10-18T03:29:21.448007] [INFO ] [sig ] [1729/2083] Completed SREA in 0.2s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:21.448053] [INFO ] [sig ] [1730/2083] Forecasting SRFM... [2025-10-18T03:29:21.448083] [INFO ] [sig ] Generating forecast for: SRFM [2025-10-18T03:29:21.448114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-10-18T03:29:21.456968] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'SRFM'. [2025-10-18T03:29:21.457382] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-10-18T03:29:21.483273] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:21.484160] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-10-18T03:29:21.484217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:21.484251] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:21.484279] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:21.484336] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:21.501057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:21.501825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:21.501909] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:21.501942] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:21.539489] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:21.539638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:21.539722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:21.539757] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:21.543125] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=3.91%) [2025-10-18T03:29:21.543396] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-10-18T03:29:21.543527] [INFO ] [sig ] SRFM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:21.750161] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SRFM.txt [2025-10-18T03:29:21.750409] [INFO ] [sig ] [1730/2083] Completed SRFM in 0.3s | 4.15 sym/s | Total: 6.9m | ETA: 1.4m [2025-10-18T03:29:21.750452] [INFO ] [sig ] [1731/2083] Forecasting SRG... [2025-10-18T03:29:21.750482] [INFO ] [sig ] Generating forecast for: SRG [2025-10-18T03:29:21.750514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-10-18T03:29:21.759075] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRG'. [2025-10-18T03:29:21.759482] [INFO ] [FORECASTER] Starting predict_future for SRG [2025-10-18T03:29:21.784976] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:21.785811] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-10-18T03:29:21.785885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:21.785921] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:21.785948] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:21.786055] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:21.802952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:21.803874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:21.803968] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:21.804001] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:21.843866] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:21.844045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:21.844088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:21.844121] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:21.847622] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=93.93%) [2025-10-18T03:29:21.847958] [INFO ] [FORECASTER] Completed predict_future for SRG [2025-10-18T03:29:21.848103] [INFO ] [sig ] SRG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:22.001114] [INFO ] [LOCAL ] Saved forecast: SRG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SRG.txt [2025-10-18T03:29:22.001407] [INFO ] [sig ] [1731/2083] Completed SRG in 0.3s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:22.001471] [INFO ] [sig ] [1732/2083] Forecasting SRI... [2025-10-18T03:29:22.001506] [INFO ] [sig ] Generating forecast for: SRI [2025-10-18T03:29:22.001539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-10-18T03:29:22.010569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRI'. [2025-10-18T03:29:22.010932] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-10-18T03:29:22.038675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:22.039616] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-10-18T03:29:22.039704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:22.039749] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:22.039779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:22.039836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:22.060555] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:22.061336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:22.061427] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:22.061463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:22.097900] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:22.098048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:22.098090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:22.098122] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:22.101614] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=91.26%) [2025-10-18T03:29:22.101922] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-10-18T03:29:22.102061] [INFO ] [sig ] SRI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:22.257313] [INFO ] [LOCAL ] Saved forecast: SRI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SRI.txt [2025-10-18T03:29:22.257573] [INFO ] [sig ] [1732/2083] Completed SRI in 0.3s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:22.257619] [INFO ] [sig ] [1733/2083] Forecasting SRV... [2025-10-18T03:29:22.257688] [INFO ] [sig ] Generating forecast for: SRV [2025-10-18T03:29:22.257768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'. [2025-10-18T03:29:22.266483] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRV'. [2025-10-18T03:29:22.266827] [INFO ] [FORECASTER] Starting predict_future for SRV [2025-10-18T03:29:22.295212] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:22.296147] [DEBUG] [LOCAL ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt [2025-10-18T03:29:22.296207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:22.296244] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:22.296274] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:22.296335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:22.315438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:22.316330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:22.316426] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:22.316463] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:22.353458] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:22.353635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:22.353719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:22.353758] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:22.357372] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: UP (p=98.61%) [2025-10-18T03:29:22.357746] [INFO ] [FORECASTER] Completed predict_future for SRV [2025-10-18T03:29:22.357929] [INFO ] [sig ] SRV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:22.509557] [INFO ] [LOCAL ] Saved forecast: SRV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SRV.txt [2025-10-18T03:29:22.509803] [INFO ] [sig ] [1733/2083] Completed SRV in 0.3s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:22.509863] [INFO ] [sig ] [1734/2083] Forecasting SSB... [2025-10-18T03:29:22.509895] [INFO ] [sig ] Generating forecast for: SSB [2025-10-18T03:29:22.509926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-10-18T03:29:22.518100] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSB'. [2025-10-18T03:29:22.518406] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-10-18T03:29:22.542914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:22.543577] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-10-18T03:29:22.543631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:22.543701] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:22.543740] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:22.543797] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:22.560469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:22.561071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:22.561158] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:22.561191] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:22.595669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:22.595757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:22.595822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:22.595851] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:22.601712] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=96.33%) [2025-10-18T03:29:22.602013] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-10-18T03:29:22.602140] [INFO ] [sig ] SSB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:22.738326] [INFO ] [LOCAL ] Saved forecast: SSB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SSB.txt [2025-10-18T03:29:22.738542] [INFO ] [sig ] [1734/2083] Completed SSB in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:22.738581] [INFO ] [sig ] [1735/2083] Forecasting SSD... [2025-10-18T03:29:22.738611] [INFO ] [sig ] Generating forecast for: SSD [2025-10-18T03:29:22.738663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-10-18T03:29:22.746975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSD'. [2025-10-18T03:29:22.747249] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-10-18T03:29:22.771740] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:22.772422] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-10-18T03:29:22.772476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:22.772508] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:22.772535] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:22.772591] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:22.789422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:22.789983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:22.790061] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:22.790093] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:22.824257] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:22.824367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:22.824404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:22.824434] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:22.827595] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=29.85%) [2025-10-18T03:29:22.827914] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-10-18T03:29:22.828053] [INFO ] [sig ] SSD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:22.964099] [INFO ] [LOCAL ] Saved forecast: SSD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SSD.txt [2025-10-18T03:29:22.964328] [INFO ] [sig ] [1735/2083] Completed SSD in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:22.964370] [INFO ] [sig ] [1736/2083] Forecasting SSL... [2025-10-18T03:29:22.964400] [INFO ] [sig ] Generating forecast for: SSL [2025-10-18T03:29:22.964430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-10-18T03:29:22.973402] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSL'. [2025-10-18T03:29:22.973746] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-10-18T03:29:22.998581] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:22.999314] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-10-18T03:29:22.999369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:22.999402] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:22.999429] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:22.999485] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:23.016108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:23.016629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:23.016789] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:23.016860] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:23.052880] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:23.053003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:23.053048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:23.053078] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:23.056127] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=95.81%) [2025-10-18T03:29:23.056381] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-10-18T03:29:23.056505] [INFO ] [sig ] SSL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:23.196144] [INFO ] [LOCAL ] Saved forecast: SSL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SSL.txt [2025-10-18T03:29:23.196357] [INFO ] [sig ] [1736/2083] Completed SSL in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:23.196400] [INFO ] [sig ] [1737/2083] Forecasting SSTK... [2025-10-18T03:29:23.196431] [INFO ] [sig ] Generating forecast for: SSTK [2025-10-18T03:29:23.196461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-10-18T03:29:23.204826] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSTK'. [2025-10-18T03:29:23.205111] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-10-18T03:29:23.231099] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:23.231880] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-10-18T03:29:23.231936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:23.231969] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:23.231998] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:23.232055] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:23.250344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:23.250987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:23.251071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:23.251105] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:23.285277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:23.285372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:23.285408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:23.285437] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:23.288533] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=55.94%) [2025-10-18T03:29:23.288826] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-10-18T03:29:23.288957] [INFO ] [sig ] SSTK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:23.427179] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SSTK.txt [2025-10-18T03:29:23.427427] [INFO ] [sig ] [1737/2083] Completed SSTK in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:23.427476] [INFO ] [sig ] [1738/2083] Forecasting ST... [2025-10-18T03:29:23.427507] [INFO ] [sig ] Generating forecast for: ST [2025-10-18T03:29:23.427538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'. [2025-10-18T03:29:23.435516] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ST'. [2025-10-18T03:29:23.435827] [INFO ] [FORECASTER] Starting predict_future for ST [2025-10-18T03:29:23.460750] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:23.461415] [DEBUG] [LOCAL ] No optimal features file found for ST: ./output/feature-sets/ST.txt [2025-10-18T03:29:23.461501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:23.461548] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:23.461578] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:23.461635] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:23.478602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:23.479143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:23.479220] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:23.479254] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:23.511219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:23.511303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:23.511338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:23.511365] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:23.514489] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-10-18T03:29:23.514781] [INFO ] [FORECASTER] Completed predict_future for ST [2025-10-18T03:29:23.514909] [INFO ] [sig ] ST: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:23.653707] [INFO ] [LOCAL ] Saved forecast: ST 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ST.txt [2025-10-18T03:29:23.653914] [INFO ] [sig ] [1738/2083] Completed ST in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:23.653969] [INFO ] [sig ] [1739/2083] Forecasting STAG... [2025-10-18T03:29:23.654034] [INFO ] [sig ] Generating forecast for: STAG [2025-10-18T03:29:23.654079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-10-18T03:29:23.662528] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STAG'. [2025-10-18T03:29:23.662833] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-10-18T03:29:23.689284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:23.690107] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-10-18T03:29:23.690163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:23.690198] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:23.690226] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:23.690282] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:23.708501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:23.709071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:23.709152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:23.709187] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:23.742883] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:23.742995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:23.743067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:23.743111] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:23.746366] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=59.00%) [2025-10-18T03:29:23.746635] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-10-18T03:29:23.746806] [INFO ] [sig ] STAG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:23.897771] [INFO ] [LOCAL ] Saved forecast: STAG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STAG.txt [2025-10-18T03:29:23.898033] [INFO ] [sig ] [1739/2083] Completed STAG in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:23.898092] [INFO ] [sig ] [1740/2083] Forecasting STC... [2025-10-18T03:29:23.898126] [INFO ] [sig ] Generating forecast for: STC [2025-10-18T03:29:23.898159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-10-18T03:29:23.906805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STC'. [2025-10-18T03:29:23.907101] [INFO ] [FORECASTER] Starting predict_future for STC [2025-10-18T03:29:23.933890] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:23.934687] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-10-18T03:29:23.934746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:23.934782] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:23.934812] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:23.934872] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:23.952935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:23.953539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:23.953620] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:23.953687] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:23.986430] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:23.986586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:23.986666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:23.986723] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:23.990159] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=4.96%) [2025-10-18T03:29:23.990430] [INFO ] [FORECASTER] Completed predict_future for STC [2025-10-18T03:29:23.990562] [INFO ] [sig ] STC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:24.134831] [INFO ] [LOCAL ] Saved forecast: STC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STC.txt [2025-10-18T03:29:24.135038] [INFO ] [sig ] [1740/2083] Completed STC in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:24.135080] [INFO ] [sig ] [1741/2083] Forecasting STE... [2025-10-18T03:29:24.135111] [INFO ] [sig ] Generating forecast for: STE [2025-10-18T03:29:24.135142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-10-18T03:29:24.144303] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STE'. [2025-10-18T03:29:24.144630] [INFO ] [FORECASTER] Starting predict_future for STE [2025-10-18T03:29:24.169714] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:24.170442] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-10-18T03:29:24.170497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:24.170531] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:24.170560] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:24.170618] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:24.188026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:24.188599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:24.188702] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:24.188750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:24.221120] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:24.221214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:24.221250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:24.221278] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:24.224270] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=83.53%) [2025-10-18T03:29:24.224520] [INFO ] [FORECASTER] Completed predict_future for STE [2025-10-18T03:29:24.224688] [INFO ] [sig ] STE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:24.364824] [INFO ] [LOCAL ] Saved forecast: STE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STE.txt [2025-10-18T03:29:24.365051] [INFO ] [sig ] [1741/2083] Completed STE in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:24.365094] [INFO ] [sig ] [1742/2083] Forecasting STEL... [2025-10-18T03:29:24.365125] [INFO ] [sig ] Generating forecast for: STEL [2025-10-18T03:29:24.365155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-10-18T03:29:24.373540] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STEL'. [2025-10-18T03:29:24.373865] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-10-18T03:29:24.398623] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:24.399392] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-10-18T03:29:24.399450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:24.399485] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:24.399513] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:24.399571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:24.416355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:24.417121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:24.417207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:24.417241] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:24.448352] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:24.448455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:24.448490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:24.448518] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:24.451618] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=2.95%) [2025-10-18T03:29:24.451906] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-10-18T03:29:24.452034] [INFO ] [sig ] STEL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:24.592274] [INFO ] [LOCAL ] Saved forecast: STEL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STEL.txt [2025-10-18T03:29:24.592498] [INFO ] [sig ] [1742/2083] Completed STEL in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:24.592539] [INFO ] [sig ] [1743/2083] Forecasting STEM... [2025-10-18T03:29:24.592569] [INFO ] [sig ] Generating forecast for: STEM [2025-10-18T03:29:24.592600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-10-18T03:29:24.600945] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STEM'. [2025-10-18T03:29:24.601227] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-10-18T03:29:24.626021] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:24.626751] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-10-18T03:29:24.626807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:24.626841] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:24.626869] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:24.626926] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:24.644199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:24.644799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:24.644884] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:24.644937] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:24.677201] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:24.677299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:24.677334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:24.677363] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:24.680503] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=94.71%) [2025-10-18T03:29:24.680797] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-10-18T03:29:24.680927] [INFO ] [sig ] STEM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:24.820044] [INFO ] [LOCAL ] Saved forecast: STEM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STEM.txt [2025-10-18T03:29:24.820256] [INFO ] [sig ] [1743/2083] Completed STEM in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:24.820296] [INFO ] [sig ] [1744/2083] Forecasting STEW... [2025-10-18T03:29:24.820326] [INFO ] [sig ] Generating forecast for: STEW [2025-10-18T03:29:24.820357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'. [2025-10-18T03:29:24.828899] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STEW'. [2025-10-18T03:29:24.829160] [INFO ] [FORECASTER] Starting predict_future for STEW [2025-10-18T03:29:24.853773] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:24.854426] [DEBUG] [LOCAL ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt [2025-10-18T03:29:24.854480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:24.854513] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:24.854586] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:24.854674] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:24.871784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:24.872293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:24.872368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:24.872401] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:24.905304] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:24.905429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:24.905467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:24.905496] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:24.908788] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: DOWN (p=4.62%) [2025-10-18T03:29:24.909042] [INFO ] [FORECASTER] Completed predict_future for STEW [2025-10-18T03:29:24.909170] [INFO ] [sig ] STEW: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:25.047136] [INFO ] [LOCAL ] Saved forecast: STEW 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STEW.txt [2025-10-18T03:29:25.047337] [INFO ] [sig ] [1744/2083] Completed STEW in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:25.047378] [INFO ] [sig ] [1745/2083] Forecasting STK... [2025-10-18T03:29:25.047409] [INFO ] [sig ] Generating forecast for: STK [2025-10-18T03:29:25.047457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-10-18T03:29:25.055730] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STK'. [2025-10-18T03:29:25.056006] [INFO ] [FORECASTER] Starting predict_future for STK [2025-10-18T03:29:25.080910] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:25.081603] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-10-18T03:29:25.081692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:25.081742] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:25.081772] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:25.081832] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:25.099481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:25.100087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:25.100169] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:25.100203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:25.131361] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:25.131449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:25.131485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:25.131513] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:25.134568] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: DOWN (p=39.08%) [2025-10-18T03:29:25.134853] [INFO ] [FORECASTER] Completed predict_future for STK [2025-10-18T03:29:25.134988] [INFO ] [sig ] STK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:25.274091] [INFO ] [LOCAL ] Saved forecast: STK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STK.txt [2025-10-18T03:29:25.274292] [INFO ] [sig ] [1745/2083] Completed STK in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:25.274333] [INFO ] [sig ] [1746/2083] Forecasting STLA... [2025-10-18T03:29:25.274362] [INFO ] [sig ] Generating forecast for: STLA [2025-10-18T03:29:25.274393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-10-18T03:29:25.283440] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STLA'. [2025-10-18T03:29:25.283727] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-10-18T03:29:25.311441] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:25.312182] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-10-18T03:29:25.312237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:25.312271] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:25.312299] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:25.312356] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:25.329330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:25.329879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:25.329957] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:25.329990] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:25.371792] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:25.371879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:25.371913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:25.371940] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:25.374940] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=49.59%) [2025-10-18T03:29:25.375191] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-10-18T03:29:25.375328] [INFO ] [sig ] STLA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:25.512166] [INFO ] [LOCAL ] Saved forecast: STLA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STLA.txt [2025-10-18T03:29:25.512380] [INFO ] [sig ] [1746/2083] Completed STLA in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.4m [2025-10-18T03:29:25.512421] [INFO ] [sig ] [1747/2083] Forecasting STM... [2025-10-18T03:29:25.512451] [INFO ] [sig ] Generating forecast for: STM [2025-10-18T03:29:25.512481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-10-18T03:29:25.521628] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STM'. [2025-10-18T03:29:25.521919] [INFO ] [FORECASTER] Starting predict_future for STM [2025-10-18T03:29:25.546410] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:25.547106] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-10-18T03:29:25.547160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:25.547192] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:25.547219] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:25.547275] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:25.564124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:25.564672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:25.564753] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:25.564786] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:25.611585] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:25.612129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:25.612173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:25.612202] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:25.616741] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: UP (p=76.46%) [2025-10-18T03:29:25.617004] [INFO ] [FORECASTER] Completed predict_future for STM [2025-10-18T03:29:25.617135] [INFO ] [sig ] STM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:25.754936] [INFO ] [LOCAL ] Saved forecast: STM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STM.txt [2025-10-18T03:29:25.755140] [INFO ] [sig ] [1747/2083] Completed STM in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:25.755181] [INFO ] [sig ] [1748/2083] Forecasting STN... [2025-10-18T03:29:25.755213] [INFO ] [sig ] Generating forecast for: STN [2025-10-18T03:29:25.755244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-10-18T03:29:25.764616] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STN'. [2025-10-18T03:29:25.764905] [INFO ] [FORECASTER] Starting predict_future for STN [2025-10-18T03:29:25.792101] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:25.792926] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-10-18T03:29:25.792981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:25.793017] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:25.793046] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:25.793103] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:25.810117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:25.810676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:25.810765] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:25.810800] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:25.854138] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:25.854220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:25.854254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:25.854281] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:25.857251] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=70.03%) [2025-10-18T03:29:25.857499] [INFO ] [FORECASTER] Completed predict_future for STN [2025-10-18T03:29:25.857676] [INFO ] [sig ] STN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:25.993346] [INFO ] [LOCAL ] Saved forecast: STN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STN.txt [2025-10-18T03:29:25.993559] [INFO ] [sig ] [1748/2083] Completed STN in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:25.993599] [INFO ] [sig ] [1749/2083] Forecasting STNG... [2025-10-18T03:29:25.993629] [INFO ] [sig ] Generating forecast for: STNG [2025-10-18T03:29:25.993697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'. [2025-10-18T03:29:26.002476] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STNG'. [2025-10-18T03:29:26.002817] [INFO ] [FORECASTER] Starting predict_future for STNG [2025-10-18T03:29:26.027501] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:26.028230] [DEBUG] [LOCAL ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt [2025-10-18T03:29:26.028284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:26.028317] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:26.028344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:26.028400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:26.044942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:26.045479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:26.045557] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:26.045589] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:26.092033] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:26.092211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:26.092253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:26.092283] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:26.095748] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=29.34%) [2025-10-18T03:29:26.096014] [INFO ] [FORECASTER] Completed predict_future for STNG [2025-10-18T03:29:26.096150] [INFO ] [sig ] STNG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:26.236358] [INFO ] [LOCAL ] Saved forecast: STNG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STNG.txt [2025-10-18T03:29:26.236604] [INFO ] [sig ] [1749/2083] Completed STNG in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:26.236674] [INFO ] [sig ] [1750/2083] Forecasting STRV... [2025-10-18T03:29:26.236726] [INFO ] [sig ] Generating forecast for: STRV [2025-10-18T03:29:26.236762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'. [2025-10-18T03:29:26.246185] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STRV'. [2025-10-18T03:29:26.246522] [INFO ] [FORECASTER] Starting predict_future for STRV [2025-10-18T03:29:26.271572] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:26.272355] [DEBUG] [LOCAL ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt [2025-10-18T03:29:26.272414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:26.272449] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:26.272477] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:26.272534] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:26.289553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:26.290407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:26.290503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:26.290576] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:26.331622] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:26.331836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:26.331883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:26.331914] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:26.335462] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=62.71%) [2025-10-18T03:29:26.335820] [INFO ] [FORECASTER] Completed predict_future for STRV [2025-10-18T03:29:26.336009] [INFO ] [sig ] STRV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:26.477175] [INFO ] [LOCAL ] Saved forecast: STRV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STRV.txt [2025-10-18T03:29:26.477412] [INFO ] [sig ] [1750/2083] Completed STRV in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:26.477455] [INFO ] [sig ] [1751/2083] Forecasting STT... [2025-10-18T03:29:26.477486] [INFO ] [sig ] Generating forecast for: STT [2025-10-18T03:29:26.477517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'. [2025-10-18T03:29:26.487229] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STT'. [2025-10-18T03:29:26.487567] [INFO ] [FORECASTER] Starting predict_future for STT [2025-10-18T03:29:26.512431] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:26.513214] [DEBUG] [LOCAL ] No optimal features file found for STT: ./output/feature-sets/STT.txt [2025-10-18T03:29:26.513270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:26.513305] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:26.513333] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:26.513390] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:26.530263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:26.531009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:26.531093] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:26.531127] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:26.572305] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:26.572485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:26.572529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:26.572559] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:26.576034] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=93.70%) [2025-10-18T03:29:26.576320] [INFO ] [FORECASTER] Completed predict_future for STT [2025-10-18T03:29:26.576456] [INFO ] [sig ] STT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:26.714421] [INFO ] [LOCAL ] Saved forecast: STT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STT.txt [2025-10-18T03:29:26.714630] [INFO ] [sig ] [1751/2083] Completed STT in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:26.714708] [INFO ] [sig ] [1752/2083] Forecasting STVN... [2025-10-18T03:29:26.714747] [INFO ] [sig ] Generating forecast for: STVN [2025-10-18T03:29:26.714779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-10-18T03:29:26.723675] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STVN'. [2025-10-18T03:29:26.723942] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-10-18T03:29:26.749043] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:26.749832] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-10-18T03:29:26.749887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:26.749937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:26.749967] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:26.750023] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:26.766676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:26.767229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:26.767307] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:26.767339] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:26.812353] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:26.812636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:26.812732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:26.812786] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:26.816614] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=1.38%) [2025-10-18T03:29:26.816985] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-10-18T03:29:26.817149] [INFO ] [sig ] STVN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:26.955931] [INFO ] [LOCAL ] Saved forecast: STVN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STVN.txt [2025-10-18T03:29:26.956190] [INFO ] [sig ] [1752/2083] Completed STVN in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:26.956235] [INFO ] [sig ] [1753/2083] Forecasting STWD... [2025-10-18T03:29:26.956265] [INFO ] [sig ] Generating forecast for: STWD [2025-10-18T03:29:26.956296] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-10-18T03:29:26.968846] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STWD'. [2025-10-18T03:29:26.969171] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-10-18T03:29:26.994289] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:26.995077] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-10-18T03:29:26.995133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:26.995168] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:26.995196] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:26.995252] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:27.012100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:27.012707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:27.012790] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:27.012823] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:27.055731] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:27.055833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:27.055870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:27.055899] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:27.059065] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=94.41%) [2025-10-18T03:29:27.059322] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-10-18T03:29:27.059453] [INFO ] [sig ] STWD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:27.198447] [INFO ] [LOCAL ] Saved forecast: STWD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STWD.txt [2025-10-18T03:29:27.198694] [INFO ] [sig ] [1753/2083] Completed STWD in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:27.198754] [INFO ] [sig ] [1754/2083] Forecasting STXD... [2025-10-18T03:29:27.198788] [INFO ] [sig ] Generating forecast for: STXD [2025-10-18T03:29:27.198917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'. [2025-10-18T03:29:27.207347] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXD'. [2025-10-18T03:29:27.207760] [INFO ] [FORECASTER] Starting predict_future for STXD [2025-10-18T03:29:27.232810] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:27.233479] [DEBUG] [LOCAL ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt [2025-10-18T03:29:27.233532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:27.233564] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:27.233592] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:27.233671] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:27.250439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:27.251010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:27.251095] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:27.251128] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:27.296372] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:27.296482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:27.296518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:27.296546] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:27.299830] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=98.52%) [2025-10-18T03:29:27.300092] [INFO ] [FORECASTER] Completed predict_future for STXD [2025-10-18T03:29:27.300232] [INFO ] [sig ] STXD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:27.439700] [INFO ] [LOCAL ] Saved forecast: STXD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STXD.txt [2025-10-18T03:29:27.439960] [INFO ] [sig ] [1754/2083] Completed STXD in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:27.440006] [INFO ] [sig ] [1755/2083] Forecasting STXE... [2025-10-18T03:29:27.440037] [INFO ] [sig ] Generating forecast for: STXE [2025-10-18T03:29:27.440069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-10-18T03:29:27.448798] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXE'. [2025-10-18T03:29:27.449095] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-10-18T03:29:27.474894] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:27.475667] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-10-18T03:29:27.475729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:27.475764] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:27.475794] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:27.475853] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:27.493186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:27.493809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:27.493889] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:27.493922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:27.534836] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:27.534980] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:27.535018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:27.535048] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:27.538349] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=41.41%) [2025-10-18T03:29:27.538623] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-10-18T03:29:27.538833] [INFO ] [sig ] STXE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:27.675784] [INFO ] [LOCAL ] Saved forecast: STXE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STXE.txt [2025-10-18T03:29:27.676031] [INFO ] [sig ] [1755/2083] Completed STXE in 0.2s | 4.15 sym/s | Total: 7.0m | ETA: 1.3m [2025-10-18T03:29:27.676075] [INFO ] [sig ] [1756/2083] Forecasting STXG... [2025-10-18T03:29:27.676105] [INFO ] [sig ] Generating forecast for: STXG [2025-10-18T03:29:27.676136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-10-18T03:29:27.684767] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXG'. [2025-10-18T03:29:27.685062] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-10-18T03:29:27.710353] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:27.711160] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-10-18T03:29:27.711214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:27.711248] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:27.711275] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:27.711332] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:27.728387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:27.728973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:27.729050] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:27.729082] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:27.770114] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:27.770300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:27.770342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:27.770372] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:27.773886] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=55.42%) [2025-10-18T03:29:27.774154] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-10-18T03:29:27.774309] [INFO ] [sig ] STXG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:27.913726] [INFO ] [LOCAL ] Saved forecast: STXG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STXG.txt [2025-10-18T03:29:27.914016] [INFO ] [sig ] [1756/2083] Completed STXG in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:27.914077] [INFO ] [sig ] [1757/2083] Forecasting STXK... [2025-10-18T03:29:27.914111] [INFO ] [sig ] Generating forecast for: STXK [2025-10-18T03:29:27.914142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'. [2025-10-18T03:29:27.923515] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXK'. [2025-10-18T03:29:27.923826] [INFO ] [FORECASTER] Starting predict_future for STXK [2025-10-18T03:29:27.948905] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:27.949760] [DEBUG] [LOCAL ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt [2025-10-18T03:29:27.949816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:27.949850] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:27.949877] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:27.949933] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:27.966858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:27.967537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:27.967665] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:27.967762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:28.011012] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:28.011151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:28.011190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:28.011219] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:28.014479] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: UP (p=99.63%) [2025-10-18T03:29:28.014785] [INFO ] [FORECASTER] Completed predict_future for STXK [2025-10-18T03:29:28.014926] [INFO ] [sig ] STXK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:28.153216] [INFO ] [LOCAL ] Saved forecast: STXK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STXK.txt [2025-10-18T03:29:28.153443] [INFO ] [sig ] [1757/2083] Completed STXK in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:28.153484] [INFO ] [sig ] [1758/2083] Forecasting STXT... [2025-10-18T03:29:28.153514] [INFO ] [sig ] Generating forecast for: STXT [2025-10-18T03:29:28.153545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'. [2025-10-18T03:29:28.162556] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STXT'. [2025-10-18T03:29:28.162861] [INFO ] [FORECASTER] Starting predict_future for STXT [2025-10-18T03:29:28.187701] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:28.188419] [DEBUG] [LOCAL ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt [2025-10-18T03:29:28.188473] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:28.188505] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:28.188532] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:28.188588] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:28.205420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:28.206002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:28.206085] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:28.206120] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:28.247102] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:28.247237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:28.247285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:28.247314] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:28.250639] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: UP (p=98.45%) [2025-10-18T03:29:28.250935] [INFO ] [FORECASTER] Completed predict_future for STXT [2025-10-18T03:29:28.251073] [INFO ] [sig ] STXT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:28.389296] [INFO ] [LOCAL ] Saved forecast: STXT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STXT.txt [2025-10-18T03:29:28.389529] [INFO ] [sig ] [1758/2083] Completed STXT in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:28.389572] [INFO ] [sig ] [1759/2083] Forecasting STXV... [2025-10-18T03:29:28.389604] [INFO ] [sig ] Generating forecast for: STXV [2025-10-18T03:29:28.389635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'. [2025-10-18T03:29:28.398491] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXV'. [2025-10-18T03:29:28.398796] [INFO ] [FORECASTER] Starting predict_future for STXV [2025-10-18T03:29:28.424056] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:28.424889] [DEBUG] [LOCAL ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt [2025-10-18T03:29:28.424959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:28.424994] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:28.425023] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:28.425081] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:28.442168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:28.442725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:28.442808] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:28.442841] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:28.486909] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:28.487014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:28.487051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:28.487079] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:28.490253] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: UP (p=65.40%) [2025-10-18T03:29:28.490517] [INFO ] [FORECASTER] Completed predict_future for STXV [2025-10-18T03:29:28.490689] [INFO ] [sig ] STXV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:28.629448] [INFO ] [LOCAL ] Saved forecast: STXV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/STXV.txt [2025-10-18T03:29:28.629688] [INFO ] [sig ] [1759/2083] Completed STXV in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:28.629749] [INFO ] [sig ] [1760/2083] Forecasting STZ... [2025-10-18T03:29:28.629784] [INFO ] [sig ] Generating forecast for: STZ [2025-10-18T03:29:28.629817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-10-18T03:29:28.639016] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STZ'. [2025-10-18T03:29:28.639317] [INFO ] [FORECASTER] Starting predict_future for STZ [2025-10-18T03:29:28.664473] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:28.665252] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-10-18T03:29:28.665307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:28.665343] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:28.665372] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:28.665430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:28.682466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:28.683129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:28.683214] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:28.683248] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:28.727291] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:28.727415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:28.727454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:28.727484] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:28.730763] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=8.47%) [2025-10-18T03:29:28.731076] [INFO ] [FORECASTER] Completed predict_future for STZ [2025-10-18T03:29:28.731217] [INFO ] [sig ] STZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:28.872357] [INFO ] [LOCAL ] Saved forecast: STZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/STZ.txt [2025-10-18T03:29:28.872603] [INFO ] [sig ] [1760/2083] Completed STZ in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:28.872670] [INFO ] [sig ] [1761/2083] Forecasting SU... [2025-10-18T03:29:28.872723] [INFO ] [sig ] Generating forecast for: SU [2025-10-18T03:29:28.872766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'. [2025-10-18T03:29:28.882180] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SU'. [2025-10-18T03:29:28.882485] [INFO ] [FORECASTER] Starting predict_future for SU [2025-10-18T03:29:28.908632] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:28.909366] [DEBUG] [LOCAL ] No optimal features file found for SU: ./output/feature-sets/SU.txt [2025-10-18T03:29:28.909422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:28.909457] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:28.909485] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:28.909543] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:28.927367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:28.927993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:28.928076] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:28.928110] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:28.975447] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:28.975632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:28.975714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:28.975753] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:28.979432] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: DOWN (p=29.21%) [2025-10-18T03:29:28.979754] [INFO ] [FORECASTER] Completed predict_future for SU [2025-10-18T03:29:28.979902] [INFO ] [sig ] SU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:29.124338] [INFO ] [LOCAL ] Saved forecast: SU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SU.txt [2025-10-18T03:29:29.124577] [INFO ] [sig ] [1761/2083] Completed SU in 0.3s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:29.124618] [INFO ] [sig ] [1762/2083] Forecasting SUI... [2025-10-18T03:29:29.124678] [INFO ] [sig ] Generating forecast for: SUI [2025-10-18T03:29:29.124730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-10-18T03:29:29.134212] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SUI'. [2025-10-18T03:29:29.134553] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-10-18T03:29:29.159938] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:29.160725] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-10-18T03:29:29.160782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:29.160817] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:29.160846] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:29.160903] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:29.177541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:29.178149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:29.178237] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:29.178278] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:29.220112] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:29.220212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:29.220253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:29.220289] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:29.223676] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=92.25%) [2025-10-18T03:29:29.223940] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-10-18T03:29:29.224087] [INFO ] [sig ] SUI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:29.360980] [INFO ] [LOCAL ] Saved forecast: SUI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SUI.txt [2025-10-18T03:29:29.361240] [INFO ] [sig ] [1762/2083] Completed SUI in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:29.361283] [INFO ] [sig ] [1763/2083] Forecasting SUN... [2025-10-18T03:29:29.361312] [INFO ] [sig ] Generating forecast for: SUN [2025-10-18T03:29:29.361342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-10-18T03:29:29.370321] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SUN'. [2025-10-18T03:29:29.370633] [INFO ] [FORECASTER] Starting predict_future for SUN [2025-10-18T03:29:29.396410] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:29.397247] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-10-18T03:29:29.397303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:29.397339] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:29.397368] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:29.397425] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:29.415949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:29.416504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:29.416596] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:29.416673] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:29.457446] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:29.457571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:29.457611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:29.458201] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:29.462627] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=52.94%) [2025-10-18T03:29:29.462929] [INFO ] [FORECASTER] Completed predict_future for SUN [2025-10-18T03:29:29.463064] [INFO ] [sig ] SUN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:29.605942] [INFO ] [LOCAL ] Saved forecast: SUN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SUN.txt [2025-10-18T03:29:29.606188] [INFO ] [sig ] [1763/2083] Completed SUN in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:29.606229] [INFO ] [sig ] [1764/2083] Forecasting SUPV... [2025-10-18T03:29:29.606259] [INFO ] [sig ] Generating forecast for: SUPV [2025-10-18T03:29:29.606289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'. [2025-10-18T03:29:29.615067] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SUPV'. [2025-10-18T03:29:29.615338] [INFO ] [FORECASTER] Starting predict_future for SUPV [2025-10-18T03:29:29.640771] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:29.641563] [DEBUG] [LOCAL ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt [2025-10-18T03:29:29.641632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:29.641712] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:29.641749] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:29.641808] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:29.660926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:29.661809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:29.661913] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:29.661988] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:29.711348] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:29.711583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:29.711691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:29.711769] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:29.716613] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: DOWN (p=4.54%) [2025-10-18T03:29:29.717029] [INFO ] [FORECASTER] Completed predict_future for SUPV [2025-10-18T03:29:29.717204] [INFO ] [sig ] SUPV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:29.873059] [INFO ] [LOCAL ] Saved forecast: SUPV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SUPV.txt [2025-10-18T03:29:29.873293] [INFO ] [sig ] [1764/2083] Completed SUPV in 0.3s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:29.873334] [INFO ] [sig ] [1765/2083] Forecasting SUZ... [2025-10-18T03:29:29.873365] [INFO ] [sig ] Generating forecast for: SUZ [2025-10-18T03:29:29.873396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-10-18T03:29:29.885609] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SUZ'. [2025-10-18T03:29:29.886010] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-10-18T03:29:29.911226] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:29.912013] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-10-18T03:29:29.912068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:29.912103] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:29.912130] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:29.912186] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:29.928941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:29.929484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:29.929562] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:29.929595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:29.972504] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:29.972673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:29.972730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:29.972762] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:29.976060] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=93.95%) [2025-10-18T03:29:29.976322] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-10-18T03:29:29.976456] [INFO ] [sig ] SUZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:30.114059] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SUZ.txt [2025-10-18T03:29:30.114310] [INFO ] [sig ] [1765/2083] Completed SUZ in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:30.114353] [INFO ] [sig ] [1766/2083] Forecasting SVV... [2025-10-18T03:29:30.114383] [INFO ] [sig ] Generating forecast for: SVV [2025-10-18T03:29:30.114414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'. [2025-10-18T03:29:30.123321] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SVV'. [2025-10-18T03:29:30.123691] [INFO ] [FORECASTER] Starting predict_future for SVV [2025-10-18T03:29:30.148576] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:30.149331] [DEBUG] [LOCAL ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt [2025-10-18T03:29:30.149388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:30.149437] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:30.149465] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:30.149523] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:30.166256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:30.166861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:30.166940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:30.166972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:30.207676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:30.207781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:30.207830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:30.207860] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:30.210879] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: DOWN (p=32.48%) [2025-10-18T03:29:30.211126] [INFO ] [FORECASTER] Completed predict_future for SVV [2025-10-18T03:29:30.211246] [INFO ] [sig ] SVV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:30.347720] [INFO ] [LOCAL ] Saved forecast: SVV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SVV.txt [2025-10-18T03:29:30.347990] [INFO ] [sig ] [1766/2083] Completed SVV in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:30.348077] [INFO ] [sig ] [1767/2083] Forecasting SW... [2025-10-18T03:29:30.348116] [INFO ] [sig ] Generating forecast for: SW [2025-10-18T03:29:30.348148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'. [2025-10-18T03:29:30.357124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SW'. [2025-10-18T03:29:30.357423] [INFO ] [FORECASTER] Starting predict_future for SW [2025-10-18T03:29:30.382831] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:30.383511] [DEBUG] [LOCAL ] No optimal features file found for SW: ./output/feature-sets/SW.txt [2025-10-18T03:29:30.383565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:30.383598] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:30.383625] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:30.383715] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:30.400816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:30.401379] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:30.401467] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:30.401499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:30.438486] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:30.438570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:30.438605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:30.438633] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:30.441639] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: UP (p=79.18%) [2025-10-18T03:29:30.441918] [INFO ] [FORECASTER] Completed predict_future for SW [2025-10-18T03:29:30.442038] [INFO ] [sig ] SW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:30.581362] [INFO ] [LOCAL ] Saved forecast: SW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SW.txt [2025-10-18T03:29:30.581577] [INFO ] [sig ] [1767/2083] Completed SW in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:30.581619] [INFO ] [sig ] [1768/2083] Forecasting SWK... [2025-10-18T03:29:30.581679] [INFO ] [sig ] Generating forecast for: SWK [2025-10-18T03:29:30.581730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-10-18T03:29:30.590451] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SWK'. [2025-10-18T03:29:30.590790] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-10-18T03:29:30.615549] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:30.616254] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-10-18T03:29:30.616307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:30.616340] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:30.616366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:30.616421] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:30.633082] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:30.633601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:30.633704] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:30.633751] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:30.673376] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:30.673518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:30.673557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:30.673586] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:30.676926] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=61.75%) [2025-10-18T03:29:30.677191] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-10-18T03:29:30.677318] [INFO ] [sig ] SWK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:30.817005] [INFO ] [LOCAL ] Saved forecast: SWK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SWK.txt [2025-10-18T03:29:30.817234] [INFO ] [sig ] [1768/2083] Completed SWK in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:30.817277] [INFO ] [sig ] [1769/2083] Forecasting SWX... [2025-10-18T03:29:30.817307] [INFO ] [sig ] Generating forecast for: SWX [2025-10-18T03:29:30.817339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-10-18T03:29:30.826278] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SWX'. [2025-10-18T03:29:30.826621] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-10-18T03:29:30.852018] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:30.852819] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-10-18T03:29:30.852876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:30.852911] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:30.852940] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:30.852997] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:30.870204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:30.870785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:30.870868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:30.870902] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:30.914380] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:30.914569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:30.914614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:30.914674] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:30.918583] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: UP (p=83.09%) [2025-10-18T03:29:30.918923] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-10-18T03:29:30.919079] [INFO ] [sig ] SWX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:31.082907] [INFO ] [LOCAL ] Saved forecast: SWX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SWX.txt [2025-10-18T03:29:31.083204] [INFO ] [sig ] [1769/2083] Completed SWX in 0.3s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:31.083250] [INFO ] [sig ] [1770/2083] Forecasting SXC... [2025-10-18T03:29:31.083282] [INFO ] [sig ] Generating forecast for: SXC [2025-10-18T03:29:31.083316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-10-18T03:29:31.092926] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SXC'. [2025-10-18T03:29:31.093262] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-10-18T03:29:31.118287] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:31.119192] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-10-18T03:29:31.119265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:31.119339] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:31.119412] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:31.119509] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:31.136257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:31.136873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:31.136950] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:31.136983] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:31.182090] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:31.182177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:31.182212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:31.182240] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:31.185316] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-10-18T03:29:31.185571] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-10-18T03:29:31.185739] [INFO ] [sig ] SXC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:31.323927] [INFO ] [LOCAL ] Saved forecast: SXC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SXC.txt [2025-10-18T03:29:31.324163] [INFO ] [sig ] [1770/2083] Completed SXC in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:31.324204] [INFO ] [sig ] [1771/2083] Forecasting SXI... [2025-10-18T03:29:31.324233] [INFO ] [sig ] Generating forecast for: SXI [2025-10-18T03:29:31.324264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-10-18T03:29:31.333218] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SXI'. [2025-10-18T03:29:31.333513] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-10-18T03:29:31.358263] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:31.359004] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-10-18T03:29:31.359059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:31.359093] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:31.359120] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:31.359177] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:31.375761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:31.376275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:31.376352] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:31.376386] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:31.421024] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:31.421131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:31.421167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:31.421194] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:31.424218] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=47.56%) [2025-10-18T03:29:31.424470] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-10-18T03:29:31.424610] [INFO ] [sig ] SXI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:31.561403] [INFO ] [LOCAL ] Saved forecast: SXI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SXI.txt [2025-10-18T03:29:31.561637] [INFO ] [sig ] [1771/2083] Completed SXI in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.3m [2025-10-18T03:29:31.561716] [INFO ] [sig ] [1772/2083] Forecasting SXT... [2025-10-18T03:29:31.561750] [INFO ] [sig ] Generating forecast for: SXT [2025-10-18T03:29:31.561780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'. [2025-10-18T03:29:31.571492] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SXT'. [2025-10-18T03:29:31.571892] [INFO ] [FORECASTER] Starting predict_future for SXT [2025-10-18T03:29:31.597715] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:31.598466] [DEBUG] [LOCAL ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt [2025-10-18T03:29:31.598526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:31.598561] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:31.598590] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:31.598670] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:31.616294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:31.616956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:31.617038] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:31.617073] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:31.666018] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:31.666143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:31.666182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:31.666212] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:31.669534] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=85.66%) [2025-10-18T03:29:31.669849] [INFO ] [FORECASTER] Completed predict_future for SXT [2025-10-18T03:29:31.670001] [INFO ] [sig ] SXT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:31.810938] [INFO ] [LOCAL ] Saved forecast: SXT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SXT.txt [2025-10-18T03:29:31.811216] [INFO ] [sig ] [1772/2083] Completed SXT in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:31.811258] [INFO ] [sig ] [1773/2083] Forecasting SYF... [2025-10-18T03:29:31.811288] [INFO ] [sig ] Generating forecast for: SYF [2025-10-18T03:29:31.811318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-10-18T03:29:31.821062] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SYF'. [2025-10-18T03:29:31.821380] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-10-18T03:29:31.846865] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:31.847570] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-10-18T03:29:31.847623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:31.847708] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:31.847804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:31.847875] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:31.864510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:31.865193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:31.865275] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:31.865309] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:31.908402] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:31.908529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:31.908566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:31.908595] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:31.911835] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=76.36%) [2025-10-18T03:29:31.912101] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-10-18T03:29:31.912241] [INFO ] [sig ] SYF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:32.048839] [INFO ] [LOCAL ] Saved forecast: SYF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SYF.txt [2025-10-18T03:29:32.049074] [INFO ] [sig ] [1773/2083] Completed SYF in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:32.049118] [INFO ] [sig ] [1774/2083] Forecasting SYK... [2025-10-18T03:29:32.049148] [INFO ] [sig ] Generating forecast for: SYK [2025-10-18T03:29:32.049178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-10-18T03:29:32.058266] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SYK'. [2025-10-18T03:29:32.058597] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-10-18T03:29:32.087434] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:32.089336] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-10-18T03:29:32.089391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:32.089424] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:32.089467] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:32.089546] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:32.106635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:32.107274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:32.107354] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:32.107387] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:32.153317] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:32.153451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:32.153488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:32.153516] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:32.156807] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=17.88%) [2025-10-18T03:29:32.157076] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-10-18T03:29:32.157215] [INFO ] [sig ] SYK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:32.296494] [INFO ] [LOCAL ] Saved forecast: SYK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/SYK.txt [2025-10-18T03:29:32.296796] [INFO ] [sig ] [1774/2083] Completed SYK in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:32.296857] [INFO ] [sig ] [1775/2083] Forecasting SYY... [2025-10-18T03:29:32.296890] [INFO ] [sig ] Generating forecast for: SYY [2025-10-18T03:29:32.296923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-10-18T03:29:32.308299] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SYY'. [2025-10-18T03:29:32.308751] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-10-18T03:29:32.334085] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:32.334856] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-10-18T03:29:32.334910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:32.334943] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:32.334970] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:32.335028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:32.351807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:32.352365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:32.352448] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:32.352481] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:32.399110] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:32.399289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:32.399330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:32.399361] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:32.402950] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: UP (p=64.49%) [2025-10-18T03:29:32.403220] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-10-18T03:29:32.403357] [INFO ] [sig ] SYY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:32.542375] [INFO ] [LOCAL ] Saved forecast: SYY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/SYY.txt [2025-10-18T03:29:32.542614] [INFO ] [sig ] [1775/2083] Completed SYY in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:32.542687] [INFO ] [sig ] [1776/2083] Forecasting T... [2025-10-18T03:29:32.542734] [INFO ] [sig ] Generating forecast for: T [2025-10-18T03:29:32.542767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'. [2025-10-18T03:29:32.551530] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'T'. [2025-10-18T03:29:32.551835] [INFO ] [FORECASTER] Starting predict_future for T [2025-10-18T03:29:32.576559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:32.577320] [DEBUG] [LOCAL ] No optimal features file found for T: ./output/feature-sets/T.txt [2025-10-18T03:29:32.577379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:32.577412] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:32.577440] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:32.577496] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:32.594317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:32.594928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:32.595009] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:32.595042] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:32.640726] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:32.640865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:32.640902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:32.641025] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:32.646811] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: UP (p=91.88%) [2025-10-18T03:29:32.647078] [INFO ] [FORECASTER] Completed predict_future for T [2025-10-18T03:29:32.647212] [INFO ] [sig ] T: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:32.786257] [INFO ] [LOCAL ] Saved forecast: T 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/T.txt [2025-10-18T03:29:32.786511] [INFO ] [sig ] [1776/2083] Completed T in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:32.786554] [INFO ] [sig ] [1777/2083] Forecasting TAC... [2025-10-18T03:29:32.786584] [INFO ] [sig ] Generating forecast for: TAC [2025-10-18T03:29:32.786616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-10-18T03:29:32.796683] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAC'. [2025-10-18T03:29:32.797048] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-10-18T03:29:32.822081] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:32.822864] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-10-18T03:29:32.822919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:32.822953] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:32.822981] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:32.823038] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:32.843290] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:32.843989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:32.844115] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:32.844168] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:32.882853] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:32.882955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:32.882991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:32.883019] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:32.886617] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=48.13%) [2025-10-18T03:29:32.886944] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-10-18T03:29:32.887086] [INFO ] [sig ] TAC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:33.024426] [INFO ] [LOCAL ] Saved forecast: TAC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TAC.txt [2025-10-18T03:29:33.024676] [INFO ] [sig ] [1777/2083] Completed TAC in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:33.024735] [INFO ] [sig ] [1778/2083] Forecasting TAK... [2025-10-18T03:29:33.024768] [INFO ] [sig ] Generating forecast for: TAK [2025-10-18T03:29:33.024807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-10-18T03:29:33.035070] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAK'. [2025-10-18T03:29:33.035358] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-10-18T03:29:33.060588] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:33.061351] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-10-18T03:29:33.061412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:33.061446] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:33.061474] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:33.061531] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:33.078281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:33.078848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:33.078926] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:33.078960] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:33.121974] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:33.122114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:33.122172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:33.122204] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:33.125520] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=19.45%) [2025-10-18T03:29:33.125826] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-10-18T03:29:33.125974] [INFO ] [sig ] TAK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:33.263284] [INFO ] [LOCAL ] Saved forecast: TAK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TAK.txt [2025-10-18T03:29:33.263515] [INFO ] [sig ] [1778/2083] Completed TAK in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:33.263557] [INFO ] [sig ] [1779/2083] Forecasting TAL... [2025-10-18T03:29:33.263586] [INFO ] [sig ] Generating forecast for: TAL [2025-10-18T03:29:33.263616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-10-18T03:29:33.273143] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAL'. [2025-10-18T03:29:33.273433] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-10-18T03:29:33.298374] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:33.299091] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-10-18T03:29:33.299145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:33.299177] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:33.299204] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:33.299264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:33.315978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:33.316526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:33.316602] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:33.316634] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:33.360055] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:33.360158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:33.360194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:33.360222] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:33.363278] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=95.88%) [2025-10-18T03:29:33.363528] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-10-18T03:29:33.363691] [INFO ] [sig ] TAL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:33.501083] [INFO ] [LOCAL ] Saved forecast: TAL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TAL.txt [2025-10-18T03:29:33.501297] [INFO ] [sig ] [1779/2083] Completed TAL in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:33.501381] [INFO ] [sig ] [1780/2083] Forecasting TALO... [2025-10-18T03:29:33.501420] [INFO ] [sig ] Generating forecast for: TALO [2025-10-18T03:29:33.501452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-10-18T03:29:33.509956] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TALO'. [2025-10-18T03:29:33.510235] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-10-18T03:29:33.534999] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:33.535730] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-10-18T03:29:33.535785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:33.535816] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:33.535857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:33.535915] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:33.552583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:33.553128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:33.553210] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:33.553243] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:33.598620] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:33.598809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:33.598853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:33.598882] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:33.602474] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=2.96%) [2025-10-18T03:29:33.602830] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-10-18T03:29:33.602972] [INFO ] [sig ] TALO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:33.740897] [INFO ] [LOCAL ] Saved forecast: TALO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TALO.txt [2025-10-18T03:29:33.741106] [INFO ] [sig ] [1780/2083] Completed TALO in 0.2s | 4.15 sym/s | Total: 7.1m | ETA: 1.2m [2025-10-18T03:29:33.741147] [INFO ] [sig ] [1781/2083] Forecasting TAP... [2025-10-18T03:29:33.741176] [INFO ] [sig ] Generating forecast for: TAP [2025-10-18T03:29:33.741208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-10-18T03:29:33.751043] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAP'. [2025-10-18T03:29:33.751386] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-10-18T03:29:33.776535] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:33.777327] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-10-18T03:29:33.777382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:33.777415] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:33.777442] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:33.777499] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:33.794992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:33.795801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:33.795885] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:33.795918] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:33.835595] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:33.835789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:33.835835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:33.835866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:33.839192] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=6.68%) [2025-10-18T03:29:33.839454] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-10-18T03:29:33.839587] [INFO ] [sig ] TAP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:33.979491] [INFO ] [LOCAL ] Saved forecast: TAP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TAP.txt [2025-10-18T03:29:33.979802] [INFO ] [sig ] [1781/2083] Completed TAP in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:33.979862] [INFO ] [sig ] [1782/2083] Forecasting TBB... [2025-10-18T03:29:33.979894] [INFO ] [sig ] Generating forecast for: TBB [2025-10-18T03:29:33.979926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-10-18T03:29:33.989470] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TBB'. [2025-10-18T03:29:33.989786] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-10-18T03:29:34.014731] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:34.015404] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-10-18T03:29:34.015459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:34.015492] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:34.015519] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:34.015575] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:34.032261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:34.032830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:34.032914] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:34.032947] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:34.073544] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:34.073663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:34.073720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:34.073753] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:34.076895] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: DOWN (p=41.15%) [2025-10-18T03:29:34.077167] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-10-18T03:29:34.077308] [INFO ] [sig ] TBB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:34.216165] [INFO ] [LOCAL ] Saved forecast: TBB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TBB.txt [2025-10-18T03:29:34.216408] [INFO ] [sig ] [1782/2083] Completed TBB in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:34.216450] [INFO ] [sig ] [1783/2083] Forecasting TBBB... [2025-10-18T03:29:34.216480] [INFO ] [sig ] Generating forecast for: TBBB [2025-10-18T03:29:34.216518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'. [2025-10-18T03:29:34.225783] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TBBB'. [2025-10-18T03:29:34.226038] [INFO ] [FORECASTER] Starting predict_future for TBBB [2025-10-18T03:29:34.250702] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:34.251374] [DEBUG] [LOCAL ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt [2025-10-18T03:29:34.251428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:34.251460] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:34.251487] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:34.251545] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:34.268220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:34.268777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:34.268857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:34.268890] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:34.307146] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:34.307268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:34.307304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:34.307332] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:34.310546] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: UP (p=79.13%) [2025-10-18T03:29:34.310837] [INFO ] [FORECASTER] Completed predict_future for TBBB [2025-10-18T03:29:34.310979] [INFO ] [sig ] TBBB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:34.452879] [INFO ] [LOCAL ] Saved forecast: TBBB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TBBB.txt [2025-10-18T03:29:34.453113] [INFO ] [sig ] [1783/2083] Completed TBBB in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:34.453165] [INFO ] [sig ] [1784/2083] Forecasting TBI... [2025-10-18T03:29:34.453197] [INFO ] [sig ] Generating forecast for: TBI [2025-10-18T03:29:34.453227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-10-18T03:29:34.462002] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TBI'. [2025-10-18T03:29:34.462274] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-10-18T03:29:34.487224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:34.487995] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-10-18T03:29:34.488049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:34.488082] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:34.488109] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:34.488164] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:34.505218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:34.505783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:34.505868] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:34.505902] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:34.552257] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:34.552350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:34.552386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:34.552413] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:34.555498] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=61.31%) [2025-10-18T03:29:34.555788] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-10-18T03:29:34.555924] [INFO ] [sig ] TBI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:34.696077] [INFO ] [LOCAL ] Saved forecast: TBI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TBI.txt [2025-10-18T03:29:34.696311] [INFO ] [sig ] [1784/2083] Completed TBI in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:34.696356] [INFO ] [sig ] [1785/2083] Forecasting TBN... [2025-10-18T03:29:34.696387] [INFO ] [sig ] Generating forecast for: TBN [2025-10-18T03:29:34.696418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'. [2025-10-18T03:29:34.704901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TBN'. [2025-10-18T03:29:34.705197] [INFO ] [FORECASTER] Starting predict_future for TBN [2025-10-18T03:29:34.729867] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:34.730533] [DEBUG] [LOCAL ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt [2025-10-18T03:29:34.730587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:34.730619] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:34.730673] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:34.730752] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:34.747887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:34.748409] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:34.748489] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:34.748522] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:34.789345] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:34.789477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:34.789534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:34.789563] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:34.792832] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: DOWN (p=2.99%) [2025-10-18T03:29:34.793092] [INFO ] [FORECASTER] Completed predict_future for TBN [2025-10-18T03:29:34.793228] [INFO ] [sig ] TBN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:34.930337] [INFO ] [LOCAL ] Saved forecast: TBN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TBN.txt [2025-10-18T03:29:34.930546] [INFO ] [sig ] [1785/2083] Completed TBN in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:34.930588] [INFO ] [sig ] [1786/2083] Forecasting TCBX... [2025-10-18T03:29:34.930617] [INFO ] [sig ] Generating forecast for: TCBX [2025-10-18T03:29:34.930675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'. [2025-10-18T03:29:34.939761] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TCBX'. [2025-10-18T03:29:34.940023] [INFO ] [FORECASTER] Starting predict_future for TCBX [2025-10-18T03:29:34.964801] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:34.965469] [DEBUG] [LOCAL ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt [2025-10-18T03:29:34.965524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:34.965557] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:34.965584] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:34.965714] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:34.982483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:34.983093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:34.983170] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:34.983203] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:35.024477] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:35.024592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:35.024629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:35.024695] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:35.027893] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=97.96%) [2025-10-18T03:29:35.028168] [INFO ] [FORECASTER] Completed predict_future for TCBX [2025-10-18T03:29:35.028309] [INFO ] [sig ] TCBX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:35.169663] [INFO ] [LOCAL ] Saved forecast: TCBX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TCBX.txt [2025-10-18T03:29:35.169912] [INFO ] [sig ] [1786/2083] Completed TCBX in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:35.169965] [INFO ] [sig ] [1787/2083] Forecasting TD... [2025-10-18T03:29:35.169996] [INFO ] [sig ] Generating forecast for: TD [2025-10-18T03:29:35.170027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-10-18T03:29:35.178829] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TD'. [2025-10-18T03:29:35.179138] [INFO ] [FORECASTER] Starting predict_future for TD [2025-10-18T03:29:35.204045] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:35.204755] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-10-18T03:29:35.204827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:35.204873] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:35.204902] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:35.204973] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:35.221847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:35.222401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:35.222481] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:35.222514] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:35.265553] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:35.265664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:35.265721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:35.265754] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:35.268847] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=38.08%) [2025-10-18T03:29:35.269102] [INFO ] [FORECASTER] Completed predict_future for TD [2025-10-18T03:29:35.269240] [INFO ] [sig ] TD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:35.406430] [INFO ] [LOCAL ] Saved forecast: TD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TD.txt [2025-10-18T03:29:35.406683] [INFO ] [sig ] [1787/2083] Completed TD in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:35.406743] [INFO ] [sig ] [1788/2083] Forecasting TDC... [2025-10-18T03:29:35.406777] [INFO ] [sig ] Generating forecast for: TDC [2025-10-18T03:29:35.406807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-10-18T03:29:35.415962] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDC'. [2025-10-18T03:29:35.416220] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-10-18T03:29:35.440929] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:35.441593] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-10-18T03:29:35.441669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:35.441723] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:35.441754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:35.441810] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:35.458440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:35.459000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:35.459080] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:35.459114] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:35.507439] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:35.507575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:35.507613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:35.507668] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:35.510949] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=63.72%) [2025-10-18T03:29:35.511206] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-10-18T03:29:35.511345] [INFO ] [sig ] TDC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:35.651455] [INFO ] [LOCAL ] Saved forecast: TDC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TDC.txt [2025-10-18T03:29:35.651718] [INFO ] [sig ] [1788/2083] Completed TDC in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:35.651781] [INFO ] [sig ] [1789/2083] Forecasting TDF... [2025-10-18T03:29:35.651814] [INFO ] [sig ] Generating forecast for: TDF [2025-10-18T03:29:35.651846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-10-18T03:29:35.662206] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDF'. [2025-10-18T03:29:35.662554] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-10-18T03:29:35.688277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:35.689090] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-10-18T03:29:35.689144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:35.689178] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:35.689206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:35.689264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:35.707423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:35.708197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:35.708281] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:35.708314] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:35.745268] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:35.745438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:35.746088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:35.746129] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:35.750207] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-10-18T03:29:35.750486] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-10-18T03:29:35.750860] [INFO ] [sig ] TDF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:35.910109] [INFO ] [LOCAL ] Saved forecast: TDF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TDF.txt [2025-10-18T03:29:35.910421] [INFO ] [sig ] [1789/2083] Completed TDF in 0.3s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:35.910482] [INFO ] [sig ] [1790/2083] Forecasting TDG... [2025-10-18T03:29:35.910514] [INFO ] [sig ] Generating forecast for: TDG [2025-10-18T03:29:35.910546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-10-18T03:29:35.922783] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDG'. [2025-10-18T03:29:35.923312] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-10-18T03:29:35.953446] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:35.954620] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-10-18T03:29:35.954737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:35.954810] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:35.954859] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:35.954943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:35.976333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:35.977442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:35.977550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:35.977588] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:36.023431] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:36.023669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:36.023749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:36.023804] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:36.029413] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=8.82%) [2025-10-18T03:29:36.029961] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-10-18T03:29:36.030193] [INFO ] [sig ] TDG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:36.220197] [INFO ] [LOCAL ] Saved forecast: TDG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TDG.txt [2025-10-18T03:29:36.220625] [INFO ] [sig ] [1790/2083] Completed TDG in 0.3s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:36.220730] [INFO ] [sig ] [1791/2083] Forecasting TDOC... [2025-10-18T03:29:36.220789] [INFO ] [sig ] Generating forecast for: TDOC [2025-10-18T03:29:36.220844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-10-18T03:29:36.232575] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDOC'. [2025-10-18T03:29:36.233147] [INFO ] [FORECASTER] Starting predict_future for TDOC [2025-10-18T03:29:36.267346] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:36.268336] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-10-18T03:29:36.268401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:36.268441] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:36.268469] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:36.268555] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:36.289890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:36.290926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:36.291042] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:36.291089] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:36.340536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:36.340771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:36.340844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:36.340892] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:36.345989] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=53.76%) [2025-10-18T03:29:36.346433] [INFO ] [FORECASTER] Completed predict_future for TDOC [2025-10-18T03:29:36.346634] [INFO ] [sig ] TDOC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:36.520231] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TDOC.txt [2025-10-18T03:29:36.520487] [INFO ] [sig ] [1791/2083] Completed TDOC in 0.3s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:36.520530] [INFO ] [sig ] [1792/2083] Forecasting TDS... [2025-10-18T03:29:36.520560] [INFO ] [sig ] Generating forecast for: TDS [2025-10-18T03:29:36.520592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-10-18T03:29:36.530438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDS'. [2025-10-18T03:29:36.530919] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-10-18T03:29:36.558065] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:36.558936] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-10-18T03:29:36.558995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:36.559030] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:36.559060] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:36.559118] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:36.576958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:36.577575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:36.577682] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:36.577766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:36.621676] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:36.621874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:36.621920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:36.621978] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:36.626330] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=69.30%) [2025-10-18T03:29:36.626732] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-10-18T03:29:36.626903] [INFO ] [sig ] TDS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:36.777812] [INFO ] [LOCAL ] Saved forecast: TDS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TDS.txt [2025-10-18T03:29:36.778152] [INFO ] [sig ] [1792/2083] Completed TDS in 0.3s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:36.778202] [INFO ] [sig ] [1793/2083] Forecasting TDW... [2025-10-18T03:29:36.778235] [INFO ] [sig ] Generating forecast for: TDW [2025-10-18T03:29:36.778267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'. [2025-10-18T03:29:36.788159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDW'. [2025-10-18T03:29:36.788571] [INFO ] [FORECASTER] Starting predict_future for TDW [2025-10-18T03:29:36.816510] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:36.817337] [DEBUG] [LOCAL ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt [2025-10-18T03:29:36.817393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:36.817429] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:36.817459] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:36.817518] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:36.836070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:36.836838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:36.836927] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:36.836961] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:36.876490] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:36.876684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:36.876741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:36.876773] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:36.880183] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: UP (p=65.71%) [2025-10-18T03:29:36.880447] [INFO ] [FORECASTER] Completed predict_future for TDW [2025-10-18T03:29:36.880579] [INFO ] [sig ] TDW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:37.022833] [INFO ] [LOCAL ] Saved forecast: TDW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TDW.txt [2025-10-18T03:29:37.023067] [INFO ] [sig ] [1793/2083] Completed TDW in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:37.023110] [INFO ] [sig ] [1794/2083] Forecasting TDY... [2025-10-18T03:29:37.023140] [INFO ] [sig ] Generating forecast for: TDY [2025-10-18T03:29:37.023171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-10-18T03:29:37.033062] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDY'. [2025-10-18T03:29:37.033399] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-10-18T03:29:37.059752] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:37.060498] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-10-18T03:29:37.060554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:37.060587] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:37.060615] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:37.060715] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:37.079050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:37.079568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:37.079681] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:37.079738] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:37.123109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:37.123210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:37.123247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:37.123276] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:37.126469] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=33.72%) [2025-10-18T03:29:37.126773] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-10-18T03:29:37.126913] [INFO ] [sig ] TDY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:37.269080] [INFO ] [LOCAL ] Saved forecast: TDY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TDY.txt [2025-10-18T03:29:37.269293] [INFO ] [sig ] [1794/2083] Completed TDY in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:37.269335] [INFO ] [sig ] [1795/2083] Forecasting TEAF... [2025-10-18T03:29:37.269364] [INFO ] [sig ] Generating forecast for: TEAF [2025-10-18T03:29:37.269395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'. [2025-10-18T03:29:37.279101] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEAF'. [2025-10-18T03:29:37.279479] [INFO ] [FORECASTER] Starting predict_future for TEAF [2025-10-18T03:29:37.305909] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:37.306731] [DEBUG] [LOCAL ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt [2025-10-18T03:29:37.306789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:37.306824] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:37.306851] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:37.306908] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:37.324492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:37.325177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:37.325264] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:37.325299] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:37.362878] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:37.363036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:37.363076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:37.363104] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:37.366508] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: DOWN (p=7.95%) [2025-10-18T03:29:37.366824] [INFO ] [FORECASTER] Completed predict_future for TEAF [2025-10-18T03:29:37.366980] [INFO ] [sig ] TEAF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:37.518210] [INFO ] [LOCAL ] Saved forecast: TEAF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TEAF.txt [2025-10-18T03:29:37.518504] [INFO ] [sig ] [1795/2083] Completed TEAF in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:37.518550] [INFO ] [sig ] [1796/2083] Forecasting TECK... [2025-10-18T03:29:37.518581] [INFO ] [sig ] Generating forecast for: TECK [2025-10-18T03:29:37.518613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-10-18T03:29:37.528250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TECK'. [2025-10-18T03:29:37.528620] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-10-18T03:29:37.553508] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:37.554208] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-10-18T03:29:37.554262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:37.554301] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:37.554327] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:37.554383] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:37.571197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:37.571757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:37.571834] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:37.571867] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:37.605346] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:37.605437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:37.605472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:37.605499] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:37.608618] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=8.15%) [2025-10-18T03:29:37.608897] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-10-18T03:29:37.609026] [INFO ] [sig ] TECK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:37.745826] [INFO ] [LOCAL ] Saved forecast: TECK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TECK.txt [2025-10-18T03:29:37.746060] [INFO ] [sig ] [1796/2083] Completed TECK in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.2m [2025-10-18T03:29:37.746103] [INFO ] [sig ] [1797/2083] Forecasting TEF... [2025-10-18T03:29:37.746132] [INFO ] [sig ] Generating forecast for: TEF [2025-10-18T03:29:37.746163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-10-18T03:29:37.754553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEF'. [2025-10-18T03:29:37.754845] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-10-18T03:29:37.779377] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:37.780108] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-10-18T03:29:37.780162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:37.780195] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:37.780223] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:37.780279] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:37.797158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:37.797807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:37.797889] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:37.797922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:37.831489] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:37.831569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:37.831604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:37.831633] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:37.834936] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-10-18T03:29:37.835202] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-10-18T03:29:37.835328] [INFO ] [sig ] TEF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:37.983107] [INFO ] [LOCAL ] Saved forecast: TEF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TEF.txt [2025-10-18T03:29:37.983332] [INFO ] [sig ] [1797/2083] Completed TEF in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:37.983373] [INFO ] [sig ] [1798/2083] Forecasting TEI... [2025-10-18T03:29:37.983403] [INFO ] [sig ] Generating forecast for: TEI [2025-10-18T03:29:37.983435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-10-18T03:29:37.992303] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEI'. [2025-10-18T03:29:37.992595] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-10-18T03:29:38.017805] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:38.018544] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-10-18T03:29:38.018600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:38.018634] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:38.018702] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:38.018773] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:38.036716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:38.037249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:38.037327] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:38.037361] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:38.070478] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:38.070583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:38.070619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:38.070675] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:38.074057] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=86.21%) [2025-10-18T03:29:38.074405] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-10-18T03:29:38.074545] [INFO ] [sig ] TEI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:38.215833] [INFO ] [LOCAL ] Saved forecast: TEI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TEI.txt [2025-10-18T03:29:38.216029] [INFO ] [sig ] [1798/2083] Completed TEI in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:38.216071] [INFO ] [sig ] [1799/2083] Forecasting TEL... [2025-10-18T03:29:38.216101] [INFO ] [sig ] Generating forecast for: TEL [2025-10-18T03:29:38.216132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-10-18T03:29:38.224776] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEL'. [2025-10-18T03:29:38.225059] [INFO ] [FORECASTER] Starting predict_future for TEL [2025-10-18T03:29:38.250586] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:38.251332] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-10-18T03:29:38.251388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:38.251420] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:38.251499] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:38.251567] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:38.269526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:38.270098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:38.270178] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:38.270212] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:38.304144] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:38.304325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:38.304369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:38.304419] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:38.308132] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=29.86%) [2025-10-18T03:29:38.308428] [INFO ] [FORECASTER] Completed predict_future for TEL [2025-10-18T03:29:38.308570] [INFO ] [sig ] TEL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:38.445233] [INFO ] [LOCAL ] Saved forecast: TEL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TEL.txt [2025-10-18T03:29:38.445515] [INFO ] [sig ] [1799/2083] Completed TEL in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:38.445559] [INFO ] [sig ] [1800/2083] Forecasting TEN... [2025-10-18T03:29:38.445588] [INFO ] [sig ] Generating forecast for: TEN [2025-10-18T03:29:38.445619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'. [2025-10-18T03:29:38.455224] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEN'. [2025-10-18T03:29:38.455537] [INFO ] [FORECASTER] Starting predict_future for TEN [2025-10-18T03:29:38.480449] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:38.481205] [DEBUG] [LOCAL ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt [2025-10-18T03:29:38.481261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:38.481295] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:38.481322] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:38.481379] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:38.498253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:38.498914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:38.499000] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:38.499033] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:38.535005] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:38.535188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:38.535231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:38.535261] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:38.538840] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: UP (p=51.88%) [2025-10-18T03:29:38.539129] [INFO ] [FORECASTER] Completed predict_future for TEN [2025-10-18T03:29:38.539267] [INFO ] [sig ] TEN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:38.676148] [INFO ] [LOCAL ] Saved forecast: TEN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TEN.txt [2025-10-18T03:29:38.676380] [INFO ] [sig ] [1800/2083] Completed TEN in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:38.676423] [INFO ] [sig ] [1801/2083] Forecasting TEO... [2025-10-18T03:29:38.676452] [INFO ] [sig ] Generating forecast for: TEO [2025-10-18T03:29:38.676482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-10-18T03:29:38.685812] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEO'. [2025-10-18T03:29:38.686153] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-10-18T03:29:38.711741] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:38.712431] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-10-18T03:29:38.712490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:38.712527] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:38.712557] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:38.712615] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:38.729987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:38.730543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:38.730624] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:38.730701] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:38.766025] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:38.766122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:38.766160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:38.766191] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:38.769297] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-10-18T03:29:38.769565] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-10-18T03:29:38.769723] [INFO ] [sig ] TEO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:38.918569] [INFO ] [LOCAL ] Saved forecast: TEO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TEO.txt [2025-10-18T03:29:38.919008] [INFO ] [sig ] [1801/2083] Completed TEO in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:38.919069] [INFO ] [sig ] [1802/2083] Forecasting TEVA... [2025-10-18T03:29:38.919103] [INFO ] [sig ] Generating forecast for: TEVA [2025-10-18T03:29:38.919149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-10-18T03:29:38.929074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEVA'. [2025-10-18T03:29:38.929380] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-10-18T03:29:38.955717] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:38.956610] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-10-18T03:29:38.956702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:38.956747] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:38.956777] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:38.956836] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:38.977487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:38.978525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:38.978632] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:38.978710] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:39.019172] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:39.019430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:39.019510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:39.019556] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:39.025345] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=2.03%) [2025-10-18T03:29:39.025672] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-10-18T03:29:39.025833] [INFO ] [sig ] TEVA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:39.186691] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TEVA.txt [2025-10-18T03:29:39.186944] [INFO ] [sig ] [1802/2083] Completed TEVA in 0.3s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:39.186988] [INFO ] [sig ] [1803/2083] Forecasting TEX... [2025-10-18T03:29:39.187020] [INFO ] [sig ] Generating forecast for: TEX [2025-10-18T03:29:39.187053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-10-18T03:29:39.196496] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEX'. [2025-10-18T03:29:39.196845] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-10-18T03:29:39.225318] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:39.226137] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-10-18T03:29:39.226204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:39.226271] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:39.226324] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:39.226433] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:39.246169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:39.246896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:39.246980] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:39.247015] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:39.289559] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:39.289734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:39.289785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:39.289816] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:39.293777] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=59.19%) [2025-10-18T03:29:39.294090] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-10-18T03:29:39.294236] [INFO ] [sig ] TEX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:39.444426] [INFO ] [LOCAL ] Saved forecast: TEX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TEX.txt [2025-10-18T03:29:39.444701] [INFO ] [sig ] [1803/2083] Completed TEX in 0.3s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:39.444762] [INFO ] [sig ] [1804/2083] Forecasting TFC... [2025-10-18T03:29:39.444795] [INFO ] [sig ] Generating forecast for: TFC [2025-10-18T03:29:39.444827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-10-18T03:29:39.453557] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFC'. [2025-10-18T03:29:39.453864] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-10-18T03:29:39.479025] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:39.479797] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-10-18T03:29:39.479851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:39.479884] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:39.479911] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:39.479966] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:39.496561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:39.497174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:39.497254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:39.497288] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:39.533706] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:39.533857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:39.533898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:39.533927] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:39.537234] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=71.28%) [2025-10-18T03:29:39.537500] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-10-18T03:29:39.537628] [INFO ] [sig ] TFC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:39.681382] [INFO ] [LOCAL ] Saved forecast: TFC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TFC.txt [2025-10-18T03:29:39.681627] [INFO ] [sig ] [1804/2083] Completed TFC in 0.2s | 4.15 sym/s | Total: 7.2m | ETA: 1.1m [2025-10-18T03:29:39.681717] [INFO ] [sig ] [1805/2083] Forecasting TFII... [2025-10-18T03:29:39.681757] [INFO ] [sig ] Generating forecast for: TFII [2025-10-18T03:29:39.681799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-10-18T03:29:39.691315] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFII'. [2025-10-18T03:29:39.691634] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-10-18T03:29:39.717991] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:39.718719] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-10-18T03:29:39.718775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:39.718808] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:39.718835] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:39.718891] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:39.735479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:39.736048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:39.736155] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:39.736209] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:39.774528] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:39.774667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:39.774728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:39.774765] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:39.778758] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=8.13%) [2025-10-18T03:29:39.779029] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-10-18T03:29:39.779152] [INFO ] [sig ] TFII: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:39.917196] [INFO ] [LOCAL ] Saved forecast: TFII 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TFII.txt [2025-10-18T03:29:39.917428] [INFO ] [sig ] [1805/2083] Completed TFII in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:39.917470] [INFO ] [sig ] [1806/2083] Forecasting TFIN... [2025-10-18T03:29:39.917500] [INFO ] [sig ] Generating forecast for: TFIN [2025-10-18T03:29:39.917531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-10-18T03:29:39.925518] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFIN'. [2025-10-18T03:29:39.925843] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-10-18T03:29:39.950627] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:39.951333] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-10-18T03:29:39.951387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:39.951420] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:39.951448] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:39.951503] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:39.968452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:39.969109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:39.969215] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:39.969250] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:40.017253] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:40.017458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:40.017541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:40.017663] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:40.023695] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=18.59%) [2025-10-18T03:29:40.024226] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-10-18T03:29:40.024437] [INFO ] [sig ] TFIN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:40.178556] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TFIN.txt [2025-10-18T03:29:40.178829] [INFO ] [sig ] [1806/2083] Completed TFIN in 0.3s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:40.178889] [INFO ] [sig ] [1807/2083] Forecasting TFPM... [2025-10-18T03:29:40.178921] [INFO ] [sig ] Generating forecast for: TFPM [2025-10-18T03:29:40.178952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-10-18T03:29:40.187689] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFPM'. [2025-10-18T03:29:40.188015] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-10-18T03:29:40.212806] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:40.213480] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-10-18T03:29:40.213539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:40.213573] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:40.213601] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:40.213678] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:40.230701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:40.231221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:40.231301] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:40.231334] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:40.273376] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:40.273462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:40.273496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:40.273525] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:40.276603] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=88.85%) [2025-10-18T03:29:40.276889] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-10-18T03:29:40.277018] [INFO ] [sig ] TFPM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:40.413137] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TFPM.txt [2025-10-18T03:29:40.413315] [INFO ] [sig ] [1807/2083] Completed TFPM in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:40.413355] [INFO ] [sig ] [1808/2083] Forecasting TFX... [2025-10-18T03:29:40.413385] [INFO ] [sig ] Generating forecast for: TFX [2025-10-18T03:29:40.413415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'. [2025-10-18T03:29:40.422028] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFX'. [2025-10-18T03:29:40.422287] [INFO ] [FORECASTER] Starting predict_future for TFX [2025-10-18T03:29:40.446949] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:40.447595] [DEBUG] [LOCAL ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt [2025-10-18T03:29:40.447670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:40.447721] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:40.447789] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:40.447855] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:40.464564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:40.465106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:40.465182] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:40.465216] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:40.510916] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:40.511282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:40.511349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:40.511402] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:40.515483] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: DOWN (p=6.28%) [2025-10-18T03:29:40.515819] [INFO ] [FORECASTER] Completed predict_future for TFX [2025-10-18T03:29:40.516008] [INFO ] [sig ] TFX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:40.653840] [INFO ] [LOCAL ] Saved forecast: TFX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TFX.txt [2025-10-18T03:29:40.654087] [INFO ] [sig ] [1808/2083] Completed TFX in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:40.654163] [INFO ] [sig ] [1809/2083] Forecasting TG... [2025-10-18T03:29:40.654226] [INFO ] [sig ] Generating forecast for: TG [2025-10-18T03:29:40.654283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-10-18T03:29:40.663673] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TG'. [2025-10-18T03:29:40.663967] [INFO ] [FORECASTER] Starting predict_future for TG [2025-10-18T03:29:40.688997] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:40.689716] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-10-18T03:29:40.689772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:40.689805] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:40.689832] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:40.689888] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:40.706447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:40.707018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:40.707101] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:40.707134] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:40.740783] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:40.740859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:40.740895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:40.740923] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:40.743829] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=59.78%) [2025-10-18T03:29:40.744075] [INFO ] [FORECASTER] Completed predict_future for TG [2025-10-18T03:29:40.744204] [INFO ] [sig ] TG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:40.881183] [INFO ] [LOCAL ] Saved forecast: TG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TG.txt [2025-10-18T03:29:40.881388] [INFO ] [sig ] [1809/2083] Completed TG in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:40.881429] [INFO ] [sig ] [1810/2083] Forecasting TGLS... [2025-10-18T03:29:40.881458] [INFO ] [sig ] Generating forecast for: TGLS [2025-10-18T03:29:40.881488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-10-18T03:29:40.890257] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGLS'. [2025-10-18T03:29:40.890536] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-10-18T03:29:40.916724] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:40.917510] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-10-18T03:29:40.917567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:40.917601] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:40.917629] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:40.917725] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:40.935891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:40.936418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:40.936496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:40.936529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:40.975196] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:40.975280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:40.975317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:40.975346] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:40.978709] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=2.80%) [2025-10-18T03:29:40.978964] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-10-18T03:29:40.979088] [INFO ] [sig ] TGLS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:41.128283] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TGLS.txt [2025-10-18T03:29:41.128563] [INFO ] [sig ] [1810/2083] Completed TGLS in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:41.128625] [INFO ] [sig ] [1811/2083] Forecasting TGNA... [2025-10-18T03:29:41.128699] [INFO ] [sig ] Generating forecast for: TGNA [2025-10-18T03:29:41.128744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-10-18T03:29:41.137439] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGNA'. [2025-10-18T03:29:41.137750] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-10-18T03:29:41.163967] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:41.164683] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-10-18T03:29:41.164740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:41.164775] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:41.164804] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:41.164861] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:41.181922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:41.182431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:41.182506] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:41.182539] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:41.217400] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:41.217482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:41.217516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:41.217544] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:41.220581] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=20.88%) [2025-10-18T03:29:41.220860] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-10-18T03:29:41.220988] [INFO ] [sig ] TGNA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:41.357572] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TGNA.txt [2025-10-18T03:29:41.357813] [INFO ] [sig ] [1811/2083] Completed TGNA in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:41.357879] [INFO ] [sig ] [1812/2083] Forecasting TGS... [2025-10-18T03:29:41.357913] [INFO ] [sig ] Generating forecast for: TGS [2025-10-18T03:29:41.357944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-10-18T03:29:41.366089] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGS'. [2025-10-18T03:29:41.366359] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-10-18T03:29:41.391098] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:41.391801] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-10-18T03:29:41.391855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:41.391935] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:41.391971] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:41.392028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:41.409071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:41.409585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:41.409682] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:41.409736] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:41.445175] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:41.445255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:41.445289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:41.445316] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:41.449231] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=72.18%) [2025-10-18T03:29:41.449778] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-10-18T03:29:41.449975] [INFO ] [sig ] TGS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:41.587361] [INFO ] [LOCAL ] Saved forecast: TGS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TGS.txt [2025-10-18T03:29:41.587610] [INFO ] [sig ] [1812/2083] Completed TGS in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:41.587679] [INFO ] [sig ] [1813/2083] Forecasting TGT... [2025-10-18T03:29:41.587750] [INFO ] [sig ] Generating forecast for: TGT [2025-10-18T03:29:41.587816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'. [2025-10-18T03:29:41.596822] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGT'. [2025-10-18T03:29:41.597081] [INFO ] [FORECASTER] Starting predict_future for TGT [2025-10-18T03:29:41.621943] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:41.622598] [DEBUG] [LOCAL ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt [2025-10-18T03:29:41.622673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:41.622724] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:41.622754] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:41.622812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:41.639472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:41.640059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:41.640141] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:41.640174] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:41.678524] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:41.678625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:41.678697] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:41.678775] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:41.681931] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: UP (p=80.03%) [2025-10-18T03:29:41.682192] [INFO ] [FORECASTER] Completed predict_future for TGT [2025-10-18T03:29:41.682325] [INFO ] [sig ] TGT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:41.821029] [INFO ] [LOCAL ] Saved forecast: TGT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TGT.txt [2025-10-18T03:29:41.821304] [INFO ] [sig ] [1813/2083] Completed TGT in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:41.821348] [INFO ] [sig ] [1814/2083] Forecasting THC... [2025-10-18T03:29:41.821377] [INFO ] [sig ] Generating forecast for: THC [2025-10-18T03:29:41.821408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-10-18T03:29:41.830439] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THC'. [2025-10-18T03:29:41.830758] [INFO ] [FORECASTER] Starting predict_future for THC [2025-10-18T03:29:41.859923] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:41.860737] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-10-18T03:29:41.860794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:41.860828] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:41.860857] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:41.860915] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:41.878025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:41.878594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:41.878709] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:41.878763] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:41.915795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:41.915895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:41.915931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:41.915959] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:41.919099] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=51.35%) [2025-10-18T03:29:41.919367] [INFO ] [FORECASTER] Completed predict_future for THC [2025-10-18T03:29:41.919508] [INFO ] [sig ] THC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:42.066261] [INFO ] [LOCAL ] Saved forecast: THC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/THC.txt [2025-10-18T03:29:42.066499] [INFO ] [sig ] [1814/2083] Completed THC in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:42.066542] [INFO ] [sig ] [1815/2083] Forecasting THG... [2025-10-18T03:29:42.066572] [INFO ] [sig ] Generating forecast for: THG [2025-10-18T03:29:42.066602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-10-18T03:29:42.077198] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THG'. [2025-10-18T03:29:42.077772] [INFO ] [FORECASTER] Starting predict_future for THG [2025-10-18T03:29:42.111780] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:42.112983] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-10-18T03:29:42.113060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:42.113134] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:42.113208] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:42.113318] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:42.141070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:42.142011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:42.142113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:42.142156] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:42.182974] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:42.183146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:42.183189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:42.183218] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:42.186638] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=7.91%) [2025-10-18T03:29:42.186940] [INFO ] [FORECASTER] Completed predict_future for THG [2025-10-18T03:29:42.187076] [INFO ] [sig ] THG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:42.324018] [INFO ] [LOCAL ] Saved forecast: THG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/THG.txt [2025-10-18T03:29:42.324230] [INFO ] [sig ] [1815/2083] Completed THG in 0.3s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:42.324270] [INFO ] [sig ] [1816/2083] Forecasting THIR... [2025-10-18T03:29:42.324299] [INFO ] [sig ] Generating forecast for: THIR [2025-10-18T03:29:42.324330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'. [2025-10-18T03:29:42.331903] [DEBUG] [REMOTE ] Successfully parsed 1815 rows of historical data for symbol 'THIR'. [2025-10-18T03:29:42.332140] [INFO ] [FORECASTER] Starting predict_future for THIR [2025-10-18T03:29:42.356866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:42.357514] [DEBUG] [LOCAL ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt [2025-10-18T03:29:42.357567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:42.357598] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:42.357625] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:42.357713] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:42.374458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:42.375027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:42.375106] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:42.375138] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:42.408983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:42.409061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:42.409096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:42.409123] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:42.412037] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: UP (p=68.13%) [2025-10-18T03:29:42.412281] [INFO ] [FORECASTER] Completed predict_future for THIR [2025-10-18T03:29:42.412411] [INFO ] [sig ] THIR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:42.552005] [INFO ] [LOCAL ] Saved forecast: THIR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/THIR.txt [2025-10-18T03:29:42.552230] [INFO ] [sig ] [1816/2083] Completed THIR in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:42.552271] [INFO ] [sig ] [1817/2083] Forecasting THLV... [2025-10-18T03:29:42.552300] [INFO ] [sig ] Generating forecast for: THLV [2025-10-18T03:29:42.552332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'. [2025-10-18T03:29:42.559685] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'THLV'. [2025-10-18T03:29:42.559914] [INFO ] [FORECASTER] Starting predict_future for THLV [2025-10-18T03:29:42.585318] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:42.586120] [DEBUG] [LOCAL ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt [2025-10-18T03:29:42.586176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:42.586210] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:42.586240] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:42.586299] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:42.603865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:42.604392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:42.604472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:42.604507] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:42.641412] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:42.641491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:42.641524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:42.641552] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:42.644516] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: UP (p=58.60%) [2025-10-18T03:29:42.644805] [INFO ] [FORECASTER] Completed predict_future for THLV [2025-10-18T03:29:42.644940] [INFO ] [sig ] THLV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:42.785812] [INFO ] [LOCAL ] Saved forecast: THLV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/THLV.txt [2025-10-18T03:29:42.786056] [INFO ] [sig ] [1817/2083] Completed THLV in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:42.786114] [INFO ] [sig ] [1818/2083] Forecasting THO... [2025-10-18T03:29:42.786147] [INFO ] [sig ] Generating forecast for: THO [2025-10-18T03:29:42.786178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-10-18T03:29:42.796946] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THO'. [2025-10-18T03:29:42.797285] [INFO ] [FORECASTER] Starting predict_future for THO [2025-10-18T03:29:42.822954] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:42.823618] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-10-18T03:29:42.823697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:42.823740] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:42.823769] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:42.823826] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:42.840909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:42.841470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:42.841550] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:42.841583] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:42.880232] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:42.880335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:42.880372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:42.880416] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:42.883698] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=3.22%) [2025-10-18T03:29:42.883959] [INFO ] [FORECASTER] Completed predict_future for THO [2025-10-18T03:29:42.884523] [INFO ] [sig ] THO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:43.022917] [INFO ] [LOCAL ] Saved forecast: THO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/THO.txt [2025-10-18T03:29:43.023172] [INFO ] [sig ] [1818/2083] Completed THO in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:43.023234] [INFO ] [sig ] [1819/2083] Forecasting THQ... [2025-10-18T03:29:43.023285] [INFO ] [sig ] Generating forecast for: THQ [2025-10-18T03:29:43.023319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-10-18T03:29:43.032095] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THQ'. [2025-10-18T03:29:43.032359] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-10-18T03:29:43.057148] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:43.057907] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-10-18T03:29:43.057961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:43.057994] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:43.058021] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:43.058077] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:43.075088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:43.075612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:43.075716] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:43.075759] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:43.111882] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:43.111972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:43.112008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:43.112036] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:43.115109] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=13.45%) [2025-10-18T03:29:43.115360] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-10-18T03:29:43.115491] [INFO ] [sig ] THQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:43.253586] [INFO ] [LOCAL ] Saved forecast: THQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/THQ.txt [2025-10-18T03:29:43.253844] [INFO ] [sig ] [1819/2083] Completed THQ in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:43.253911] [INFO ] [sig ] [1820/2083] Forecasting THR... [2025-10-18T03:29:43.253945] [INFO ] [sig ] Generating forecast for: THR [2025-10-18T03:29:43.253977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'. [2025-10-18T03:29:43.262386] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THR'. [2025-10-18T03:29:43.262665] [INFO ] [FORECASTER] Starting predict_future for THR [2025-10-18T03:29:43.287705] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:43.288466] [DEBUG] [LOCAL ] No optimal features file found for THR: ./output/feature-sets/THR.txt [2025-10-18T03:29:43.288521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:43.288555] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:43.288583] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:43.288639] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:43.306046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:43.306620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:43.306724] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:43.306766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:43.340775] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:43.340857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:43.340893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:43.340938] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:43.343938] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: UP (p=74.08%) [2025-10-18T03:29:43.344193] [INFO ] [FORECASTER] Completed predict_future for THR [2025-10-18T03:29:43.344327] [INFO ] [sig ] THR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:43.506057] [INFO ] [LOCAL ] Saved forecast: THR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/THR.txt [2025-10-18T03:29:43.506315] [INFO ] [sig ] [1820/2083] Completed THR in 0.3s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:43.506359] [INFO ] [sig ] [1821/2083] Forecasting THS... [2025-10-18T03:29:43.506389] [INFO ] [sig ] Generating forecast for: THS [2025-10-18T03:29:43.506421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-10-18T03:29:43.515264] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THS'. [2025-10-18T03:29:43.515627] [INFO ] [FORECASTER] Starting predict_future for THS [2025-10-18T03:29:43.540990] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:43.541771] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-10-18T03:29:43.541827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:43.541861] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:43.541888] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:43.541944] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:43.559109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:43.559633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:43.559739] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:43.559776] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:43.600060] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:43.600193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:43.600259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:43.600312] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:43.603781] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=87.46%) [2025-10-18T03:29:43.604031] [INFO ] [FORECASTER] Completed predict_future for THS [2025-10-18T03:29:43.604158] [INFO ] [sig ] THS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:43.742697] [INFO ] [LOCAL ] Saved forecast: THS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/THS.txt [2025-10-18T03:29:43.742921] [INFO ] [sig ] [1821/2083] Completed THS in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.1m [2025-10-18T03:29:43.742981] [INFO ] [sig ] [1822/2083] Forecasting THW... [2025-10-18T03:29:43.743015] [INFO ] [sig ] Generating forecast for: THW [2025-10-18T03:29:43.743093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'. [2025-10-18T03:29:43.751760] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THW'. [2025-10-18T03:29:43.752044] [INFO ] [FORECASTER] Starting predict_future for THW [2025-10-18T03:29:43.776996] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:43.777709] [DEBUG] [LOCAL ] No optimal features file found for THW: ./output/feature-sets/THW.txt [2025-10-18T03:29:43.777786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:43.777828] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:43.777856] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:43.777914] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:43.794396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:43.795001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:43.795079] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:43.795112] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:43.827775] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:43.827883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:43.827918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:43.827946] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:43.830997] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: UP (p=86.89%) [2025-10-18T03:29:43.831249] [INFO ] [FORECASTER] Completed predict_future for THW [2025-10-18T03:29:43.831372] [INFO ] [sig ] THW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:43.970054] [INFO ] [LOCAL ] Saved forecast: THW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/THW.txt [2025-10-18T03:29:43.970267] [INFO ] [sig ] [1822/2083] Completed THW in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:43.970308] [INFO ] [sig ] [1823/2083] Forecasting TIMB... [2025-10-18T03:29:43.970338] [INFO ] [sig ] Generating forecast for: TIMB [2025-10-18T03:29:43.970371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-10-18T03:29:43.978848] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TIMB'. [2025-10-18T03:29:43.979111] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-10-18T03:29:44.003919] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:44.004584] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-10-18T03:29:44.004662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:44.004717] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:44.004748] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:44.004805] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:44.021637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:44.022206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:44.022285] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:44.022318] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:44.057061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:44.057155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:44.057190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:44.057218] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:44.060344] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: DOWN (p=12.95%) [2025-10-18T03:29:44.060604] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-10-18T03:29:44.060765] [INFO ] [sig ] TIMB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:44.199229] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TIMB.txt [2025-10-18T03:29:44.199439] [INFO ] [sig ] [1823/2083] Completed TIMB in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:44.199481] [INFO ] [sig ] [1824/2083] Forecasting TISI... [2025-10-18T03:29:44.199512] [INFO ] [sig ] Generating forecast for: TISI [2025-10-18T03:29:44.199542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'. [2025-10-18T03:29:44.208062] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'TISI'. [2025-10-18T03:29:44.208328] [INFO ] [FORECASTER] Starting predict_future for TISI [2025-10-18T03:29:44.233315] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:44.234084] [DEBUG] [LOCAL ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt [2025-10-18T03:29:44.234138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:44.234176] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:44.234204] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:44.234261] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:44.251412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:44.251964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:44.252042] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:44.252075] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:44.286368] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:44.286464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:44.286499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:44.286529] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:44.289721] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: UP (p=73.03%) [2025-10-18T03:29:44.289975] [INFO ] [FORECASTER] Completed predict_future for TISI [2025-10-18T03:29:44.290100] [INFO ] [sig ] TISI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:44.429429] [INFO ] [LOCAL ] Saved forecast: TISI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TISI.txt [2025-10-18T03:29:44.429630] [INFO ] [sig ] [1824/2083] Completed TISI in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:44.429707] [INFO ] [sig ] [1825/2083] Forecasting TIXT... [2025-10-18T03:29:44.429747] [INFO ] [sig ] Generating forecast for: TIXT [2025-10-18T03:29:44.429779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'. [2025-10-18T03:29:44.438239] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TIXT'. [2025-10-18T03:29:44.438504] [INFO ] [FORECASTER] Starting predict_future for TIXT [2025-10-18T03:29:44.463233] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:44.463964] [DEBUG] [LOCAL ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt [2025-10-18T03:29:44.464051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:44.464091] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:44.464120] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:44.464176] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:44.481219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:44.481787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:44.481867] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:44.481900] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:44.517399] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:44.517493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:44.517528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:44.517556] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:44.520811] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: DOWN (p=8.57%) [2025-10-18T03:29:44.521077] [INFO ] [FORECASTER] Completed predict_future for TIXT [2025-10-18T03:29:44.521206] [INFO ] [sig ] TIXT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:44.666000] [INFO ] [LOCAL ] Saved forecast: TIXT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TIXT.txt [2025-10-18T03:29:44.666323] [INFO ] [sig ] [1825/2083] Completed TIXT in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:44.666402] [INFO ] [sig ] [1826/2083] Forecasting TJX... [2025-10-18T03:29:44.666457] [INFO ] [sig ] Generating forecast for: TJX [2025-10-18T03:29:44.666493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-10-18T03:29:44.675728] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TJX'. [2025-10-18T03:29:44.676015] [INFO ] [FORECASTER] Starting predict_future for TJX [2025-10-18T03:29:44.701390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:44.702127] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-10-18T03:29:44.702184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:44.702219] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:44.702250] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:44.702309] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:44.719725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:44.720285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:44.720364] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:44.720399] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:44.756190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:44.756275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:44.756310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:44.756338] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:44.759423] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=47.72%) [2025-10-18T03:29:44.759719] [INFO ] [FORECASTER] Completed predict_future for TJX [2025-10-18T03:29:44.759862] [INFO ] [sig ] TJX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:44.900976] [INFO ] [LOCAL ] Saved forecast: TJX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TJX.txt [2025-10-18T03:29:44.901190] [INFO ] [sig ] [1826/2083] Completed TJX in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:44.901230] [INFO ] [sig ] [1827/2083] Forecasting TK... [2025-10-18T03:29:44.901260] [INFO ] [sig ] Generating forecast for: TK [2025-10-18T03:29:44.901290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-10-18T03:29:44.909248] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TK'. [2025-10-18T03:29:44.909570] [INFO ] [FORECASTER] Starting predict_future for TK [2025-10-18T03:29:44.935459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:44.936238] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-10-18T03:29:44.936294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:44.936328] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:44.936359] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:44.936418] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:44.953882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:44.954433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:44.954527] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:44.954590] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:44.989595] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:44.989718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:44.989765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:44.989796] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:44.992900] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=97.71%) [2025-10-18T03:29:44.993156] [INFO ] [FORECASTER] Completed predict_future for TK [2025-10-18T03:29:44.993283] [INFO ] [sig ] TK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:45.134472] [INFO ] [LOCAL ] Saved forecast: TK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TK.txt [2025-10-18T03:29:45.134748] [INFO ] [sig ] [1827/2083] Completed TK in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:45.134807] [INFO ] [sig ] [1828/2083] Forecasting TKC... [2025-10-18T03:29:45.134841] [INFO ] [sig ] Generating forecast for: TKC [2025-10-18T03:29:45.134871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-10-18T03:29:45.143362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TKC'. [2025-10-18T03:29:45.143633] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-10-18T03:29:45.168583] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:45.169329] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-10-18T03:29:45.169385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:45.169416] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:45.169445] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:45.169500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:45.186217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:45.186817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:45.186930] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:45.186968] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:45.223060] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:45.223151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:45.223188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:45.223216] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:45.226215] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=91.62%) [2025-10-18T03:29:45.226470] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-10-18T03:29:45.226597] [INFO ] [sig ] TKC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:45.363754] [INFO ] [LOCAL ] Saved forecast: TKC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TKC.txt [2025-10-18T03:29:45.363965] [INFO ] [sig ] [1828/2083] Completed TKC in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:45.364004] [INFO ] [sig ] [1829/2083] Forecasting TKO... [2025-10-18T03:29:45.364035] [INFO ] [sig ] Generating forecast for: TKO [2025-10-18T03:29:45.364064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-10-18T03:29:45.372689] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TKO'. [2025-10-18T03:29:45.372960] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-10-18T03:29:45.397366] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:45.398119] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-10-18T03:29:45.398174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:45.398206] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:45.398233] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:45.398288] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:45.415069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:45.415600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:45.415701] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:45.415748] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:45.450605] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:45.450704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:45.450749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:45.450778] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:45.453716] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=8.81%) [2025-10-18T03:29:45.453967] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-10-18T03:29:45.454093] [INFO ] [sig ] TKO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:45.590218] [INFO ] [LOCAL ] Saved forecast: TKO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TKO.txt [2025-10-18T03:29:45.590459] [INFO ] [sig ] [1829/2083] Completed TKO in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:45.590502] [INFO ] [sig ] [1830/2083] Forecasting TKR... [2025-10-18T03:29:45.590533] [INFO ] [sig ] Generating forecast for: TKR [2025-10-18T03:29:45.590565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'. [2025-10-18T03:29:45.599984] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TKR'. [2025-10-18T03:29:45.600372] [INFO ] [FORECASTER] Starting predict_future for TKR [2025-10-18T03:29:45.625357] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:45.626074] [DEBUG] [LOCAL ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt [2025-10-18T03:29:45.626128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:45.626161] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:45.626188] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:45.626245] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:45.644043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:45.644582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:45.644684] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:45.644739] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:45.683167] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:45.683363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:45.683407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:45.683438] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:45.687030] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: UP (p=96.84%) [2025-10-18T03:29:45.687306] [INFO ] [FORECASTER] Completed predict_future for TKR [2025-10-18T03:29:45.687460] [INFO ] [sig ] TKR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:45.834402] [INFO ] [LOCAL ] Saved forecast: TKR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TKR.txt [2025-10-18T03:29:45.834705] [INFO ] [sig ] [1830/2083] Completed TKR in 0.2s | 4.15 sym/s | Total: 7.3m | ETA: 1.0m [2025-10-18T03:29:45.834766] [INFO ] [sig ] [1831/2083] Forecasting TLK... [2025-10-18T03:29:45.834800] [INFO ] [sig ] Generating forecast for: TLK [2025-10-18T03:29:45.834831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-10-18T03:29:45.845592] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TLK'. [2025-10-18T03:29:45.845905] [INFO ] [FORECASTER] Starting predict_future for TLK [2025-10-18T03:29:45.871224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:45.871944] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-10-18T03:29:45.871997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:45.872030] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:45.872057] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:45.872112] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:45.888827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:45.889406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:45.889487] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:45.889520] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:45.931041] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:45.931131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:45.931166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:45.931193] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:45.935833] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=89.90%) [2025-10-18T03:29:45.936093] [INFO ] [FORECASTER] Completed predict_future for TLK [2025-10-18T03:29:45.936228] [INFO ] [sig ] TLK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:46.075577] [INFO ] [LOCAL ] Saved forecast: TLK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TLK.txt [2025-10-18T03:29:46.075862] [INFO ] [sig ] [1831/2083] Completed TLK in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 1.0m [2025-10-18T03:29:46.075917] [INFO ] [sig ] [1832/2083] Forecasting TLYS... [2025-10-18T03:29:46.075950] [INFO ] [sig ] Generating forecast for: TLYS [2025-10-18T03:29:46.075980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-10-18T03:29:46.085559] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TLYS'. [2025-10-18T03:29:46.085884] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-10-18T03:29:46.110660] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:46.111362] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-10-18T03:29:46.111416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:46.111449] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:46.111477] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:46.111533] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:46.128439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:46.129047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:46.129129] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:46.129163] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:46.169610] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:46.169739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:46.169782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:46.169811] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:46.172916] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=87.02%) [2025-10-18T03:29:46.173172] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-10-18T03:29:46.173312] [INFO ] [sig ] TLYS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:46.312610] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TLYS.txt [2025-10-18T03:29:46.312959] [INFO ] [sig ] [1832/2083] Completed TLYS in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 1.0m [2025-10-18T03:29:46.313015] [INFO ] [sig ] [1833/2083] Forecasting TM... [2025-10-18T03:29:46.313055] [INFO ] [sig ] Generating forecast for: TM [2025-10-18T03:29:46.313088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-10-18T03:29:46.322691] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TM'. [2025-10-18T03:29:46.322960] [INFO ] [FORECASTER] Starting predict_future for TM [2025-10-18T03:29:46.347757] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:46.348450] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-10-18T03:29:46.348506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:46.348540] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:46.348571] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:46.348628] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:46.366351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:46.366929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:46.367010] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:46.367045] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:46.408057] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:46.408153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:46.408190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:46.408221] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:46.411286] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-10-18T03:29:46.411544] [INFO ] [FORECASTER] Completed predict_future for TM [2025-10-18T03:29:46.411720] [INFO ] [sig ] TM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:46.551539] [INFO ] [LOCAL ] Saved forecast: TM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TM.txt [2025-10-18T03:29:46.551803] [INFO ] [sig ] [1833/2083] Completed TM in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 1.0m [2025-10-18T03:29:46.551862] [INFO ] [sig ] [1834/2083] Forecasting TME... [2025-10-18T03:29:46.551896] [INFO ] [sig ] Generating forecast for: TME [2025-10-18T03:29:46.551926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-10-18T03:29:46.564703] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TME'. [2025-10-18T03:29:46.565078] [INFO ] [FORECASTER] Starting predict_future for TME [2025-10-18T03:29:46.591002] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:46.591717] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-10-18T03:29:46.591777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:46.591812] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:46.591841] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:46.591901] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:46.609824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:46.610377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:46.610459] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:46.610514] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:46.652953] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:46.653041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:46.653078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:46.653107] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:46.656172] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=70.11%) [2025-10-18T03:29:46.656472] [INFO ] [FORECASTER] Completed predict_future for TME [2025-10-18T03:29:46.656623] [INFO ] [sig ] TME: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:46.795335] [INFO ] [LOCAL ] Saved forecast: TME 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TME.txt [2025-10-18T03:29:46.795589] [INFO ] [sig ] [1834/2083] Completed TME in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 1.0m [2025-10-18T03:29:46.795712] [INFO ] [sig ] [1835/2083] Forecasting TMHC... [2025-10-18T03:29:46.795754] [INFO ] [sig ] Generating forecast for: TMHC [2025-10-18T03:29:46.795787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-10-18T03:29:46.805543] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TMHC'. [2025-10-18T03:29:46.805911] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-10-18T03:29:46.830631] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:46.831315] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-10-18T03:29:46.831370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:46.831402] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:46.831429] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:46.831484] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:46.848114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:46.848671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:46.848754] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:46.848787] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:46.887356] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:46.887513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:46.887554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:46.887583] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:46.890966] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=21.33%) [2025-10-18T03:29:46.891233] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-10-18T03:29:46.891367] [INFO ] [sig ] TMHC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:47.027961] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TMHC.txt [2025-10-18T03:29:47.028188] [INFO ] [sig ] [1835/2083] Completed TMHC in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 59.8s [2025-10-18T03:29:47.028229] [INFO ] [sig ] [1836/2083] Forecasting TMO... [2025-10-18T03:29:47.028258] [INFO ] [sig ] Generating forecast for: TMO [2025-10-18T03:29:47.028288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'. [2025-10-18T03:29:47.037635] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TMO'. [2025-10-18T03:29:47.038044] [INFO ] [FORECASTER] Starting predict_future for TMO [2025-10-18T03:29:47.065211] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:47.065975] [DEBUG] [LOCAL ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt [2025-10-18T03:29:47.066032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:47.066066] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:47.066096] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:47.066155] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:47.083765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:47.084302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:47.084401] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:47.084438] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:47.125920] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:47.126002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:47.126037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:47.126065] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:47.129124] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: DOWN (p=32.35%) [2025-10-18T03:29:47.129381] [INFO ] [FORECASTER] Completed predict_future for TMO [2025-10-18T03:29:47.129521] [INFO ] [sig ] TMO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:47.269461] [INFO ] [LOCAL ] Saved forecast: TMO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TMO.txt [2025-10-18T03:29:47.269727] [INFO ] [sig ] [1836/2083] Completed TMO in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 59.5s [2025-10-18T03:29:47.269787] [INFO ] [sig ] [1837/2083] Forecasting TNC... [2025-10-18T03:29:47.269819] [INFO ] [sig ] Generating forecast for: TNC [2025-10-18T03:29:47.269850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-10-18T03:29:47.279094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNC'. [2025-10-18T03:29:47.279386] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-10-18T03:29:47.304535] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:47.305300] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-10-18T03:29:47.305374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:47.305437] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:47.305509] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:47.305605] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:47.322890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:47.323420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:47.323499] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:47.323534] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:47.361879] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:47.361971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:47.362010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:47.362040] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:47.365134] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=2.29%) [2025-10-18T03:29:47.365391] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-10-18T03:29:47.365537] [INFO ] [sig ] TNC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:47.510438] [INFO ] [LOCAL ] Saved forecast: TNC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TNC.txt [2025-10-18T03:29:47.510768] [INFO ] [sig ] [1837/2083] Completed TNC in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 59.3s [2025-10-18T03:29:47.510833] [INFO ] [sig ] [1838/2083] Forecasting TNET... [2025-10-18T03:29:47.510868] [INFO ] [sig ] Generating forecast for: TNET [2025-10-18T03:29:47.510904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'. [2025-10-18T03:29:47.520513] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNET'. [2025-10-18T03:29:47.520918] [INFO ] [FORECASTER] Starting predict_future for TNET [2025-10-18T03:29:47.547517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:47.548436] [DEBUG] [LOCAL ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt [2025-10-18T03:29:47.548513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:47.548549] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:47.548577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:47.548634] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:47.566120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:47.566720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:47.566804] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:47.566839] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:47.606709] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:47.606813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:47.606867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:47.606930] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:47.610271] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: DOWN (p=28.77%) [2025-10-18T03:29:47.610604] [INFO ] [FORECASTER] Completed predict_future for TNET [2025-10-18T03:29:47.610791] [INFO ] [sig ] TNET: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:47.752403] [INFO ] [LOCAL ] Saved forecast: TNET 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TNET.txt [2025-10-18T03:29:47.752625] [INFO ] [sig ] [1838/2083] Completed TNET in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 59.0s [2025-10-18T03:29:47.752707] [INFO ] [sig ] [1839/2083] Forecasting TNK... [2025-10-18T03:29:47.752754] [INFO ] [sig ] Generating forecast for: TNK [2025-10-18T03:29:47.752785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-10-18T03:29:47.762383] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNK'. [2025-10-18T03:29:47.762732] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-10-18T03:29:47.788313] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:47.789089] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-10-18T03:29:47.789144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:47.789180] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:47.789209] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:47.789267] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:47.806814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:47.807410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:47.807496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:47.807530] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:47.850957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:47.851055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:47.851093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:47.851123] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:47.854407] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=22.40%) [2025-10-18T03:29:47.854695] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-10-18T03:29:47.854868] [INFO ] [sig ] TNK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:47.997317] [INFO ] [LOCAL ] Saved forecast: TNK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TNK.txt [2025-10-18T03:29:47.997575] [INFO ] [sig ] [1839/2083] Completed TNK in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 58.8s [2025-10-18T03:29:47.997620] [INFO ] [sig ] [1840/2083] Forecasting TNL... [2025-10-18T03:29:47.997685] [INFO ] [sig ] Generating forecast for: TNL [2025-10-18T03:29:47.997774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-10-18T03:29:48.007600] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNL'. [2025-10-18T03:29:48.008109] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-10-18T03:29:48.034114] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:48.034934] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-10-18T03:29:48.034992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:48.035027] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:48.035058] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:48.035117] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:48.053085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:48.053620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:48.053725] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:48.053767] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:48.091250] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:48.091369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:48.091406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:48.091434] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:48.094631] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=94.61%) [2025-10-18T03:29:48.094926] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-10-18T03:29:48.095057] [INFO ] [sig ] TNL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:48.235197] [INFO ] [LOCAL ] Saved forecast: TNL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TNL.txt [2025-10-18T03:29:48.235423] [INFO ] [sig ] [1840/2083] Completed TNL in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 58.6s [2025-10-18T03:29:48.235465] [INFO ] [sig ] [1841/2083] Forecasting TOL... [2025-10-18T03:29:48.235494] [INFO ] [sig ] Generating forecast for: TOL [2025-10-18T03:29:48.235524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-10-18T03:29:48.245238] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TOL'. [2025-10-18T03:29:48.245506] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-10-18T03:29:48.274384] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:48.275179] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-10-18T03:29:48.275239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:48.275272] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:48.275299] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:48.275404] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:48.292607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:48.293190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:48.293268] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:48.293301] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:48.334014] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:48.334091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:48.334126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:48.334153] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:48.337153] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=60.95%) [2025-10-18T03:29:48.337419] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-10-18T03:29:48.337553] [INFO ] [sig ] TOL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:48.479053] [INFO ] [LOCAL ] Saved forecast: TOL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TOL.txt [2025-10-18T03:29:48.479275] [INFO ] [sig ] [1841/2083] Completed TOL in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 58.3s [2025-10-18T03:29:48.479315] [INFO ] [sig ] [1842/2083] Forecasting TOST... [2025-10-18T03:29:48.479345] [INFO ] [sig ] Generating forecast for: TOST [2025-10-18T03:29:48.479376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'. [2025-10-18T03:29:48.488560] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TOST'. [2025-10-18T03:29:48.488869] [INFO ] [FORECASTER] Starting predict_future for TOST [2025-10-18T03:29:48.513626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:48.514341] [DEBUG] [LOCAL ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt [2025-10-18T03:29:48.514395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:48.514426] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:48.514453] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:48.514508] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:48.531433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:48.532014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:48.532092] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:48.532125] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:48.573713] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:48.573825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:48.573862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:48.573894] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:48.577059] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: UP (p=95.14%) [2025-10-18T03:29:48.577321] [INFO ] [FORECASTER] Completed predict_future for TOST [2025-10-18T03:29:48.577455] [INFO ] [sig ] TOST: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:48.719618] [INFO ] [LOCAL ] Saved forecast: TOST 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TOST.txt [2025-10-18T03:29:48.719927] [INFO ] [sig ] [1842/2083] Completed TOST in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 58.1s [2025-10-18T03:29:48.719991] [INFO ] [sig ] [1843/2083] Forecasting TPB... [2025-10-18T03:29:48.720026] [INFO ] [sig ] Generating forecast for: TPB [2025-10-18T03:29:48.720060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-10-18T03:29:48.729626] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPB'. [2025-10-18T03:29:48.729959] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-10-18T03:29:48.755696] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:48.756416] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-10-18T03:29:48.756471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:48.756507] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:48.756537] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:48.756595] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:48.773933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:48.774474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:48.774573] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:48.774609] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:48.812587] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:48.812745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:48.812793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:48.812826] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:48.816154] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=92.14%) [2025-10-18T03:29:48.816426] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-10-18T03:29:48.816561] [INFO ] [sig ] TPB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:48.957182] [INFO ] [LOCAL ] Saved forecast: TPB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TPB.txt [2025-10-18T03:29:48.957419] [INFO ] [sig ] [1843/2083] Completed TPB in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 57.8s [2025-10-18T03:29:48.957463] [INFO ] [sig ] [1844/2083] Forecasting TPC... [2025-10-18T03:29:48.957497] [INFO ] [sig ] Generating forecast for: TPC [2025-10-18T03:29:48.957533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-10-18T03:29:48.966558] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPC'. [2025-10-18T03:29:48.966861] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-10-18T03:29:48.996329] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:48.997137] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-10-18T03:29:48.997194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:48.997229] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:48.997258] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:48.997316] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:49.015737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:49.016917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:49.017042] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:49.017079] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:49.054750] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:49.054934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:49.055058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:49.055100] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:49.061249] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=17.49%) [2025-10-18T03:29:49.061563] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-10-18T03:29:49.061738] [INFO ] [sig ] TPC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:49.208575] [INFO ] [LOCAL ] Saved forecast: TPC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TPC.txt [2025-10-18T03:29:49.208813] [INFO ] [sig ] [1844/2083] Completed TPC in 0.3s | 4.15 sym/s | Total: 7.4m | ETA: 57.6s [2025-10-18T03:29:49.208885] [INFO ] [sig ] [1845/2083] Forecasting TPH... [2025-10-18T03:29:49.208921] [INFO ] [sig ] Generating forecast for: TPH [2025-10-18T03:29:49.208952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-10-18T03:29:49.217690] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPH'. [2025-10-18T03:29:49.218010] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-10-18T03:29:49.243383] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:49.244125] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-10-18T03:29:49.244193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:49.244228] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:49.244257] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:49.244314] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:49.261944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:49.262487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:49.262567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:49.262602] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:49.298613] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:49.298741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:49.298796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:49.298834] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:49.301914] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=94.59%) [2025-10-18T03:29:49.302177] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-10-18T03:29:49.302311] [INFO ] [sig ] TPH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:49.443410] [INFO ] [LOCAL ] Saved forecast: TPH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TPH.txt [2025-10-18T03:29:49.443619] [INFO ] [sig ] [1845/2083] Completed TPH in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 57.4s [2025-10-18T03:29:49.443689] [INFO ] [sig ] [1846/2083] Forecasting TPL... [2025-10-18T03:29:49.443738] [INFO ] [sig ] Generating forecast for: TPL [2025-10-18T03:29:49.443770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-10-18T03:29:49.452545] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPL'. [2025-10-18T03:29:49.452819] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-10-18T03:29:49.477489] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:49.478227] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-10-18T03:29:49.478282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:49.478315] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:49.478343] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:49.478400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:49.495119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:49.495625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:49.495726] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:49.495765] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:49.531198] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:49.531290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:49.531326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:49.531355] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:49.534383] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=1.70%) [2025-10-18T03:29:49.534633] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-10-18T03:29:49.534802] [INFO ] [sig ] TPL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:49.672839] [INFO ] [LOCAL ] Saved forecast: TPL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TPL.txt [2025-10-18T03:29:49.673049] [INFO ] [sig ] [1846/2083] Completed TPL in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 57.1s [2025-10-18T03:29:49.673091] [INFO ] [sig ] [1847/2083] Forecasting TPR... [2025-10-18T03:29:49.673121] [INFO ] [sig ] Generating forecast for: TPR [2025-10-18T03:29:49.673158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'. [2025-10-18T03:29:49.681809] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPR'. [2025-10-18T03:29:49.682083] [INFO ] [FORECASTER] Starting predict_future for TPR [2025-10-18T03:29:49.707125] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:49.707855] [DEBUG] [LOCAL ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt [2025-10-18T03:29:49.707910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:49.707946] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:49.707978] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:49.708034] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:49.725211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:49.725768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:49.725847] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:49.725880] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:49.763402] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:49.763538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:49.763586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:49.763617] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:49.767022] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: DOWN (p=11.56%) [2025-10-18T03:29:49.767329] [INFO ] [FORECASTER] Completed predict_future for TPR [2025-10-18T03:29:49.767459] [INFO ] [sig ] TPR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:49.908116] [INFO ] [LOCAL ] Saved forecast: TPR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TPR.txt [2025-10-18T03:29:49.908358] [INFO ] [sig ] [1847/2083] Completed TPR in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 56.9s [2025-10-18T03:29:49.908404] [INFO ] [sig ] [1848/2083] Forecasting TPVG... [2025-10-18T03:29:49.908435] [INFO ] [sig ] Generating forecast for: TPVG [2025-10-18T03:29:49.908466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-10-18T03:29:49.917070] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPVG'. [2025-10-18T03:29:49.917345] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-10-18T03:29:49.942449] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:49.943164] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-10-18T03:29:49.943219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:49.943252] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:49.943280] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:49.943335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:49.960718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:49.961434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:49.961531] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:49.961595] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:49.994277] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:49.994362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:49.994398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:49.994426] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:49.997411] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=62.64%) [2025-10-18T03:29:49.997704] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-10-18T03:29:49.997865] [INFO ] [sig ] TPVG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:50.140836] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TPVG.txt [2025-10-18T03:29:50.141101] [INFO ] [sig ] [1848/2083] Completed TPVG in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 56.6s [2025-10-18T03:29:50.141144] [INFO ] [sig ] [1849/2083] Forecasting TPYP... [2025-10-18T03:29:50.141175] [INFO ] [sig ] Generating forecast for: TPYP [2025-10-18T03:29:50.141207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-10-18T03:29:50.150015] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPYP'. [2025-10-18T03:29:50.150316] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-10-18T03:29:50.176315] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:50.177120] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-10-18T03:29:50.177177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:50.177213] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:50.177244] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:50.177303] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:50.194729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:50.195482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:50.195570] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:50.195606] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:50.228385] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:50.228551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:50.228592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:50.228621] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:50.232053] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=91.06%) [2025-10-18T03:29:50.232327] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-10-18T03:29:50.232455] [INFO ] [sig ] TPYP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:50.372986] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TPYP.txt [2025-10-18T03:29:50.373198] [INFO ] [sig ] [1849/2083] Completed TPYP in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 56.4s [2025-10-18T03:29:50.373238] [INFO ] [sig ] [1850/2083] Forecasting TPZ... [2025-10-18T03:29:50.373268] [INFO ] [sig ] Generating forecast for: TPZ [2025-10-18T03:29:50.373298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-10-18T03:29:50.381516] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'TPZ'. [2025-10-18T03:29:50.381804] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-10-18T03:29:50.406553] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:50.407244] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-10-18T03:29:50.407298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:50.407331] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:50.407359] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:50.407416] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:50.424140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:50.424669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:50.424751] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:50.424796] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:50.454538] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:50.454629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:50.454701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:50.454742] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:50.457787] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-10-18T03:29:50.458044] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-10-18T03:29:50.458164] [INFO ] [sig ] TPZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:50.602103] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TPZ.txt [2025-10-18T03:29:50.602326] [INFO ] [sig ] [1850/2083] Completed TPZ in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 56.1s [2025-10-18T03:29:50.602368] [INFO ] [sig ] [1851/2083] Forecasting TR... [2025-10-18T03:29:50.602399] [INFO ] [sig ] Generating forecast for: TR [2025-10-18T03:29:50.602429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'. [2025-10-18T03:29:50.611161] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TR'. [2025-10-18T03:29:50.611490] [INFO ] [FORECASTER] Starting predict_future for TR [2025-10-18T03:29:50.636700] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:50.637394] [DEBUG] [LOCAL ] No optimal features file found for TR: ./output/feature-sets/TR.txt [2025-10-18T03:29:50.637447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:50.637481] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:50.637508] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:50.637564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:50.654595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:50.655194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:50.655276] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:50.655310] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:50.687896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:50.687996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:50.688031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:50.688059] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:50.691220] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: UP (p=98.69%) [2025-10-18T03:29:50.691471] [INFO ] [FORECASTER] Completed predict_future for TR [2025-10-18T03:29:50.691594] [INFO ] [sig ] TR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:50.835776] [INFO ] [LOCAL ] Saved forecast: TR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TR.txt [2025-10-18T03:29:50.835989] [INFO ] [sig ] [1851/2083] Completed TR in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 55.9s [2025-10-18T03:29:50.836031] [INFO ] [sig ] [1852/2083] Forecasting TRAK... [2025-10-18T03:29:50.836062] [INFO ] [sig ] Generating forecast for: TRAK [2025-10-18T03:29:50.836092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'. [2025-10-18T03:29:50.844196] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRAK'. [2025-10-18T03:29:50.844479] [INFO ] [FORECASTER] Starting predict_future for TRAK [2025-10-18T03:29:50.869701] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:50.870394] [DEBUG] [LOCAL ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt [2025-10-18T03:29:50.870462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:50.870494] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:50.870521] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:50.870577] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:50.887478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:50.888059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:50.888137] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:50.888170] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:50.923295] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:50.923397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:50.923433] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:50.923461] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:50.926544] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: UP (p=83.22%) [2025-10-18T03:29:50.926857] [INFO ] [FORECASTER] Completed predict_future for TRAK [2025-10-18T03:29:50.926997] [INFO ] [sig ] TRAK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:51.067020] [INFO ] [LOCAL ] Saved forecast: TRAK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TRAK.txt [2025-10-18T03:29:51.067219] [INFO ] [sig ] [1852/2083] Completed TRAK in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 55.7s [2025-10-18T03:29:51.067259] [INFO ] [sig ] [1853/2083] Forecasting TRC... [2025-10-18T03:29:51.067290] [INFO ] [sig ] Generating forecast for: TRC [2025-10-18T03:29:51.067322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-10-18T03:29:51.075840] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRC'. [2025-10-18T03:29:51.076138] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-10-18T03:29:51.100971] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:51.101677] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-10-18T03:29:51.101734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:51.101767] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:51.101794] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:51.101849] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:51.118713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:51.119251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:51.119328] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:51.119361] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:51.155827] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:51.155918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:51.155954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:51.155982] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:51.158996] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=58.26%) [2025-10-18T03:29:51.159247] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-10-18T03:29:51.159372] [INFO ] [sig ] TRC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:51.304320] [INFO ] [LOCAL ] Saved forecast: TRC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TRC.txt [2025-10-18T03:29:51.304615] [INFO ] [sig ] [1853/2083] Completed TRC in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 55.4s [2025-10-18T03:29:51.304882] [INFO ] [sig ] [1854/2083] Forecasting TREX... [2025-10-18T03:29:51.304944] [INFO ] [sig ] Generating forecast for: TREX [2025-10-18T03:29:51.304981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-10-18T03:29:51.315250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TREX'. [2025-10-18T03:29:51.315625] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-10-18T03:29:51.342019] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:51.342810] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-10-18T03:29:51.342869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:51.342905] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:51.342989] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:51.343058] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:51.360398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:51.361046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:51.361131] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:51.361166] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:51.400904] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:51.401081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:51.401126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:51.401157] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:51.404667] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: UP (p=65.10%) [2025-10-18T03:29:51.405005] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-10-18T03:29:51.405150] [INFO ] [sig ] TREX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:51.542929] [INFO ] [LOCAL ] Saved forecast: TREX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TREX.txt [2025-10-18T03:29:51.543162] [INFO ] [sig ] [1854/2083] Completed TREX in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 55.2s [2025-10-18T03:29:51.543204] [INFO ] [sig ] [1855/2083] Forecasting TRGP... [2025-10-18T03:29:51.543234] [INFO ] [sig ] Generating forecast for: TRGP [2025-10-18T03:29:51.543264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-10-18T03:29:51.552275] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRGP'. [2025-10-18T03:29:51.552564] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-10-18T03:29:51.577187] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:51.577945] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-10-18T03:29:51.577999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:51.578032] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:51.578059] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:51.578115] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:51.594935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:51.595455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:51.595533] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:51.595565] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:51.636062] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:51.636248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:51.636293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:51.636325] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:51.640313] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=98.41%) [2025-10-18T03:29:51.640612] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-10-18T03:29:51.640844] [INFO ] [sig ] TRGP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:51.782092] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TRGP.txt [2025-10-18T03:29:51.782321] [INFO ] [sig ] [1855/2083] Completed TRGP in 0.2s | 4.15 sym/s | Total: 7.4m | ETA: 54.9s [2025-10-18T03:29:51.782364] [INFO ] [sig ] [1856/2083] Forecasting TRN... [2025-10-18T03:29:51.782395] [INFO ] [sig ] Generating forecast for: TRN [2025-10-18T03:29:51.782426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-10-18T03:29:51.791090] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRN'. [2025-10-18T03:29:51.791361] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-10-18T03:29:51.817376] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:51.818428] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-10-18T03:29:51.818484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:51.818517] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:51.818546] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:51.818603] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:51.836682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:51.837272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:51.837352] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:51.837385] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:51.879029] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:51.879115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:51.879155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:51.879190] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:51.882264] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=18.58%) [2025-10-18T03:29:51.882510] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-10-18T03:29:51.882684] [INFO ] [sig ] TRN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:52.025087] [INFO ] [LOCAL ] Saved forecast: TRN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TRN.txt [2025-10-18T03:29:52.025331] [INFO ] [sig ] [1856/2083] Completed TRN in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 54.7s [2025-10-18T03:29:52.025387] [INFO ] [sig ] [1857/2083] Forecasting TRNO... [2025-10-18T03:29:52.025430] [INFO ] [sig ] Generating forecast for: TRNO [2025-10-18T03:29:52.025465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-10-18T03:29:52.034521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRNO'. [2025-10-18T03:29:52.034823] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-10-18T03:29:52.060578] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:52.061286] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-10-18T03:29:52.061341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:52.061375] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:52.061402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:52.061460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:52.079071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:52.079685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:52.079771] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:52.079819] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:52.115322] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:52.115426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:52.115462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:52.115490] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:52.121590] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: DOWN (p=18.91%) [2025-10-18T03:29:52.121875] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-10-18T03:29:52.122014] [INFO ] [sig ] TRNO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:52.259143] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TRNO.txt [2025-10-18T03:29:52.259328] [INFO ] [sig ] [1857/2083] Completed TRNO in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 54.5s [2025-10-18T03:29:52.259369] [INFO ] [sig ] [1858/2083] Forecasting TROX... [2025-10-18T03:29:52.259399] [INFO ] [sig ] Generating forecast for: TROX [2025-10-18T03:29:52.259428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-10-18T03:29:52.267915] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TROX'. [2025-10-18T03:29:52.268166] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-10-18T03:29:52.292814] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:52.293458] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-10-18T03:29:52.293510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:52.293542] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:52.293569] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:52.293624] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:52.310288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:52.310833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:52.310910] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:52.310943] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:52.347834] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:52.347915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:52.347950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:52.347978] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:52.350943] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=51.15%) [2025-10-18T03:29:52.351191] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-10-18T03:29:52.351311] [INFO ] [sig ] TROX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:52.487566] [INFO ] [LOCAL ] Saved forecast: TROX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TROX.txt [2025-10-18T03:29:52.487802] [INFO ] [sig ] [1858/2083] Completed TROX in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 54.2s [2025-10-18T03:29:52.487861] [INFO ] [sig ] [1859/2083] Forecasting TRP... [2025-10-18T03:29:52.487894] [INFO ] [sig ] Generating forecast for: TRP [2025-10-18T03:29:52.487924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-10-18T03:29:52.496697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRP'. [2025-10-18T03:29:52.496953] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-10-18T03:29:52.521567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:52.522247] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-10-18T03:29:52.522312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:52.522345] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:52.522373] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:52.522428] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:52.539018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:52.539520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:52.539598] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:52.539630] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:52.576117] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:52.576190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:52.576224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:52.576251] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:52.579225] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=23.73%) [2025-10-18T03:29:52.579468] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-10-18T03:29:52.579595] [INFO ] [sig ] TRP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:52.716247] [INFO ] [LOCAL ] Saved forecast: TRP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TRP.txt [2025-10-18T03:29:52.716455] [INFO ] [sig ] [1859/2083] Completed TRP in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 54.0s [2025-10-18T03:29:52.716495] [INFO ] [sig ] [1860/2083] Forecasting TRTX... [2025-10-18T03:29:52.716524] [INFO ] [sig ] Generating forecast for: TRTX [2025-10-18T03:29:52.716553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-10-18T03:29:52.725132] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRTX'. [2025-10-18T03:29:52.725389] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-10-18T03:29:52.750169] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:52.750859] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-10-18T03:29:52.750913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:52.750946] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:52.750972] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:52.751028] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:52.767958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:52.768525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:52.768604] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:52.768636] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:52.802683] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:52.802755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:52.802789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:52.802818] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:52.805768] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=92.83%) [2025-10-18T03:29:52.806015] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-10-18T03:29:52.806178] [INFO ] [sig ] TRTX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:52.943256] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TRTX.txt [2025-10-18T03:29:52.943463] [INFO ] [sig ] [1860/2083] Completed TRTX in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 53.7s [2025-10-18T03:29:52.943504] [INFO ] [sig ] [1861/2083] Forecasting TRU... [2025-10-18T03:29:52.943533] [INFO ] [sig ] Generating forecast for: TRU [2025-10-18T03:29:52.943569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'. [2025-10-18T03:29:52.951915] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRU'. [2025-10-18T03:29:52.952169] [INFO ] [FORECASTER] Starting predict_future for TRU [2025-10-18T03:29:52.976723] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:52.977436] [DEBUG] [LOCAL ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt [2025-10-18T03:29:52.977490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:52.977522] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:52.977549] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:52.977605] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:52.994229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:52.994778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:52.994857] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:52.994889] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:53.030815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:53.030893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:53.030927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:53.030954] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:53.033881] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=39.80%) [2025-10-18T03:29:53.034123] [INFO ] [FORECASTER] Completed predict_future for TRU [2025-10-18T03:29:53.034254] [INFO ] [sig ] TRU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:53.171064] [INFO ] [LOCAL ] Saved forecast: TRU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TRU.txt [2025-10-18T03:29:53.171275] [INFO ] [sig ] [1861/2083] Completed TRU in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 53.5s [2025-10-18T03:29:53.171315] [INFO ] [sig ] [1862/2083] Forecasting TRV... [2025-10-18T03:29:53.171344] [INFO ] [sig ] Generating forecast for: TRV [2025-10-18T03:29:53.171375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'. [2025-10-18T03:29:53.179438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRV'. [2025-10-18T03:29:53.179714] [INFO ] [FORECASTER] Starting predict_future for TRV [2025-10-18T03:29:53.204125] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:53.204810] [DEBUG] [LOCAL ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt [2025-10-18T03:29:53.204865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:53.204898] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:53.204926] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:53.204982] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:53.221725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:53.222243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:53.222325] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:53.222357] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:53.259316] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:53.259393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:53.259427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:53.259455] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:53.262425] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: UP (p=59.07%) [2025-10-18T03:29:53.262698] [INFO ] [FORECASTER] Completed predict_future for TRV [2025-10-18T03:29:53.262872] [INFO ] [sig ] TRV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:53.399572] [INFO ] [LOCAL ] Saved forecast: TRV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TRV.txt [2025-10-18T03:29:53.399806] [INFO ] [sig ] [1862/2083] Completed TRV in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 53.2s [2025-10-18T03:29:53.399869] [INFO ] [sig ] [1863/2083] Forecasting TS... [2025-10-18T03:29:53.399901] [INFO ] [sig ] Generating forecast for: TS [2025-10-18T03:29:53.399931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-10-18T03:29:53.408255] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TS'. [2025-10-18T03:29:53.408513] [INFO ] [FORECASTER] Starting predict_future for TS [2025-10-18T03:29:53.433321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:53.434009] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-10-18T03:29:53.434063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:53.434096] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:53.434123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:53.434179] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:53.451008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:53.451514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:53.451590] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:53.451623] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:53.486163] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:53.486239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:53.486273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:53.486300] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:53.489263] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=67.74%) [2025-10-18T03:29:53.489513] [INFO ] [FORECASTER] Completed predict_future for TS [2025-10-18T03:29:53.489679] [INFO ] [sig ] TS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:53.686714] [INFO ] [LOCAL ] Saved forecast: TS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TS.txt [2025-10-18T03:29:53.686914] [INFO ] [sig ] [1863/2083] Completed TS in 0.3s | 4.15 sym/s | Total: 7.5m | ETA: 53.0s [2025-10-18T03:29:53.686957] [INFO ] [sig ] [1864/2083] Forecasting TSE... [2025-10-18T03:29:53.686988] [INFO ] [sig ] Generating forecast for: TSE [2025-10-18T03:29:53.687066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'. [2025-10-18T03:29:53.695196] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSE'. [2025-10-18T03:29:53.695440] [INFO ] [FORECASTER] Starting predict_future for TSE [2025-10-18T03:29:53.720152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:53.720916] [DEBUG] [LOCAL ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt [2025-10-18T03:29:53.720971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:53.721003] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:53.721031] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:53.721088] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:53.738396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:53.738959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:53.739037] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:53.739070] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:53.775418] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:53.775495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:53.775529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:53.775557] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:53.778572] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: UP (p=64.76%) [2025-10-18T03:29:53.778851] [INFO ] [FORECASTER] Completed predict_future for TSE [2025-10-18T03:29:53.778987] [INFO ] [sig ] TSE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:53.917210] [INFO ] [LOCAL ] Saved forecast: TSE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TSE.txt [2025-10-18T03:29:53.917386] [INFO ] [sig ] [1864/2083] Completed TSE in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 52.8s [2025-10-18T03:29:53.917426] [INFO ] [sig ] [1865/2083] Forecasting TSI... [2025-10-18T03:29:53.917457] [INFO ] [sig ] Generating forecast for: TSI [2025-10-18T03:29:53.917487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-10-18T03:29:53.925825] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSI'. [2025-10-18T03:29:53.926080] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-10-18T03:29:53.950632] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:53.951324] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-10-18T03:29:53.951377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:53.951409] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:53.951437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:53.951492] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:53.968387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:53.968969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:53.969049] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:53.969081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:54.003829] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:54.003951] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:54.003989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:54.004019] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:54.007370] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=57.67%) [2025-10-18T03:29:54.007674] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-10-18T03:29:54.007845] [INFO ] [sig ] TSI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:54.145175] [INFO ] [LOCAL ] Saved forecast: TSI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TSI.txt [2025-10-18T03:29:54.145354] [INFO ] [sig ] [1865/2083] Completed TSI in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 52.5s [2025-10-18T03:29:54.145396] [INFO ] [sig ] [1866/2083] Forecasting TSLX... [2025-10-18T03:29:54.145426] [INFO ] [sig ] Generating forecast for: TSLX [2025-10-18T03:29:54.145457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-10-18T03:29:54.154017] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSLX'. [2025-10-18T03:29:54.154282] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-10-18T03:29:54.178852] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:54.179514] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-10-18T03:29:54.179568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:54.179614] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:54.179669] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:54.179750] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:54.196814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:54.197322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:54.197397] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:54.197429] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:54.234506] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:54.234587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:54.234621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:54.234680] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:54.237683] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=25.72%) [2025-10-18T03:29:54.237961] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-10-18T03:29:54.238093] [INFO ] [sig ] TSLX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:54.375195] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TSLX.txt [2025-10-18T03:29:54.375375] [INFO ] [sig ] [1866/2083] Completed TSLX in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 52.3s [2025-10-18T03:29:54.375414] [INFO ] [sig ] [1867/2083] Forecasting TSM... [2025-10-18T03:29:54.375444] [INFO ] [sig ] Generating forecast for: TSM [2025-10-18T03:29:54.375473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-10-18T03:29:54.384094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSM'. [2025-10-18T03:29:54.384355] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-10-18T03:29:54.408817] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:54.409465] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-10-18T03:29:54.409551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:54.409590] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:54.409619] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:54.409704] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:54.426545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:54.427139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:54.427219] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:54.427252] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:54.464388] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:54.464468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:54.464503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:54.464531] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:54.467559] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=59.16%) [2025-10-18T03:29:54.467881] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-10-18T03:29:54.468014] [INFO ] [sig ] TSM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:54.605972] [INFO ] [LOCAL ] Saved forecast: TSM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TSM.txt [2025-10-18T03:29:54.606152] [INFO ] [sig ] [1867/2083] Completed TSM in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 52.0s [2025-10-18T03:29:54.606192] [INFO ] [sig ] [1868/2083] Forecasting TSN... [2025-10-18T03:29:54.606222] [INFO ] [sig ] Generating forecast for: TSN [2025-10-18T03:29:54.606252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-10-18T03:29:54.614520] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSN'. [2025-10-18T03:29:54.614787] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-10-18T03:29:54.639390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:54.640166] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-10-18T03:29:54.640219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:54.640253] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:54.640282] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:54.640338] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:54.656983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:54.657488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:54.657563] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:54.657596] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:54.694229] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:54.694307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:54.694341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:54.694369] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:54.697286] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=15.42%) [2025-10-18T03:29:54.697531] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-10-18T03:29:54.697686] [INFO ] [sig ] TSN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:54.834768] [INFO ] [LOCAL ] Saved forecast: TSN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TSN.txt [2025-10-18T03:29:54.834950] [INFO ] [sig ] [1868/2083] Completed TSN in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 51.8s [2025-10-18T03:29:54.834990] [INFO ] [sig ] [1869/2083] Forecasting TSQ... [2025-10-18T03:29:54.835020] [INFO ] [sig ] Generating forecast for: TSQ [2025-10-18T03:29:54.835050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-10-18T03:29:54.843336] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSQ'. [2025-10-18T03:29:54.843589] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-10-18T03:29:54.868197] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:54.868898] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-10-18T03:29:54.868952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:54.868984] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:54.869011] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:54.869066] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:54.885678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:54.886195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:54.886271] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:54.886304] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:54.923452] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:54.923531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:54.923565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:54.923594] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:54.926577] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=42.91%) [2025-10-18T03:29:54.926858] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-10-18T03:29:54.927012] [INFO ] [sig ] TSQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:55.065324] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TSQ.txt [2025-10-18T03:29:55.065512] [INFO ] [sig ] [1869/2083] Completed TSQ in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 51.6s [2025-10-18T03:29:55.065553] [INFO ] [sig ] [1870/2083] Forecasting TT... [2025-10-18T03:29:55.065583] [INFO ] [sig ] Generating forecast for: TT [2025-10-18T03:29:55.065613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'. [2025-10-18T03:29:55.073573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TT'. [2025-10-18T03:29:55.073853] [INFO ] [FORECASTER] Starting predict_future for TT [2025-10-18T03:29:55.098324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:55.099061] [DEBUG] [LOCAL ] No optimal features file found for TT: ./output/feature-sets/TT.txt [2025-10-18T03:29:55.099115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:55.099148] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:55.099176] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:55.099232] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:55.116429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:55.117190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:55.117302] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:55.117341] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:55.158234] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:55.158321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:55.158356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:55.158384] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:55.161425] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-10-18T03:29:55.161709] [INFO ] [FORECASTER] Completed predict_future for TT [2025-10-18T03:29:55.161846] [INFO ] [sig ] TT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:55.300112] [INFO ] [LOCAL ] Saved forecast: TT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TT.txt [2025-10-18T03:29:55.300296] [INFO ] [sig ] [1870/2083] Completed TT in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 51.3s [2025-10-18T03:29:55.300337] [INFO ] [sig ] [1871/2083] Forecasting TTC... [2025-10-18T03:29:55.300369] [INFO ] [sig ] Generating forecast for: TTC [2025-10-18T03:29:55.300399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-10-18T03:29:55.309161] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TTC'. [2025-10-18T03:29:55.309419] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-10-18T03:29:55.334029] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:55.334730] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-10-18T03:29:55.334785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:55.334818] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:55.334844] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:55.334910] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:55.351948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:55.352457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:55.352533] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:55.352566] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:55.397457] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:55.397539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:55.397572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:55.397600] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:55.400634] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=6.53%) [2025-10-18T03:29:55.400922] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-10-18T03:29:55.401055] [INFO ] [sig ] TTC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:55.538398] [INFO ] [LOCAL ] Saved forecast: TTC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TTC.txt [2025-10-18T03:29:55.538591] [INFO ] [sig ] [1871/2083] Completed TTC in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 51.1s [2025-10-18T03:29:55.538632] [INFO ] [sig ] [1872/2083] Forecasting TTE... [2025-10-18T03:29:55.538702] [INFO ] [sig ] Generating forecast for: TTE [2025-10-18T03:29:55.538744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-10-18T03:29:55.547165] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TTE'. [2025-10-18T03:29:55.547421] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-10-18T03:29:55.571955] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:55.572699] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-10-18T03:29:55.572754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:55.572787] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:55.572813] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:55.572868] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:55.589521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:55.590065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:55.590142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:55.590175] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:55.624054] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:55.624131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:55.624165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:55.624193] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:55.627109] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=47.46%) [2025-10-18T03:29:55.627353] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-10-18T03:29:55.627485] [INFO ] [sig ] TTE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:55.765075] [INFO ] [LOCAL ] Saved forecast: TTE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TTE.txt [2025-10-18T03:29:55.765253] [INFO ] [sig ] [1872/2083] Completed TTE in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 50.8s [2025-10-18T03:29:55.765294] [INFO ] [sig ] [1873/2083] Forecasting TTI... [2025-10-18T03:29:55.765324] [INFO ] [sig ] Generating forecast for: TTI [2025-10-18T03:29:55.765353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-10-18T03:29:55.773836] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TTI'. [2025-10-18T03:29:55.774094] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-10-18T03:29:55.798850] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:55.799511] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-10-18T03:29:55.799565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:55.799612] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:55.799662] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:55.799746] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:55.816756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:55.817266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:55.817343] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:55.817376] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:55.852782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:55.852864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:55.852898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:55.852926] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:55.857419] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=93.77%) [2025-10-18T03:29:55.857694] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-10-18T03:29:55.857853] [INFO ] [sig ] TTI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:55.995312] [INFO ] [LOCAL ] Saved forecast: TTI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TTI.txt [2025-10-18T03:29:55.995514] [INFO ] [sig ] [1873/2083] Completed TTI in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 50.6s [2025-10-18T03:29:55.995555] [INFO ] [sig ] [1874/2083] Forecasting TU... [2025-10-18T03:29:55.995585] [INFO ] [sig ] Generating forecast for: TU [2025-10-18T03:29:55.995616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'. [2025-10-18T03:29:56.004313] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TU'. [2025-10-18T03:29:56.004664] [INFO ] [FORECASTER] Starting predict_future for TU [2025-10-18T03:29:56.029259] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:56.029958] [DEBUG] [LOCAL ] No optimal features file found for TU: ./output/feature-sets/TU.txt [2025-10-18T03:29:56.030012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:56.030044] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:56.030070] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:56.030126] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:56.047075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:56.047582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:56.047679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:56.047749] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:56.081205] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:56.081280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:56.081314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:56.081341] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:56.084266] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=2.82%) [2025-10-18T03:29:56.084515] [INFO ] [FORECASTER] Completed predict_future for TU [2025-10-18T03:29:56.084673] [INFO ] [sig ] TU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:56.221778] [INFO ] [LOCAL ] Saved forecast: TU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TU.txt [2025-10-18T03:29:56.221964] [INFO ] [sig ] [1874/2083] Completed TU in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 50.3s [2025-10-18T03:29:56.222005] [INFO ] [sig ] [1875/2083] Forecasting TUYA... [2025-10-18T03:29:56.222034] [INFO ] [sig ] Generating forecast for: TUYA [2025-10-18T03:29:56.222064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'. [2025-10-18T03:29:56.230295] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TUYA'. [2025-10-18T03:29:56.230557] [INFO ] [FORECASTER] Starting predict_future for TUYA [2025-10-18T03:29:56.255071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:56.255753] [DEBUG] [LOCAL ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt [2025-10-18T03:29:56.255807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:56.255840] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:56.255867] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:56.255924] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:56.272742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:56.273253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:56.273331] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:56.273364] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:56.308796] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:56.308870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:56.308904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:56.308932] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:56.311850] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=89.58%) [2025-10-18T03:29:56.312099] [INFO ] [FORECASTER] Completed predict_future for TUYA [2025-10-18T03:29:56.312237] [INFO ] [sig ] TUYA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:56.450090] [INFO ] [LOCAL ] Saved forecast: TUYA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TUYA.txt [2025-10-18T03:29:56.450278] [INFO ] [sig ] [1875/2083] Completed TUYA in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 50.1s [2025-10-18T03:29:56.450318] [INFO ] [sig ] [1876/2083] Forecasting TV... [2025-10-18T03:29:56.450349] [INFO ] [sig ] Generating forecast for: TV [2025-10-18T03:29:56.450380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'. [2025-10-18T03:29:56.458796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TV'. [2025-10-18T03:29:56.459080] [INFO ] [FORECASTER] Starting predict_future for TV [2025-10-18T03:29:56.483884] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:56.484572] [DEBUG] [LOCAL ] No optimal features file found for TV: ./output/feature-sets/TV.txt [2025-10-18T03:29:56.484625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:56.484691] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:56.484734] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:56.484791] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:56.501527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:56.502065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:56.502143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:56.502175] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:56.536669] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:56.536749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:56.536783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:56.536810] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:56.539794] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: DOWN (p=1.41%) [2025-10-18T03:29:56.540043] [INFO ] [FORECASTER] Completed predict_future for TV [2025-10-18T03:29:56.540173] [INFO ] [sig ] TV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:56.678077] [INFO ] [LOCAL ] Saved forecast: TV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TV.txt [2025-10-18T03:29:56.678263] [INFO ] [sig ] [1876/2083] Completed TV in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 49.9s [2025-10-18T03:29:56.678347] [INFO ] [sig ] [1877/2083] Forecasting TVC... [2025-10-18T03:29:56.678385] [INFO ] [sig ] Generating forecast for: TVC [2025-10-18T03:29:56.678416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-10-18T03:29:56.686296] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'TVC'. [2025-10-18T03:29:56.686539] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-10-18T03:29:56.711285] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:56.711986] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-10-18T03:29:56.712041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:56.712073] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:56.712101] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:56.712156] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:56.729144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:56.729737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:56.729818] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:56.729851] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:56.765109] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:56.765191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:56.765226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:56.765254] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:56.770716] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=73.19%) [2025-10-18T03:29:56.771017] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-10-18T03:29:56.771168] [INFO ] [sig ] TVC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:56.909494] [INFO ] [LOCAL ] Saved forecast: TVC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TVC.txt [2025-10-18T03:29:56.909730] [INFO ] [sig ] [1877/2083] Completed TVC in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 49.6s [2025-10-18T03:29:56.909789] [INFO ] [sig ] [1878/2083] Forecasting TVE... [2025-10-18T03:29:56.909822] [INFO ] [sig ] Generating forecast for: TVE [2025-10-18T03:29:56.909853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-10-18T03:29:56.918070] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TVE'. [2025-10-18T03:29:56.918310] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-10-18T03:29:56.943151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:56.943915] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-10-18T03:29:56.943970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:56.944003] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:56.944030] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:56.944086] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:56.960826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:56.961334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:56.961410] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:56.961444] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:56.995425] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:56.995518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:56.995553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:56.995580] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:56.998580] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=79.51%) [2025-10-18T03:29:56.998863] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-10-18T03:29:56.998999] [INFO ] [sig ] TVE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:57.137171] [INFO ] [LOCAL ] Saved forecast: TVE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TVE.txt [2025-10-18T03:29:57.137382] [INFO ] [sig ] [1878/2083] Completed TVE in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 49.4s [2025-10-18T03:29:57.137423] [INFO ] [sig ] [1879/2083] Forecasting TWI... [2025-10-18T03:29:57.137452] [INFO ] [sig ] Generating forecast for: TWI [2025-10-18T03:29:57.137482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-10-18T03:29:57.145824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWI'. [2025-10-18T03:29:57.146076] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-10-18T03:29:57.170807] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:57.171456] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-10-18T03:29:57.171509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:57.171541] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:57.171568] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:57.171631] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:57.188767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:57.189288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:57.189363] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:57.189395] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:57.224213] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:57.224337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:57.224374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:57.224403] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:57.227605] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=83.60%) [2025-10-18T03:29:57.227924] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-10-18T03:29:57.228056] [INFO ] [sig ] TWI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:57.365183] [INFO ] [LOCAL ] Saved forecast: TWI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TWI.txt [2025-10-18T03:29:57.365389] [INFO ] [sig ] [1879/2083] Completed TWI in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 49.1s [2025-10-18T03:29:57.365429] [INFO ] [sig ] [1880/2083] Forecasting TWLO... [2025-10-18T03:29:57.365458] [INFO ] [sig ] Generating forecast for: TWLO [2025-10-18T03:29:57.365489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-10-18T03:29:57.374001] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWLO'. [2025-10-18T03:29:57.374268] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-10-18T03:29:57.398876] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:57.399531] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-10-18T03:29:57.399585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:57.399617] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:57.399682] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:57.399761] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:57.416389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:57.417065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:57.417143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:57.417176] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:57.453088] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:57.453168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:57.453203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:57.453231] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:57.456200] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=96.99%) [2025-10-18T03:29:57.456450] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-10-18T03:29:57.456573] [INFO ] [sig ] TWLO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:57.594069] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TWLO.txt [2025-10-18T03:29:57.594250] [INFO ] [sig ] [1880/2083] Completed TWLO in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 48.9s [2025-10-18T03:29:57.594290] [INFO ] [sig ] [1881/2083] Forecasting TWN... [2025-10-18T03:29:57.594320] [INFO ] [sig ] Generating forecast for: TWN [2025-10-18T03:29:57.594350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'. [2025-10-18T03:29:57.601762] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWN'. [2025-10-18T03:29:57.601995] [INFO ] [FORECASTER] Starting predict_future for TWN [2025-10-18T03:29:57.626676] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:57.627348] [DEBUG] [LOCAL ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt [2025-10-18T03:29:57.627402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:57.627434] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:57.627463] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:57.627523] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:57.644269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:57.644821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:57.644899] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:57.644934] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:57.679441] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:57.679517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:57.679551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:57.679578] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:57.682538] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=97.50%) [2025-10-18T03:29:57.682821] [INFO ] [FORECASTER] Completed predict_future for TWN [2025-10-18T03:29:57.682968] [INFO ] [sig ] TWN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:57.820486] [INFO ] [LOCAL ] Saved forecast: TWN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TWN.txt [2025-10-18T03:29:57.820699] [INFO ] [sig ] [1881/2083] Completed TWN in 0.2s | 4.15 sym/s | Total: 7.5m | ETA: 48.6s [2025-10-18T03:29:57.820759] [INFO ] [sig ] [1882/2083] Forecasting TWO... [2025-10-18T03:29:57.820791] [INFO ] [sig ] Generating forecast for: TWO [2025-10-18T03:29:57.820821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-10-18T03:29:57.828931] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWO'. [2025-10-18T03:29:57.829220] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-10-18T03:29:57.854027] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:57.854723] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-10-18T03:29:57.854778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:57.854812] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:57.854839] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:57.854895] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:57.871542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:57.872090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:57.872168] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:57.872201] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:57.908160] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:57.908238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:57.908273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:57.908301] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:57.911249] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=98.21%) [2025-10-18T03:29:57.911497] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-10-18T03:29:57.911620] [INFO ] [sig ] TWO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:58.048827] [INFO ] [LOCAL ] Saved forecast: TWO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TWO.txt [2025-10-18T03:29:58.049023] [INFO ] [sig ] [1882/2083] Completed TWO in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 48.4s [2025-10-18T03:29:58.049064] [INFO ] [sig ] [1883/2083] Forecasting TX... [2025-10-18T03:29:58.049094] [INFO ] [sig ] Generating forecast for: TX [2025-10-18T03:29:58.049125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-10-18T03:29:58.057596] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TX'. [2025-10-18T03:29:58.057907] [INFO ] [FORECASTER] Starting predict_future for TX [2025-10-18T03:29:58.082509] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:58.083252] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-10-18T03:29:58.083308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:58.083340] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:58.083366] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:58.083476] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:58.100072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:58.100581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:58.100679] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:58.100732] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:58.135339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:58.135414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:58.135448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:58.135476] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:58.138473] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=23.26%) [2025-10-18T03:29:58.138760] [INFO ] [FORECASTER] Completed predict_future for TX [2025-10-18T03:29:58.138896] [INFO ] [sig ] TX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:58.277089] [INFO ] [LOCAL ] Saved forecast: TX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TX.txt [2025-10-18T03:29:58.277286] [INFO ] [sig ] [1883/2083] Completed TX in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 48.2s [2025-10-18T03:29:58.277328] [INFO ] [sig ] [1884/2083] Forecasting TXNM... [2025-10-18T03:29:58.277358] [INFO ] [sig ] Generating forecast for: TXNM [2025-10-18T03:29:58.277389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'. [2025-10-18T03:29:58.285423] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TXNM'. [2025-10-18T03:29:58.285704] [INFO ] [FORECASTER] Starting predict_future for TXNM [2025-10-18T03:29:58.310121] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:58.310816] [DEBUG] [LOCAL ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt [2025-10-18T03:29:58.310871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:58.310904] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:58.310932] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:58.310987] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:58.327950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:58.328454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:58.328529] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:58.328561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:58.364822] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:58.365011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:58.365055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:58.365084] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:58.368708] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: DOWN (p=29.57%) [2025-10-18T03:29:58.368994] [INFO ] [FORECASTER] Completed predict_future for TXNM [2025-10-18T03:29:58.369133] [INFO ] [sig ] TXNM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:58.505725] [INFO ] [LOCAL ] Saved forecast: TXNM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TXNM.txt [2025-10-18T03:29:58.505955] [INFO ] [sig ] [1884/2083] Completed TXNM in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 47.9s [2025-10-18T03:29:58.506002] [INFO ] [sig ] [1885/2083] Forecasting TXO... [2025-10-18T03:29:58.506031] [INFO ] [sig ] Generating forecast for: TXO [2025-10-18T03:29:58.506060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-10-18T03:29:58.514525] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TXO'. [2025-10-18T03:29:58.514803] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-10-18T03:29:58.539446] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:58.540125] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-10-18T03:29:58.540179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:58.540213] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:58.540239] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:58.540297] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:58.556955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:58.557468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:58.557546] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:58.557578] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:58.598396] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:58.598469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:58.598518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:58.598547] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:58.601513] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=24.13%) [2025-10-18T03:29:58.601801] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-10-18T03:29:58.601945] [INFO ] [sig ] TXO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:58.738258] [INFO ] [LOCAL ] Saved forecast: TXO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TXO.txt [2025-10-18T03:29:58.738494] [INFO ] [sig ] [1885/2083] Completed TXO in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 47.7s [2025-10-18T03:29:58.738535] [INFO ] [sig ] [1886/2083] Forecasting TXT... [2025-10-18T03:29:58.738565] [INFO ] [sig ] Generating forecast for: TXT [2025-10-18T03:29:58.738596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'. [2025-10-18T03:29:58.747315] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TXT'. [2025-10-18T03:29:58.747569] [INFO ] [FORECASTER] Starting predict_future for TXT [2025-10-18T03:29:58.772049] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:58.772738] [DEBUG] [LOCAL ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt [2025-10-18T03:29:58.772796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:58.772829] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:58.772856] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:58.772913] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:58.789752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:58.790265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:58.790340] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:58.790373] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:58.826957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:58.827035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:58.827437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:58.827469] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:58.831747] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=92.04%) [2025-10-18T03:29:58.831991] [INFO ] [FORECASTER] Completed predict_future for TXT [2025-10-18T03:29:58.832123] [INFO ] [sig ] TXT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:58.968839] [INFO ] [LOCAL ] Saved forecast: TXT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/TXT.txt [2025-10-18T03:29:58.969063] [INFO ] [sig ] [1886/2083] Completed TXT in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 47.4s [2025-10-18T03:29:58.969111] [INFO ] [sig ] [1887/2083] Forecasting TY... [2025-10-18T03:29:58.969147] [INFO ] [sig ] Generating forecast for: TY [2025-10-18T03:29:58.969180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-10-18T03:29:58.978054] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TY'. [2025-10-18T03:29:58.978308] [INFO ] [FORECASTER] Starting predict_future for TY [2025-10-18T03:29:59.002792] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:59.003456] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-10-18T03:29:59.003508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:59.003540] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:59.003580] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:59.003637] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:59.020329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:59.020874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:59.020953] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:59.020985] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:59.056169] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:59.056238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:59.056273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:59.056300] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:59.059224] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=48.15%) [2025-10-18T03:29:59.059468] [INFO ] [FORECASTER] Completed predict_future for TY [2025-10-18T03:29:59.059603] [INFO ] [sig ] TY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:59.195438] [INFO ] [LOCAL ] Saved forecast: TY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TY.txt [2025-10-18T03:29:59.195625] [INFO ] [sig ] [1887/2083] Completed TY in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 47.2s [2025-10-18T03:29:59.195697] [INFO ] [sig ] [1888/2083] Forecasting TYG... [2025-10-18T03:29:59.195740] [INFO ] [sig ] Generating forecast for: TYG [2025-10-18T03:29:59.195771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-10-18T03:29:59.204158] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TYG'. [2025-10-18T03:29:59.204412] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-10-18T03:29:59.228683] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:59.229356] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-10-18T03:29:59.229410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:59.229442] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:59.229468] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:59.229523] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:59.246106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:59.246625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:59.246727] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:59.246770] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:59.282209] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:59.282280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:59.282314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:59.282341] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:59.285240] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=21.61%) [2025-10-18T03:29:59.285482] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-10-18T03:29:59.285616] [INFO ] [sig ] TYG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:59.421584] [INFO ] [LOCAL ] Saved forecast: TYG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TYG.txt [2025-10-18T03:29:59.421790] [INFO ] [sig ] [1888/2083] Completed TYG in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 47.0s [2025-10-18T03:29:59.421847] [INFO ] [sig ] [1889/2083] Forecasting TYL... [2025-10-18T03:29:59.421880] [INFO ] [sig ] Generating forecast for: TYL [2025-10-18T03:29:59.421910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-10-18T03:29:59.430340] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TYL'. [2025-10-18T03:29:59.430597] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-10-18T03:29:59.455394] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:59.456073] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-10-18T03:29:59.456127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:59.456158] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:59.456186] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:59.456242] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:59.473102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:59.473605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:59.473704] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:59.473750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:59.509519] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:59.509590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:59.509624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:59.509685] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:59.512678] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-10-18T03:29:59.512928] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-10-18T03:29:59.513099] [INFO ] [sig ] TYL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:29:59.650184] [INFO ] [LOCAL ] Saved forecast: TYL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/TYL.txt [2025-10-18T03:29:59.650421] [INFO ] [sig ] [1889/2083] Completed TYL in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 46.7s [2025-10-18T03:29:59.650466] [INFO ] [sig ] [1890/2083] Forecasting U... [2025-10-18T03:29:59.650497] [INFO ] [sig ] Generating forecast for: U [2025-10-18T03:29:59.650527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'. [2025-10-18T03:29:59.659094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'U'. [2025-10-18T03:29:59.659346] [INFO ] [FORECASTER] Starting predict_future for U [2025-10-18T03:29:59.684046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:59.684733] [DEBUG] [LOCAL ] No optimal features file found for U: ./output/feature-sets/U.txt [2025-10-18T03:29:59.684788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:59.684820] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:59.684846] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:59.684902] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:59.701790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:59.702298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:59.702374] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:59.702406] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:59.739408] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:59.739482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:59.739515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:59.739543] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:59.742499] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=87.24%) [2025-10-18T03:29:59.742788] [INFO ] [FORECASTER] Completed predict_future for U [2025-10-18T03:29:59.742927] [INFO ] [sig ] U: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:29:59.879616] [INFO ] [LOCAL ] Saved forecast: U 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/U.txt [2025-10-18T03:29:59.879847] [INFO ] [sig ] [1890/2083] Completed U in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 46.5s [2025-10-18T03:29:59.879897] [INFO ] [sig ] [1891/2083] Forecasting UA... [2025-10-18T03:29:59.879928] [INFO ] [sig ] Generating forecast for: UA [2025-10-18T03:29:59.879958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'. [2025-10-18T03:29:59.888565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UA'. [2025-10-18T03:29:59.888849] [INFO ] [FORECASTER] Starting predict_future for UA [2025-10-18T03:29:59.913411] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:29:59.914109] [DEBUG] [LOCAL ] No optimal features file found for UA: ./output/feature-sets/UA.txt [2025-10-18T03:29:59.914163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:29:59.914195] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:29:59.914221] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:29:59.914277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:29:59.930872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:29:59.931385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:29:59.931463] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:29:59.931495] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:29:59.967786] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:29:59.967862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:29:59.967896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:29:59.967923] [INFO ] [FORECASTER] Training complete [2025-10-18T03:29:59.970855] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=52.18%) [2025-10-18T03:29:59.971104] [INFO ] [FORECASTER] Completed predict_future for UA [2025-10-18T03:29:59.971239] [INFO ] [sig ] UA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:00.108879] [INFO ] [LOCAL ] Saved forecast: UA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UA.txt [2025-10-18T03:30:00.109085] [INFO ] [sig ] [1891/2083] Completed UA in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 46.2s [2025-10-18T03:30:00.109131] [INFO ] [sig ] [1892/2083] Forecasting UAA... [2025-10-18T03:30:00.109162] [INFO ] [sig ] Generating forecast for: UAA [2025-10-18T03:30:00.109192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-10-18T03:30:00.117578] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UAA'. [2025-10-18T03:30:00.117876] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-10-18T03:30:00.142485] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:00.143168] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-10-18T03:30:00.143222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:00.143253] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:00.143280] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:00.143335] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:00.160004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:00.160510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:00.160586] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:00.160619] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:00.197066] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:00.197138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:00.197172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:00.197213] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:00.200210] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=17.57%) [2025-10-18T03:30:00.200456] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-10-18T03:30:00.200596] [INFO ] [sig ] UAA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:00.336187] [INFO ] [LOCAL ] Saved forecast: UAA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UAA.txt [2025-10-18T03:30:00.336387] [INFO ] [sig ] [1892/2083] Completed UAA in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 46.0s [2025-10-18T03:30:00.336427] [INFO ] [sig ] [1893/2083] Forecasting UAN... [2025-10-18T03:30:00.336456] [INFO ] [sig ] Generating forecast for: UAN [2025-10-18T03:30:00.336487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'. [2025-10-18T03:30:00.344390] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UAN'. [2025-10-18T03:30:00.344679] [INFO ] [FORECASTER] Starting predict_future for UAN [2025-10-18T03:30:00.369017] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:00.369718] [DEBUG] [LOCAL ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt [2025-10-18T03:30:00.369772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:00.369804] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:00.369831] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:00.369886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:00.386420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:00.386971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:00.387049] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:00.387081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:00.421051] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:00.421123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:00.421157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:00.421184] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:00.424080] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=1.16%) [2025-10-18T03:30:00.424324] [INFO ] [FORECASTER] Completed predict_future for UAN [2025-10-18T03:30:00.424452] [INFO ] [sig ] UAN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:00.560098] [INFO ] [LOCAL ] Saved forecast: UAN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UAN.txt [2025-10-18T03:30:00.560285] [INFO ] [sig ] [1893/2083] Completed UAN in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 45.7s [2025-10-18T03:30:00.560325] [INFO ] [sig ] [1894/2083] Forecasting UBER... [2025-10-18T03:30:00.560354] [INFO ] [sig ] Generating forecast for: UBER [2025-10-18T03:30:00.560384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'. [2025-10-18T03:30:00.569411] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UBER'. [2025-10-18T03:30:00.569681] [INFO ] [FORECASTER] Starting predict_future for UBER [2025-10-18T03:30:00.594214] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:00.594907] [DEBUG] [LOCAL ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt [2025-10-18T03:30:00.594961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:00.594994] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:00.595022] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:00.595084] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:00.611623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:00.612158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:00.612234] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:00.612266] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:00.644001] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:00.644098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:00.644133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:00.644162] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:00.647195] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: DOWN (p=11.21%) [2025-10-18T03:30:00.647443] [INFO ] [FORECASTER] Completed predict_future for UBER [2025-10-18T03:30:00.647574] [INFO ] [sig ] UBER: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:00.783792] [INFO ] [LOCAL ] Saved forecast: UBER 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UBER.txt [2025-10-18T03:30:00.784013] [INFO ] [sig ] [1894/2083] Completed UBER in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 45.5s [2025-10-18T03:30:00.784058] [INFO ] [sig ] [1895/2083] Forecasting UBS... [2025-10-18T03:30:00.784088] [INFO ] [sig ] Generating forecast for: UBS [2025-10-18T03:30:00.784119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-10-18T03:30:00.792519] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UBS'. [2025-10-18T03:30:00.792793] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-10-18T03:30:00.817429] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:00.818154] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-10-18T03:30:00.818209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:00.818242] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:00.818271] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:00.818327] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:00.834914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:00.835421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:00.835499] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:00.835532] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:00.871902] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:00.871984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:00.872020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:00.872049] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:00.875015] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=76.62%) [2025-10-18T03:30:00.875267] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-10-18T03:30:00.875394] [INFO ] [sig ] UBS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:01.014835] [INFO ] [LOCAL ] Saved forecast: UBS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UBS.txt [2025-10-18T03:30:01.015132] [INFO ] [sig ] [1895/2083] Completed UBS in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 45.3s [2025-10-18T03:30:01.015193] [INFO ] [sig ] [1896/2083] Forecasting UCB... [2025-10-18T03:30:01.015227] [INFO ] [sig ] Generating forecast for: UCB [2025-10-18T03:30:01.015258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'. [2025-10-18T03:30:01.026481] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UCB'. [2025-10-18T03:30:01.026788] [INFO ] [FORECASTER] Starting predict_future for UCB [2025-10-18T03:30:01.060755] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:01.061514] [DEBUG] [LOCAL ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt [2025-10-18T03:30:01.061569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:01.061603] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:01.061710] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:01.061777] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:01.078970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:01.079610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:01.079721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:01.079766] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:01.115899] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:01.116065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:01.116108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:01.116137] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:01.119590] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: UP (p=99.41%) [2025-10-18T03:30:01.119898] [INFO ] [FORECASTER] Completed predict_future for UCB [2025-10-18T03:30:01.120043] [INFO ] [sig ] UCB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:01.260691] [INFO ] [LOCAL ] Saved forecast: UCB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UCB.txt [2025-10-18T03:30:01.260919] [INFO ] [sig ] [1896/2083] Completed UCB in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 45.0s [2025-10-18T03:30:01.260978] [INFO ] [sig ] [1897/2083] Forecasting UDR... [2025-10-18T03:30:01.261019] [INFO ] [sig ] Generating forecast for: UDR [2025-10-18T03:30:01.261052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'. [2025-10-18T03:30:01.269438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UDR'. [2025-10-18T03:30:01.269754] [INFO ] [FORECASTER] Starting predict_future for UDR [2025-10-18T03:30:01.294547] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:01.295289] [DEBUG] [LOCAL ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt [2025-10-18T03:30:01.295342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:01.295375] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:01.295402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:01.295458] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:01.312906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:01.313464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:01.313540] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:01.313573] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:01.356819] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:01.356957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:01.356997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:01.357026] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:01.360443] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=88.47%) [2025-10-18T03:30:01.360747] [INFO ] [FORECASTER] Completed predict_future for UDR [2025-10-18T03:30:01.360885] [INFO ] [sig ] UDR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:01.502144] [INFO ] [LOCAL ] Saved forecast: UDR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UDR.txt [2025-10-18T03:30:01.502386] [INFO ] [sig ] [1897/2083] Completed UDR in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 44.8s [2025-10-18T03:30:01.502435] [INFO ] [sig ] [1898/2083] Forecasting UFI... [2025-10-18T03:30:01.502467] [INFO ] [sig ] Generating forecast for: UFI [2025-10-18T03:30:01.502498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-10-18T03:30:01.511467] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UFI'. [2025-10-18T03:30:01.511822] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-10-18T03:30:01.537384] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:01.538299] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-10-18T03:30:01.538358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:01.538394] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:01.538424] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:01.538484] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:01.560746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:01.561399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:01.561482] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:01.561517] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:01.599997] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:01.600146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:01.600185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:01.600214] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:01.603604] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=86.33%) [2025-10-18T03:30:01.603903] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-10-18T03:30:01.604040] [INFO ] [sig ] UFI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:01.752191] [INFO ] [LOCAL ] Saved forecast: UFI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UFI.txt [2025-10-18T03:30:01.752444] [INFO ] [sig ] [1898/2083] Completed UFI in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 44.5s [2025-10-18T03:30:01.752489] [INFO ] [sig ] [1899/2083] Forecasting UGI... [2025-10-18T03:30:01.752527] [INFO ] [sig ] Generating forecast for: UGI [2025-10-18T03:30:01.752594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-10-18T03:30:01.762530] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UGI'. [2025-10-18T03:30:01.762995] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-10-18T03:30:01.789518] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:01.790328] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-10-18T03:30:01.790385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:01.790420] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:01.790449] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:01.790506] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:01.808142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:01.809129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:01.809245] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:01.809282] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:01.847700] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:01.848283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:01.848335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:01.848382] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:01.854472] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=42.09%) [2025-10-18T03:30:01.854791] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-10-18T03:30:01.854937] [INFO ] [sig ] UGI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:02.008585] [INFO ] [LOCAL ] Saved forecast: UGI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UGI.txt [2025-10-18T03:30:02.008895] [INFO ] [sig ] [1899/2083] Completed UGI in 0.3s | 4.15 sym/s | Total: 7.6m | ETA: 44.3s [2025-10-18T03:30:02.008951] [INFO ] [sig ] [1900/2083] Forecasting UGP... [2025-10-18T03:30:02.008985] [INFO ] [sig ] Generating forecast for: UGP [2025-10-18T03:30:02.009018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-10-18T03:30:02.018300] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UGP'. [2025-10-18T03:30:02.018681] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-10-18T03:30:02.043701] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:02.044419] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-10-18T03:30:02.044475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:02.044508] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:02.044535] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:02.044592] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:02.061367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:02.061987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:02.062071] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:02.062105] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:02.094496] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:02.094678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:02.094737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:02.094771] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:02.098450] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=98.59%) [2025-10-18T03:30:02.098783] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-10-18T03:30:02.098928] [INFO ] [sig ] UGP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:02.237263] [INFO ] [LOCAL ] Saved forecast: UGP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UGP.txt [2025-10-18T03:30:02.237490] [INFO ] [sig ] [1900/2083] Completed UGP in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 44.1s [2025-10-18T03:30:02.237533] [INFO ] [sig ] [1901/2083] Forecasting UHAL... [2025-10-18T03:30:02.237563] [INFO ] [sig ] Generating forecast for: UHAL [2025-10-18T03:30:02.237594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-10-18T03:30:02.246204] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UHAL'. [2025-10-18T03:30:02.246502] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-10-18T03:30:02.271905] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:02.272962] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-10-18T03:30:02.273023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:02.273058] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:02.273086] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:02.273332] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:02.291175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:02.292005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:02.292090] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:02.292125] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:02.326482] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:02.326581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:02.326617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:02.326672] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:02.330068] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=4.86%) [2025-10-18T03:30:02.330339] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-10-18T03:30:02.330467] [INFO ] [sig ] UHAL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:02.479894] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UHAL.txt [2025-10-18T03:30:02.480215] [INFO ] [sig ] [1901/2083] Completed UHAL in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 43.8s [2025-10-18T03:30:02.480297] [INFO ] [sig ] [1902/2083] Forecasting UHS... [2025-10-18T03:30:02.480373] [INFO ] [sig ] Generating forecast for: UHS [2025-10-18T03:30:02.480447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-10-18T03:30:02.491117] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UHS'. [2025-10-18T03:30:02.491458] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-10-18T03:30:02.516568] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:02.517327] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-10-18T03:30:02.517382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:02.517417] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:02.517444] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:02.517500] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:02.534354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:02.534929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:02.535010] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:02.535051] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:02.572297] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:02.572414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:02.572452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:02.572481] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:02.575781] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=22.51%) [2025-10-18T03:30:02.576044] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-10-18T03:30:02.576196] [INFO ] [sig ] UHS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:02.735399] [INFO ] [LOCAL ] Saved forecast: UHS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UHS.txt [2025-10-18T03:30:02.735716] [INFO ] [sig ] [1902/2083] Completed UHS in 0.3s | 4.15 sym/s | Total: 7.6m | ETA: 43.6s [2025-10-18T03:30:02.735779] [INFO ] [sig ] [1903/2083] Forecasting UHT... [2025-10-18T03:30:02.735813] [INFO ] [sig ] Generating forecast for: UHT [2025-10-18T03:30:02.735847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'. [2025-10-18T03:30:02.745110] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UHT'. [2025-10-18T03:30:02.745456] [INFO ] [FORECASTER] Starting predict_future for UHT [2025-10-18T03:30:02.773678] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:02.774711] [DEBUG] [LOCAL ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt [2025-10-18T03:30:02.774784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:02.774826] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:02.774856] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:02.774914] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:02.795087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:02.795789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:02.795905] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:02.795974] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:02.829352] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:02.829514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:02.829567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:02.829599] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:02.833450] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: UP (p=85.49%) [2025-10-18T03:30:02.833784] [INFO ] [FORECASTER] Completed predict_future for UHT [2025-10-18T03:30:02.833924] [INFO ] [sig ] UHT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:02.978696] [INFO ] [LOCAL ] Saved forecast: UHT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UHT.txt [2025-10-18T03:30:02.978967] [INFO ] [sig ] [1903/2083] Completed UHT in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 43.3s [2025-10-18T03:30:02.979031] [INFO ] [sig ] [1904/2083] Forecasting UI... [2025-10-18T03:30:02.979068] [INFO ] [sig ] Generating forecast for: UI [2025-10-18T03:30:02.979102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-10-18T03:30:02.988483] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UI'. [2025-10-18T03:30:02.988934] [INFO ] [FORECASTER] Starting predict_future for UI [2025-10-18T03:30:03.017531] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:03.018323] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-10-18T03:30:03.018379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:03.018413] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:03.018443] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:03.018501] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:03.035513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:03.036116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:03.036207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:03.036239] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:03.071042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:03.071230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:03.071303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:03.071362] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:03.075139] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=65.63%) [2025-10-18T03:30:03.075459] [INFO ] [FORECASTER] Completed predict_future for UI [2025-10-18T03:30:03.075600] [INFO ] [sig ] UI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:03.240061] [INFO ] [LOCAL ] Saved forecast: UI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UI.txt [2025-10-18T03:30:03.240323] [INFO ] [sig ] [1904/2083] Completed UI in 0.3s | 4.15 sym/s | Total: 7.6m | ETA: 43.1s [2025-10-18T03:30:03.240375] [INFO ] [sig ] [1905/2083] Forecasting UIS... [2025-10-18T03:30:03.240409] [INFO ] [sig ] Generating forecast for: UIS [2025-10-18T03:30:03.240444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-10-18T03:30:03.249539] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UIS'. [2025-10-18T03:30:03.249923] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-10-18T03:30:03.278281] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:03.279112] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-10-18T03:30:03.279181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:03.279221] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:03.279250] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:03.279308] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:03.299303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:03.299958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:03.300051] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:03.300094] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:03.332672] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:03.332806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:03.332847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:03.332878] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:03.336229] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: UP (p=87.30%) [2025-10-18T03:30:03.336503] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-10-18T03:30:03.336633] [INFO ] [sig ] UIS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:03.482819] [INFO ] [LOCAL ] Saved forecast: UIS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UIS.txt [2025-10-18T03:30:03.483049] [INFO ] [sig ] [1905/2083] Completed UIS in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 42.9s [2025-10-18T03:30:03.483091] [INFO ] [sig ] [1906/2083] Forecasting UL... [2025-10-18T03:30:03.483120] [INFO ] [sig ] Generating forecast for: UL [2025-10-18T03:30:03.483149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-10-18T03:30:03.492750] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UL'. [2025-10-18T03:30:03.493095] [INFO ] [FORECASTER] Starting predict_future for UL [2025-10-18T03:30:03.518423] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:03.519133] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-10-18T03:30:03.519188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:03.519222] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:03.519249] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:03.519306] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:03.536064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:03.536616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:03.536717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:03.536760] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:03.567901] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:03.568001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:03.568038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:03.568066] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:03.571176] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=91.06%) [2025-10-18T03:30:03.571433] [INFO ] [FORECASTER] Completed predict_future for UL [2025-10-18T03:30:03.571558] [INFO ] [sig ] UL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:03.708511] [INFO ] [LOCAL ] Saved forecast: UL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UL.txt [2025-10-18T03:30:03.708741] [INFO ] [sig ] [1906/2083] Completed UL in 0.2s | 4.15 sym/s | Total: 7.6m | ETA: 42.6s [2025-10-18T03:30:03.708801] [INFO ] [sig ] [1907/2083] Forecasting ULS... [2025-10-18T03:30:03.708836] [INFO ] [sig ] Generating forecast for: ULS [2025-10-18T03:30:03.708866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'. [2025-10-18T03:30:03.717677] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ULS'. [2025-10-18T03:30:03.718012] [INFO ] [FORECASTER] Starting predict_future for ULS [2025-10-18T03:30:03.742636] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:03.743381] [DEBUG] [LOCAL ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt [2025-10-18T03:30:03.743435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:03.743468] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:03.743495] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:03.743551] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:03.760299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:03.760853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:03.760930] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:03.760964] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:03.792100] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:03.792217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:03.792254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:03.792283] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:03.795405] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: DOWN (p=20.60%) [2025-10-18T03:30:03.795685] [INFO ] [FORECASTER] Completed predict_future for ULS [2025-10-18T03:30:03.795827] [INFO ] [sig ] ULS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:03.933743] [INFO ] [LOCAL ] Saved forecast: ULS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ULS.txt [2025-10-18T03:30:03.933985] [INFO ] [sig ] [1907/2083] Completed ULS in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 42.4s [2025-10-18T03:30:03.934026] [INFO ] [sig ] [1908/2083] Forecasting UMC... [2025-10-18T03:30:03.934058] [INFO ] [sig ] Generating forecast for: UMC [2025-10-18T03:30:03.934089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-10-18T03:30:03.942665] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UMC'. [2025-10-18T03:30:03.942959] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-10-18T03:30:03.967936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:03.968693] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-10-18T03:30:03.968751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:03.968785] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:03.968814] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:03.968870] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:03.986246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:03.986842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:03.986924] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:03.986958] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:04.022554] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:04.022679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:04.022731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:04.022762] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:04.025918] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=21.78%) [2025-10-18T03:30:04.026176] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-10-18T03:30:04.026304] [INFO ] [sig ] UMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:04.163890] [INFO ] [LOCAL ] Saved forecast: UMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UMC.txt [2025-10-18T03:30:04.164095] [INFO ] [sig ] [1908/2083] Completed UMC in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 42.1s [2025-10-18T03:30:04.164138] [INFO ] [sig ] [1909/2083] Forecasting UMH... [2025-10-18T03:30:04.164168] [INFO ] [sig ] Generating forecast for: UMH [2025-10-18T03:30:04.164198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-10-18T03:30:04.172696] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UMH'. [2025-10-18T03:30:04.172987] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-10-18T03:30:04.197704] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:04.198414] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-10-18T03:30:04.198469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:04.198551] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:04.198588] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:04.198668] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:04.215579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:04.216169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:04.216250] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:04.216284] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:04.250668] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:04.250787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:04.250824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:04.250853] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:04.254003] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=13.24%) [2025-10-18T03:30:04.254263] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-10-18T03:30:04.254392] [INFO ] [sig ] UMH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:04.392261] [INFO ] [LOCAL ] Saved forecast: UMH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UMH.txt [2025-10-18T03:30:04.392466] [INFO ] [sig ] [1909/2083] Completed UMH in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 41.9s [2025-10-18T03:30:04.392507] [INFO ] [sig ] [1910/2083] Forecasting UNF... [2025-10-18T03:30:04.392538] [INFO ] [sig ] Generating forecast for: UNF [2025-10-18T03:30:04.392569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-10-18T03:30:04.401721] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNF'. [2025-10-18T03:30:04.402007] [INFO ] [FORECASTER] Starting predict_future for UNF [2025-10-18T03:30:04.426504] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:04.427254] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-10-18T03:30:04.427308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:04.427342] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:04.427369] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:04.427426] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:04.444110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:04.444619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:04.444721] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:04.444762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:04.478980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:04.479064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:04.479099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:04.479127] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:04.482189] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=27.72%) [2025-10-18T03:30:04.482440] [INFO ] [FORECASTER] Completed predict_future for UNF [2025-10-18T03:30:04.482566] [INFO ] [sig ] UNF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:04.619366] [INFO ] [LOCAL ] Saved forecast: UNF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UNF.txt [2025-10-18T03:30:04.619576] [INFO ] [sig ] [1910/2083] Completed UNF in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 41.6s [2025-10-18T03:30:04.619617] [INFO ] [sig ] [1911/2083] Forecasting UNFI... [2025-10-18T03:30:04.619676] [INFO ] [sig ] Generating forecast for: UNFI [2025-10-18T03:30:04.619729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-10-18T03:30:04.628604] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNFI'. [2025-10-18T03:30:04.628935] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-10-18T03:30:04.653672] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:04.654372] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-10-18T03:30:04.654427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:04.654461] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:04.654489] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:04.654545] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:04.671351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:04.671906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:04.671986] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:04.672020] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:04.709795] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:04.709909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:04.709946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:04.709974] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:04.713123] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=88.72%) [2025-10-18T03:30:04.713389] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-10-18T03:30:04.713519] [INFO ] [sig ] UNFI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:04.849638] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UNFI.txt [2025-10-18T03:30:04.849903] [INFO ] [sig ] [1911/2083] Completed UNFI in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 41.4s [2025-10-18T03:30:04.849946] [INFO ] [sig ] [1912/2083] Forecasting UNH... [2025-10-18T03:30:04.849983] [INFO ] [sig ] Generating forecast for: UNH [2025-10-18T03:30:04.850015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-10-18T03:30:04.858563] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNH'. [2025-10-18T03:30:04.858873] [INFO ] [FORECASTER] Starting predict_future for UNH [2025-10-18T03:30:04.883510] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:04.884213] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-10-18T03:30:04.884266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:04.884298] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:04.884325] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:04.884381] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:04.904013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:04.904609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:04.904852] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:04.904897] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:04.943020] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:04.943124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:04.943161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:04.943189] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:04.946254] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=93.68%) [2025-10-18T03:30:04.946514] [INFO ] [FORECASTER] Completed predict_future for UNH [2025-10-18T03:30:04.946664] [INFO ] [sig ] UNH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:05.082749] [INFO ] [LOCAL ] Saved forecast: UNH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UNH.txt [2025-10-18T03:30:05.082973] [INFO ] [sig ] [1912/2083] Completed UNH in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 41.2s [2025-10-18T03:30:05.083014] [INFO ] [sig ] [1913/2083] Forecasting UNM... [2025-10-18T03:30:05.083045] [INFO ] [sig ] Generating forecast for: UNM [2025-10-18T03:30:05.083076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-10-18T03:30:05.091218] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNM'. [2025-10-18T03:30:05.091502] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-10-18T03:30:05.116261] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:05.116982] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-10-18T03:30:05.117037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:05.117071] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:05.117100] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:05.117157] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:05.133738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:05.134256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:05.134335] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:05.134367] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:05.170333] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:05.170435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:05.170471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:05.170500] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:05.173738] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=88.50%) [2025-10-18T03:30:05.173997] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-10-18T03:30:05.174123] [INFO ] [sig ] UNM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:05.312783] [INFO ] [LOCAL ] Saved forecast: UNM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UNM.txt [2025-10-18T03:30:05.313012] [INFO ] [sig ] [1913/2083] Completed UNM in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 40.9s [2025-10-18T03:30:05.313055] [INFO ] [sig ] [1914/2083] Forecasting UNMA... [2025-10-18T03:30:05.313085] [INFO ] [sig ] Generating forecast for: UNMA [2025-10-18T03:30:05.313115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-10-18T03:30:05.322140] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNMA'. [2025-10-18T03:30:05.322428] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-10-18T03:30:05.347067] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:05.347845] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-10-18T03:30:05.347900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:05.347933] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:05.347959] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:05.348020] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:05.364597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:05.365149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:05.365230] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:05.365263] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:05.399063] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:05.399157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:05.399192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:05.399220] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:05.402235] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=79.37%) [2025-10-18T03:30:05.402488] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-10-18T03:30:05.402610] [INFO ] [sig ] UNMA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:05.538538] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UNMA.txt [2025-10-18T03:30:05.538816] [INFO ] [sig ] [1914/2083] Completed UNMA in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 40.7s [2025-10-18T03:30:05.538876] [INFO ] [sig ] [1915/2083] Forecasting UNP... [2025-10-18T03:30:05.538908] [INFO ] [sig ] Generating forecast for: UNP [2025-10-18T03:30:05.538938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-10-18T03:30:05.548230] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNP'. [2025-10-18T03:30:05.548595] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-10-18T03:30:05.576121] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:05.576941] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-10-18T03:30:05.576997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:05.577033] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:05.577062] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:05.577124] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:05.594378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:05.595190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:05.595287] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:05.595320] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:05.630603] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:05.630787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:05.630836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:05.630866] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:05.634499] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=99.03%) [2025-10-18T03:30:05.634855] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-10-18T03:30:05.635043] [INFO ] [sig ] UNP: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:05.778403] [INFO ] [LOCAL ] Saved forecast: UNP 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UNP.txt [2025-10-18T03:30:05.778678] [INFO ] [sig ] [1915/2083] Completed UNP in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 40.4s [2025-10-18T03:30:05.778741] [INFO ] [sig ] [1916/2083] Forecasting UP... [2025-10-18T03:30:05.778775] [INFO ] [sig ] Generating forecast for: UP [2025-10-18T03:30:05.778807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'. [2025-10-18T03:30:05.787967] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UP'. [2025-10-18T03:30:05.788313] [INFO ] [FORECASTER] Starting predict_future for UP [2025-10-18T03:30:05.813213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:05.813937] [DEBUG] [LOCAL ] No optimal features file found for UP: ./output/feature-sets/UP.txt [2025-10-18T03:30:05.813992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:05.814024] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:05.814051] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:05.814108] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:05.830806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:05.831326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:05.831403] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:05.831436] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:05.868002] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:05.868116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:05.868153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:05.868183] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:05.871321] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: DOWN (p=49.48%) [2025-10-18T03:30:05.871589] [INFO ] [FORECASTER] Completed predict_future for UP [2025-10-18T03:30:05.871750] [INFO ] [sig ] UP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:06.011059] [INFO ] [LOCAL ] Saved forecast: UP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UP.txt [2025-10-18T03:30:06.011314] [INFO ] [sig ] [1916/2083] Completed UP in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 40.2s [2025-10-18T03:30:06.011356] [INFO ] [sig ] [1917/2083] Forecasting UPS... [2025-10-18T03:30:06.011387] [INFO ] [sig ] Generating forecast for: UPS [2025-10-18T03:30:06.011418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-10-18T03:30:06.020491] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UPS'. [2025-10-18T03:30:06.020813] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-10-18T03:30:06.045518] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:06.046224] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-10-18T03:30:06.046292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:06.046326] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:06.046353] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:06.046409] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:06.063182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:06.063802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:06.063883] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:06.063917] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:06.105236] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:06.105338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:06.105375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:06.105404] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:06.108549] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=12.00%) [2025-10-18T03:30:06.108843] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-10-18T03:30:06.108981] [INFO ] [sig ] UPS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:06.245091] [INFO ] [LOCAL ] Saved forecast: UPS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UPS.txt [2025-10-18T03:30:06.245331] [INFO ] [sig ] [1917/2083] Completed UPS in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 40.0s [2025-10-18T03:30:06.245373] [INFO ] [sig ] [1918/2083] Forecasting USA... [2025-10-18T03:30:06.245404] [INFO ] [sig ] Generating forecast for: USA [2025-10-18T03:30:06.245436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-10-18T03:30:06.254015] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USA'. [2025-10-18T03:30:06.254302] [INFO ] [FORECASTER] Starting predict_future for USA [2025-10-18T03:30:06.279031] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:06.279744] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-10-18T03:30:06.279800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:06.279832] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:06.279859] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:06.279915] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:06.296434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:06.297030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:06.297113] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:06.297146] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:06.335624] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:06.335767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:06.335810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:06.335839] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:06.338997] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=4.15%) [2025-10-18T03:30:06.339256] [INFO ] [FORECASTER] Completed predict_future for USA [2025-10-18T03:30:06.339390] [INFO ] [sig ] USA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:06.483285] [INFO ] [LOCAL ] Saved forecast: USA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/USA.txt [2025-10-18T03:30:06.483632] [INFO ] [sig ] [1918/2083] Completed USA in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 39.7s [2025-10-18T03:30:06.483733] [INFO ] [sig ] [1919/2083] Forecasting USAC... [2025-10-18T03:30:06.483810] [INFO ] [sig ] Generating forecast for: USAC [2025-10-18T03:30:06.483913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-10-18T03:30:06.493047] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USAC'. [2025-10-18T03:30:06.493436] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-10-18T03:30:06.519131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:06.519942] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-10-18T03:30:06.520000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:06.520035] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:06.520063] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:06.520122] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:06.537789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:06.538442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:06.538530] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:06.538565] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:06.579482] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:06.579685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:06.579747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:06.579781] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:06.583274] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=68.02%) [2025-10-18T03:30:06.583554] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-10-18T03:30:06.583746] [INFO ] [sig ] USAC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:06.726972] [INFO ] [LOCAL ] Saved forecast: USAC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/USAC.txt [2025-10-18T03:30:06.727226] [INFO ] [sig ] [1919/2083] Completed USAC in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 39.5s [2025-10-18T03:30:06.727278] [INFO ] [sig ] [1920/2083] Forecasting USB... [2025-10-18T03:30:06.727311] [INFO ] [sig ] Generating forecast for: USB [2025-10-18T03:30:06.727343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-10-18T03:30:06.736066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USB'. [2025-10-18T03:30:06.736483] [INFO ] [FORECASTER] Starting predict_future for USB [2025-10-18T03:30:06.761703] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:06.762514] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-10-18T03:30:06.762570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:06.762603] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:06.762631] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:06.762729] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:06.779945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:06.780715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:06.780799] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:06.780833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:06.816496] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:06.816697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:06.816755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:06.816788] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:06.820398] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=55.93%) [2025-10-18T03:30:06.820742] [INFO ] [FORECASTER] Completed predict_future for USB [2025-10-18T03:30:06.820888] [INFO ] [sig ] USB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:06.970842] [INFO ] [LOCAL ] Saved forecast: USB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/USB.txt [2025-10-18T03:30:06.971085] [INFO ] [sig ] [1920/2083] Completed USB in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 39.2s [2025-10-18T03:30:06.971129] [INFO ] [sig ] [1921/2083] Forecasting USFD... [2025-10-18T03:30:06.971160] [INFO ] [sig ] Generating forecast for: USFD [2025-10-18T03:30:06.971192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-10-18T03:30:06.979971] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USFD'. [2025-10-18T03:30:06.980342] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-10-18T03:30:07.007072] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:07.007932] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-10-18T03:30:07.007989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:07.008024] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:07.008052] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:07.008129] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:07.025867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:07.026622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:07.026735] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:07.026778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:07.064339] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:07.064515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:07.064558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:07.064589] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:07.068246] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=96.37%) [2025-10-18T03:30:07.068543] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-10-18T03:30:07.068714] [INFO ] [sig ] USFD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:07.214939] [INFO ] [LOCAL ] Saved forecast: USFD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/USFD.txt [2025-10-18T03:30:07.215176] [INFO ] [sig ] [1921/2083] Completed USFD in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 39.0s [2025-10-18T03:30:07.215218] [INFO ] [sig ] [1922/2083] Forecasting USNA... [2025-10-18T03:30:07.215249] [INFO ] [sig ] Generating forecast for: USNA [2025-10-18T03:30:07.215281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'. [2025-10-18T03:30:07.224111] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USNA'. [2025-10-18T03:30:07.224429] [INFO ] [FORECASTER] Starting predict_future for USNA [2025-10-18T03:30:07.252233] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:07.253093] [DEBUG] [LOCAL ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt [2025-10-18T03:30:07.253196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:07.253238] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:07.253272] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:07.253359] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:07.272418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:07.273328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:07.273435] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:07.273470] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:07.313139] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:07.313305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:07.313347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:07.313377] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:07.316832] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: UP (p=84.59%) [2025-10-18T03:30:07.317105] [INFO ] [FORECASTER] Completed predict_future for USNA [2025-10-18T03:30:07.317232] [INFO ] [sig ] USNA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:07.454303] [INFO ] [LOCAL ] Saved forecast: USNA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/USNA.txt [2025-10-18T03:30:07.454485] [INFO ] [sig ] [1922/2083] Completed USNA in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 38.8s [2025-10-18T03:30:07.454524] [INFO ] [sig ] [1923/2083] Forecasting USPH... [2025-10-18T03:30:07.454554] [INFO ] [sig ] Generating forecast for: USPH [2025-10-18T03:30:07.454585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'. [2025-10-18T03:30:07.463208] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USPH'. [2025-10-18T03:30:07.463513] [INFO ] [FORECASTER] Starting predict_future for USPH [2025-10-18T03:30:07.488017] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:07.488706] [DEBUG] [LOCAL ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt [2025-10-18T03:30:07.488762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:07.488794] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:07.488822] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:07.488877] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:07.505439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:07.505990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:07.506067] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:07.506100] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:07.538029] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:07.538108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:07.538143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:07.538170] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:07.541116] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: DOWN (p=0.26%) [2025-10-18T03:30:07.541360] [INFO ] [FORECASTER] Completed predict_future for USPH [2025-10-18T03:30:07.541482] [INFO ] [sig ] USPH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:07.678342] [INFO ] [LOCAL ] Saved forecast: USPH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/USPH.txt [2025-10-18T03:30:07.678542] [INFO ] [sig ] [1923/2083] Completed USPH in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 38.5s [2025-10-18T03:30:07.678582] [INFO ] [sig ] [1924/2083] Forecasting UTF... [2025-10-18T03:30:07.678613] [INFO ] [sig ] Generating forecast for: UTF [2025-10-18T03:30:07.678664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-10-18T03:30:07.687791] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTF'. [2025-10-18T03:30:07.688183] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-10-18T03:30:07.713825] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:07.714721] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-10-18T03:30:07.714797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:07.714832] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:07.714861] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:07.714919] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:07.732502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:07.733201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:07.733290] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:07.733325] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:07.773816] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:07.774001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:07.774047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:07.774076] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:07.777816] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=33.17%) [2025-10-18T03:30:07.778129] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-10-18T03:30:07.778270] [INFO ] [sig ] UTF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:07.920357] [INFO ] [LOCAL ] Saved forecast: UTF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UTF.txt [2025-10-18T03:30:07.921605] [INFO ] [sig ] [1924/2083] Completed UTF in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 38.3s [2025-10-18T03:30:07.921698] [INFO ] [sig ] [1925/2083] Forecasting UTI... [2025-10-18T03:30:07.921745] [INFO ] [sig ] Generating forecast for: UTI [2025-10-18T03:30:07.921778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-10-18T03:30:07.930559] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTI'. [2025-10-18T03:30:07.930907] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-10-18T03:30:07.955807] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:07.956562] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-10-18T03:30:07.956616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:07.956676] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:07.956725] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:07.956785] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:07.973730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:07.974442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:07.974566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:07.974606] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:08.011515] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:08.011668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:08.011728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:08.011761] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:08.014989] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=9.17%) [2025-10-18T03:30:08.015256] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-10-18T03:30:08.015389] [INFO ] [sig ] UTI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:08.155709] [INFO ] [LOCAL ] Saved forecast: UTI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UTI.txt [2025-10-18T03:30:08.155958] [INFO ] [sig ] [1925/2083] Completed UTI in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 38.0s [2025-10-18T03:30:08.156001] [INFO ] [sig ] [1926/2083] Forecasting UTL... [2025-10-18T03:30:08.156032] [INFO ] [sig ] Generating forecast for: UTL [2025-10-18T03:30:08.156069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-10-18T03:30:08.164592] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTL'. [2025-10-18T03:30:08.164906] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-10-18T03:30:08.190080] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:08.190878] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-10-18T03:30:08.190935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:08.190969] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:08.190998] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:08.191056] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:08.207803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:08.208371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:08.208450] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:08.208483] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:08.244261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:08.244390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:08.244431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:08.244461] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:08.247858] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=2.72%) [2025-10-18T03:30:08.248118] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-10-18T03:30:08.248247] [INFO ] [sig ] UTL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:08.387155] [INFO ] [LOCAL ] Saved forecast: UTL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UTL.txt [2025-10-18T03:30:08.387374] [INFO ] [sig ] [1926/2083] Completed UTL in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 37.8s [2025-10-18T03:30:08.387427] [INFO ] [sig ] [1927/2083] Forecasting UTZ... [2025-10-18T03:30:08.387472] [INFO ] [sig ] Generating forecast for: UTZ [2025-10-18T03:30:08.387516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-10-18T03:30:08.396307] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTZ'. [2025-10-18T03:30:08.396588] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-10-18T03:30:08.425155] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:08.425993] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-10-18T03:30:08.426050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:08.426085] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:08.426116] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:08.426183] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:08.443195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:08.444003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:08.444105] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:08.444147] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:08.479285] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:08.479422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:08.479461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:08.479490] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:08.482779] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=43.23%) [2025-10-18T03:30:08.483065] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-10-18T03:30:08.483201] [INFO ] [sig ] UTZ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:08.627263] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UTZ.txt [2025-10-18T03:30:08.627486] [INFO ] [sig ] [1927/2083] Completed UTZ in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 37.5s [2025-10-18T03:30:08.627527] [INFO ] [sig ] [1928/2083] Forecasting UVE... [2025-10-18T03:30:08.627558] [INFO ] [sig ] Generating forecast for: UVE [2025-10-18T03:30:08.627588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-10-18T03:30:08.637951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UVE'. [2025-10-18T03:30:08.638397] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-10-18T03:30:08.671664] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:08.672708] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-10-18T03:30:08.672798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:08.672865] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:08.672932] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:08.673006] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:08.692908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:08.693603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:08.693714] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:08.693761] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:08.739252] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:08.739424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:08.739467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:08.739497] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:08.744775] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=33.01%) [2025-10-18T03:30:08.745186] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-10-18T03:30:08.745355] [INFO ] [sig ] UVE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:08.913438] [INFO ] [LOCAL ] Saved forecast: UVE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UVE.txt [2025-10-18T03:30:08.913708] [INFO ] [sig ] [1928/2083] Completed UVE in 0.3s | 4.15 sym/s | Total: 7.7m | ETA: 37.3s [2025-10-18T03:30:08.913770] [INFO ] [sig ] [1929/2083] Forecasting UVV... [2025-10-18T03:30:08.913803] [INFO ] [sig ] Generating forecast for: UVV [2025-10-18T03:30:08.913833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'. [2025-10-18T03:30:08.922844] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UVV'. [2025-10-18T03:30:08.923144] [INFO ] [FORECASTER] Starting predict_future for UVV [2025-10-18T03:30:08.948082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:08.948792] [DEBUG] [LOCAL ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt [2025-10-18T03:30:08.948846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:08.948879] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:08.948906] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:08.948962] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:08.966107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:08.966621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:08.966737] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:08.966778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:08.998758] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:08.998834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:08.998867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:08.998895] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:09.001780] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: UP (p=54.94%) [2025-10-18T03:30:09.002022] [INFO ] [FORECASTER] Completed predict_future for UVV [2025-10-18T03:30:09.002149] [INFO ] [sig ] UVV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:09.143963] [INFO ] [LOCAL ] Saved forecast: UVV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UVV.txt [2025-10-18T03:30:09.144216] [INFO ] [sig ] [1929/2083] Completed UVV in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 37.1s [2025-10-18T03:30:09.144284] [INFO ] [sig ] [1930/2083] Forecasting UWMC... [2025-10-18T03:30:09.144324] [INFO ] [sig ] Generating forecast for: UWMC [2025-10-18T03:30:09.144357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-10-18T03:30:09.153198] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UWMC'. [2025-10-18T03:30:09.153566] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-10-18T03:30:09.182150] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:09.183127] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-10-18T03:30:09.183182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:09.183216] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:09.183246] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:09.183303] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:09.200889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:09.201435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:09.201515] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:09.201548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:09.234069] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:09.234148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:09.234183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:09.234213] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:09.237260] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=15.77%) [2025-10-18T03:30:09.237510] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-10-18T03:30:09.237632] [INFO ] [sig ] UWMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:09.384924] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UWMC.txt [2025-10-18T03:30:09.385122] [INFO ] [sig ] [1930/2083] Completed UWMC in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 36.8s [2025-10-18T03:30:09.385164] [INFO ] [sig ] [1931/2083] Forecasting UZD... [2025-10-18T03:30:09.385198] [INFO ] [sig ] Generating forecast for: UZD [2025-10-18T03:30:09.385231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'. [2025-10-18T03:30:09.393342] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UZD'. [2025-10-18T03:30:09.393592] [INFO ] [FORECASTER] Starting predict_future for UZD [2025-10-18T03:30:09.418225] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:09.418943] [DEBUG] [LOCAL ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt [2025-10-18T03:30:09.419009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:09.419043] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:09.419071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:09.419127] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:09.435993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:09.436498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:09.436576] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:09.436609] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:09.468096] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:09.468173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:09.468209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:09.468240] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:09.471202] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-10-18T03:30:09.471451] [INFO ] [FORECASTER] Completed predict_future for UZD [2025-10-18T03:30:09.471574] [INFO ] [sig ] UZD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:09.608179] [INFO ] [LOCAL ] Saved forecast: UZD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/UZD.txt [2025-10-18T03:30:09.608358] [INFO ] [sig ] [1931/2083] Completed UZD in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 36.6s [2025-10-18T03:30:09.608438] [INFO ] [sig ] [1932/2083] Forecasting UZE... [2025-10-18T03:30:09.608476] [INFO ] [sig ] Generating forecast for: UZE [2025-10-18T03:30:09.608508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-10-18T03:30:09.616403] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UZE'. [2025-10-18T03:30:09.616685] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-10-18T03:30:09.641068] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:09.641750] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-10-18T03:30:09.641804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:09.641837] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:09.641866] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:09.641922] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:09.658777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:09.659283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:09.659360] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:09.659393] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:09.689753] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:09.689827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:09.689862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:09.689890] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:09.692868] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=77.89%) [2025-10-18T03:30:09.693122] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-10-18T03:30:09.693240] [INFO ] [sig ] UZE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:09.830469] [INFO ] [LOCAL ] Saved forecast: UZE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/UZE.txt [2025-10-18T03:30:09.830685] [INFO ] [sig ] [1932/2083] Completed UZE in 0.2s | 4.15 sym/s | Total: 7.7m | ETA: 36.3s [2025-10-18T03:30:09.830744] [INFO ] [sig ] [1933/2083] Forecasting V... [2025-10-18T03:30:09.830776] [INFO ] [sig ] Generating forecast for: V [2025-10-18T03:30:09.830814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'. [2025-10-18T03:30:09.838935] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'V'. [2025-10-18T03:30:09.839192] [INFO ] [FORECASTER] Starting predict_future for V [2025-10-18T03:30:09.864319] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:09.865033] [DEBUG] [LOCAL ] No optimal features file found for V: ./output/feature-sets/V.txt [2025-10-18T03:30:09.865087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:09.865120] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:09.865149] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:09.865206] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:09.882435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:09.883004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:09.883084] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:09.883118] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:09.915782] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:09.915863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:09.915898] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:09.915926] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:09.919046] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=98.67%) [2025-10-18T03:30:09.919297] [INFO ] [FORECASTER] Completed predict_future for V [2025-10-18T03:30:09.919418] [INFO ] [sig ] V: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:10.057980] [INFO ] [LOCAL ] Saved forecast: V 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/V.txt [2025-10-18T03:30:10.058224] [INFO ] [sig ] [1933/2083] Completed V in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 36.1s [2025-10-18T03:30:10.058274] [INFO ] [sig ] [1934/2083] Forecasting VAC... [2025-10-18T03:30:10.058305] [INFO ] [sig ] Generating forecast for: VAC [2025-10-18T03:30:10.058335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-10-18T03:30:10.066025] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VAC'. [2025-10-18T03:30:10.066289] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-10-18T03:30:10.091348] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:10.092071] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-10-18T03:30:10.092125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:10.092158] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:10.092187] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:10.092249] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:10.109936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:10.110459] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:10.110536] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:10.110570] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:10.146017] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:10.146122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:10.146160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:10.146188] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:10.149327] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=55.88%) [2025-10-18T03:30:10.149584] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-10-18T03:30:10.149759] [INFO ] [sig ] VAC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:10.304387] [INFO ] [LOCAL ] Saved forecast: VAC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VAC.txt [2025-10-18T03:30:10.304683] [INFO ] [sig ] [1934/2083] Completed VAC in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 35.9s [2025-10-18T03:30:10.304743] [INFO ] [sig ] [1935/2083] Forecasting VAL... [2025-10-18T03:30:10.304777] [INFO ] [sig ] Generating forecast for: VAL [2025-10-18T03:30:10.304810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-10-18T03:30:10.314013] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VAL'. [2025-10-18T03:30:10.314350] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-10-18T03:30:10.339381] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:10.340146] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-10-18T03:30:10.340202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:10.340235] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:10.340263] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:10.340325] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:10.357009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:10.357524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:10.357605] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:10.357638] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:10.389666] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:10.389745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:10.389780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:10.389808] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:10.392758] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=92.63%) [2025-10-18T03:30:10.393007] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-10-18T03:30:10.393135] [INFO ] [sig ] VAL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:10.529960] [INFO ] [LOCAL ] Saved forecast: VAL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VAL.txt [2025-10-18T03:30:10.530149] [INFO ] [sig ] [1935/2083] Completed VAL in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 35.6s [2025-10-18T03:30:10.530190] [INFO ] [sig ] [1936/2083] Forecasting VALE... [2025-10-18T03:30:10.530225] [INFO ] [sig ] Generating forecast for: VALE [2025-10-18T03:30:10.530263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-10-18T03:30:10.538691] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VALE'. [2025-10-18T03:30:10.538956] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-10-18T03:30:10.563928] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:10.564601] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-10-18T03:30:10.564677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:10.564727] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:10.564757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:10.564813] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:10.581621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:10.582164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:10.582254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:10.582330] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:10.615780] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:10.615855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:10.615890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:10.615916] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:10.618908] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=21.97%) [2025-10-18T03:30:10.619157] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-10-18T03:30:10.619287] [INFO ] [sig ] VALE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:10.757286] [INFO ] [LOCAL ] Saved forecast: VALE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VALE.txt [2025-10-18T03:30:10.757486] [INFO ] [sig ] [1936/2083] Completed VALE in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 35.4s [2025-10-18T03:30:10.757525] [INFO ] [sig ] [1937/2083] Forecasting VATE... [2025-10-18T03:30:10.757554] [INFO ] [sig ] Generating forecast for: VATE [2025-10-18T03:30:10.757583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'. [2025-10-18T03:30:10.766693] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VATE'. [2025-10-18T03:30:10.767065] [INFO ] [FORECASTER] Starting predict_future for VATE [2025-10-18T03:30:10.793486] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:10.794281] [DEBUG] [LOCAL ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt [2025-10-18T03:30:10.794339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:10.794374] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:10.794403] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:10.794460] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:10.811758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:10.812309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:10.812394] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:10.812427] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:10.846844] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:10.846991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:10.847032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:10.847062] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:10.850530] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=66.30%) [2025-10-18T03:30:10.850836] [INFO ] [FORECASTER] Completed predict_future for VATE [2025-10-18T03:30:10.850980] [INFO ] [sig ] VATE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:10.990372] [INFO ] [LOCAL ] Saved forecast: VATE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VATE.txt [2025-10-18T03:30:10.990670] [INFO ] [sig ] [1937/2083] Completed VATE in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 35.1s [2025-10-18T03:30:10.990733] [INFO ] [sig ] [1938/2083] Forecasting VBF... [2025-10-18T03:30:10.990766] [INFO ] [sig ] Generating forecast for: VBF [2025-10-18T03:30:10.990798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-10-18T03:30:10.999974] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VBF'. [2025-10-18T03:30:11.000309] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-10-18T03:30:11.025579] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:11.026396] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-10-18T03:30:11.026469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:11.026506] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:11.026534] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:11.026591] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:11.043369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:11.043965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:11.044047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:11.044080] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:11.080076] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:11.080261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:11.080304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:11.080333] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:11.083970] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=2.18%) [2025-10-18T03:30:11.084257] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-10-18T03:30:11.084396] [INFO ] [sig ] VBF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:11.224703] [INFO ] [LOCAL ] Saved forecast: VBF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VBF.txt [2025-10-18T03:30:11.224973] [INFO ] [sig ] [1938/2083] Completed VBF in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 34.9s [2025-10-18T03:30:11.225017] [INFO ] [sig ] [1939/2083] Forecasting VCV... [2025-10-18T03:30:11.225047] [INFO ] [sig ] Generating forecast for: VCV [2025-10-18T03:30:11.225078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'. [2025-10-18T03:30:11.233584] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VCV'. [2025-10-18T03:30:11.233891] [INFO ] [FORECASTER] Starting predict_future for VCV [2025-10-18T03:30:11.258920] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:11.259593] [DEBUG] [LOCAL ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt [2025-10-18T03:30:11.259669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:11.259722] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:11.259752] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:11.259810] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:11.276760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:11.277348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:11.277430] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:11.277464] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:11.315419] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:11.315519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:11.315556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:11.315585] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:11.318845] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: DOWN (p=27.90%) [2025-10-18T03:30:11.319111] [INFO ] [FORECASTER] Completed predict_future for VCV [2025-10-18T03:30:11.319242] [INFO ] [sig ] VCV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:11.457953] [INFO ] [LOCAL ] Saved forecast: VCV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VCV.txt [2025-10-18T03:30:11.458207] [INFO ] [sig ] [1939/2083] Completed VCV in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 34.7s [2025-10-18T03:30:11.458259] [INFO ] [sig ] [1940/2083] Forecasting VEEV... [2025-10-18T03:30:11.458298] [INFO ] [sig ] Generating forecast for: VEEV [2025-10-18T03:30:11.458337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'. [2025-10-18T03:30:11.467622] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VEEV'. [2025-10-18T03:30:11.468131] [INFO ] [FORECASTER] Starting predict_future for VEEV [2025-10-18T03:30:11.493574] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:11.494392] [DEBUG] [LOCAL ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt [2025-10-18T03:30:11.494451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:11.494485] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:11.494514] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:11.494571] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:11.512458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:11.513325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:11.513409] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:11.513443] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:11.551211] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:11.551312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:11.551351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:11.551379] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:11.554491] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=43.91%) [2025-10-18T03:30:11.554794] [INFO ] [FORECASTER] Completed predict_future for VEEV [2025-10-18T03:30:11.554929] [INFO ] [sig ] VEEV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:11.700606] [INFO ] [LOCAL ] Saved forecast: VEEV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VEEV.txt [2025-10-18T03:30:11.700856] [INFO ] [sig ] [1940/2083] Completed VEEV in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 34.4s [2025-10-18T03:30:11.700905] [INFO ] [sig ] [1941/2083] Forecasting VEL... [2025-10-18T03:30:11.700937] [INFO ] [sig ] Generating forecast for: VEL [2025-10-18T03:30:11.700968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-10-18T03:30:11.710231] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VEL'. [2025-10-18T03:30:11.710482] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-10-18T03:30:11.735988] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:11.736709] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-10-18T03:30:11.736765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:11.736801] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:11.736830] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:11.736887] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:11.754729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:11.755262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:11.755340] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:11.755374] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:11.797512] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:11.797696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:11.797797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:11.797894] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:11.803683] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=27.88%) [2025-10-18T03:30:11.803960] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-10-18T03:30:11.804123] [INFO ] [sig ] VEL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:11.946451] [INFO ] [LOCAL ] Saved forecast: VEL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VEL.txt [2025-10-18T03:30:11.946695] [INFO ] [sig ] [1941/2083] Completed VEL in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 34.2s [2025-10-18T03:30:11.946755] [INFO ] [sig ] [1942/2083] Forecasting VET... [2025-10-18T03:30:11.946788] [INFO ] [sig ] Generating forecast for: VET [2025-10-18T03:30:11.946820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'. [2025-10-18T03:30:11.955318] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VET'. [2025-10-18T03:30:11.955594] [INFO ] [FORECASTER] Starting predict_future for VET [2025-10-18T03:30:11.983496] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:11.984389] [DEBUG] [LOCAL ] No optimal features file found for VET: ./output/feature-sets/VET.txt [2025-10-18T03:30:11.984445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:11.984479] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:11.984507] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:11.984565] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:12.003720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:12.004351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:12.004445] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:12.004509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:12.043768] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:12.043871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:12.043908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:12.043936] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:12.047221] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=47.03%) [2025-10-18T03:30:12.047494] [INFO ] [FORECASTER] Completed predict_future for VET [2025-10-18T03:30:12.047628] [INFO ] [sig ] VET: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:12.201292] [INFO ] [LOCAL ] Saved forecast: VET 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VET.txt [2025-10-18T03:30:12.201547] [INFO ] [sig ] [1942/2083] Completed VET in 0.3s | 4.16 sym/s | Total: 7.8m | ETA: 33.9s [2025-10-18T03:30:12.201590] [INFO ] [sig ] [1943/2083] Forecasting VFC... [2025-10-18T03:30:12.201621] [INFO ] [sig ] Generating forecast for: VFC [2025-10-18T03:30:12.201684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-10-18T03:30:12.210580] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VFC'. [2025-10-18T03:30:12.211016] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-10-18T03:30:12.236666] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:12.237454] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-10-18T03:30:12.237512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:12.237548] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:12.237577] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:12.237634] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:12.254507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:12.255087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:12.255167] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:12.255217] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:12.291773] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:12.291959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:12.292001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:12.292032] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:12.295611] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=39.79%) [2025-10-18T03:30:12.295919] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-10-18T03:30:12.296059] [INFO ] [sig ] VFC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:12.437496] [INFO ] [LOCAL ] Saved forecast: VFC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VFC.txt [2025-10-18T03:30:12.437815] [INFO ] [sig ] [1943/2083] Completed VFC in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 33.7s [2025-10-18T03:30:12.437878] [INFO ] [sig ] [1944/2083] Forecasting VGI... [2025-10-18T03:30:12.437912] [INFO ] [sig ] Generating forecast for: VGI [2025-10-18T03:30:12.437945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-10-18T03:30:12.446251] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VGI'. [2025-10-18T03:30:12.446499] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-10-18T03:30:12.471711] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:12.472384] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-10-18T03:30:12.472445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:12.472478] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:12.472506] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:12.472564] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:12.490189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:12.491131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:12.491224] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:12.491258] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:12.526575] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:12.526775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:12.526830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:12.526865] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:12.530459] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=93.48%) [2025-10-18T03:30:12.530810] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-10-18T03:30:12.530963] [INFO ] [sig ] VGI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:12.672079] [INFO ] [LOCAL ] Saved forecast: VGI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VGI.txt [2025-10-18T03:30:12.672330] [INFO ] [sig ] [1944/2083] Completed VGI in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 33.5s [2025-10-18T03:30:12.672424] [INFO ] [sig ] [1945/2083] Forecasting VGM... [2025-10-18T03:30:12.672464] [INFO ] [sig ] Generating forecast for: VGM [2025-10-18T03:30:12.672497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-10-18T03:30:12.681608] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VGM'. [2025-10-18T03:30:12.681986] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-10-18T03:30:12.707200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:12.708700] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-10-18T03:30:12.708856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:12.708911] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:12.708941] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:12.709010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:12.725902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:12.726581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:12.726692] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:12.726746] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:12.763009] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:12.763110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:12.763146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:12.763173] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:12.766241] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=67.24%) [2025-10-18T03:30:12.766497] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-10-18T03:30:12.766627] [INFO ] [sig ] VGM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:12.906199] [INFO ] [LOCAL ] Saved forecast: VGM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VGM.txt [2025-10-18T03:30:12.906437] [INFO ] [sig ] [1945/2083] Completed VGM in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 33.2s [2025-10-18T03:30:12.906486] [INFO ] [sig ] [1946/2083] Forecasting VHI... [2025-10-18T03:30:12.906516] [INFO ] [sig ] Generating forecast for: VHI [2025-10-18T03:30:12.906545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'. [2025-10-18T03:30:12.915068] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VHI'. [2025-10-18T03:30:12.915340] [INFO ] [FORECASTER] Starting predict_future for VHI [2025-10-18T03:30:12.940095] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:12.940822] [DEBUG] [LOCAL ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt [2025-10-18T03:30:12.940876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:12.940908] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:12.940935] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:12.940991] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:12.957718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:12.958303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:12.958383] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:12.958416] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:12.993167] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:12.993276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:12.993314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:12.993345] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:12.996474] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: UP (p=84.34%) [2025-10-18T03:30:12.996775] [INFO ] [FORECASTER] Completed predict_future for VHI [2025-10-18T03:30:12.996914] [INFO ] [sig ] VHI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:13.134185] [INFO ] [LOCAL ] Saved forecast: VHI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VHI.txt [2025-10-18T03:30:13.134396] [INFO ] [sig ] [1946/2083] Completed VHI in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 33.0s [2025-10-18T03:30:13.134437] [INFO ] [sig ] [1947/2083] Forecasting VICI... [2025-10-18T03:30:13.134467] [INFO ] [sig ] Generating forecast for: VICI [2025-10-18T03:30:13.134499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-10-18T03:30:13.143082] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VICI'. [2025-10-18T03:30:13.143366] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-10-18T03:30:13.168928] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:13.169763] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-10-18T03:30:13.169819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:13.169854] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:13.169884] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:13.169943] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:13.187007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:13.187835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:13.187938] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:13.187973] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:13.225672] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:13.225846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:13.225894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:13.225929] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:13.229610] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=11.19%) [2025-10-18T03:30:13.229924] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-10-18T03:30:13.230058] [INFO ] [sig ] VICI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:13.369353] [INFO ] [LOCAL ] Saved forecast: VICI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VICI.txt [2025-10-18T03:30:13.369564] [INFO ] [sig ] [1947/2083] Completed VICI in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 32.7s [2025-10-18T03:30:13.369606] [INFO ] [sig ] [1948/2083] Forecasting VIK... [2025-10-18T03:30:13.369636] [INFO ] [sig ] Generating forecast for: VIK [2025-10-18T03:30:13.369721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'. [2025-10-18T03:30:13.378074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIK'. [2025-10-18T03:30:13.378354] [INFO ] [FORECASTER] Starting predict_future for VIK [2025-10-18T03:30:13.403008] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:13.403714] [DEBUG] [LOCAL ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt [2025-10-18T03:30:13.403770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:13.403803] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:13.403830] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:13.403886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:13.420674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:13.421215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:13.421292] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:13.421332] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:13.458234] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:13.458364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:13.458405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:13.458433] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:13.461567] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-10-18T03:30:13.461857] [INFO ] [FORECASTER] Completed predict_future for VIK [2025-10-18T03:30:13.462009] [INFO ] [sig ] VIK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:13.599478] [INFO ] [LOCAL ] Saved forecast: VIK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VIK.txt [2025-10-18T03:30:13.599707] [INFO ] [sig ] [1948/2083] Completed VIK in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 32.5s [2025-10-18T03:30:13.599766] [INFO ] [sig ] [1949/2083] Forecasting VIPS... [2025-10-18T03:30:13.599799] [INFO ] [sig ] Generating forecast for: VIPS [2025-10-18T03:30:13.599830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-10-18T03:30:13.608281] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIPS'. [2025-10-18T03:30:13.608564] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-10-18T03:30:13.633317] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:13.634054] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-10-18T03:30:13.634108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:13.634142] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:13.634170] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:13.634226] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:13.651509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:13.652114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:13.652196] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:13.652229] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:13.690512] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:13.690624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:13.690692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:13.690734] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:13.693835] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=16.49%) [2025-10-18T03:30:13.694092] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-10-18T03:30:13.694221] [INFO ] [sig ] VIPS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:13.839693] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VIPS.txt [2025-10-18T03:30:13.839926] [INFO ] [sig ] [1949/2083] Completed VIPS in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 32.2s [2025-10-18T03:30:13.839981] [INFO ] [sig ] [1950/2083] Forecasting VIRT... [2025-10-18T03:30:13.840014] [INFO ] [sig ] Generating forecast for: VIRT [2025-10-18T03:30:13.840047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'. [2025-10-18T03:30:13.850659] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIRT'. [2025-10-18T03:30:13.850975] [INFO ] [FORECASTER] Starting predict_future for VIRT [2025-10-18T03:30:13.876487] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:13.877228] [DEBUG] [LOCAL ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt [2025-10-18T03:30:13.877282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:13.877316] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:13.877343] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:13.877400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:13.894387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:13.894991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:13.895070] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:13.895102] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:13.931700] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:13.931829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:13.931868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:13.931897] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:13.935090] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: UP (p=97.33%) [2025-10-18T03:30:13.935351] [INFO ] [FORECASTER] Completed predict_future for VIRT [2025-10-18T03:30:13.935480] [INFO ] [sig ] VIRT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:14.074107] [INFO ] [LOCAL ] Saved forecast: VIRT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VIRT.txt [2025-10-18T03:30:14.074309] [INFO ] [sig ] [1950/2083] Completed VIRT in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 32.0s [2025-10-18T03:30:14.074350] [INFO ] [sig ] [1951/2083] Forecasting VIST... [2025-10-18T03:30:14.074381] [INFO ] [sig ] Generating forecast for: VIST [2025-10-18T03:30:14.074412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'. [2025-10-18T03:30:14.083891] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIST'. [2025-10-18T03:30:14.084244] [INFO ] [FORECASTER] Starting predict_future for VIST [2025-10-18T03:30:14.109386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:14.110088] [DEBUG] [LOCAL ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt [2025-10-18T03:30:14.110144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:14.110177] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:14.110205] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:14.110347] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:14.127184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:14.127767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:14.127851] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:14.127885] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:14.162367] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:14.162461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:14.162496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:14.162524] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:14.165585] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=47.89%) [2025-10-18T03:30:14.165869] [INFO ] [FORECASTER] Completed predict_future for VIST [2025-10-18T03:30:14.166010] [INFO ] [sig ] VIST: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:14.303044] [INFO ] [LOCAL ] Saved forecast: VIST 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VIST.txt [2025-10-18T03:30:14.303258] [INFO ] [sig ] [1951/2083] Completed VIST in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 31.8s [2025-10-18T03:30:14.303301] [INFO ] [sig ] [1952/2083] Forecasting VIV... [2025-10-18T03:30:14.303331] [INFO ] [sig ] Generating forecast for: VIV [2025-10-18T03:30:14.303361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'. [2025-10-18T03:30:14.313187] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIV'. [2025-10-18T03:30:14.313506] [INFO ] [FORECASTER] Starting predict_future for VIV [2025-10-18T03:30:14.339228] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:14.339941] [DEBUG] [LOCAL ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt [2025-10-18T03:30:14.339995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:14.340042] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:14.340071] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:14.340132] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:14.356875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:14.357406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:14.357487] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:14.357520] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:14.392238] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:14.392336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:14.392373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:14.392401] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:14.395496] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: UP (p=64.48%) [2025-10-18T03:30:14.395793] [INFO ] [FORECASTER] Completed predict_future for VIV [2025-10-18T03:30:14.395927] [INFO ] [sig ] VIV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:14.534130] [INFO ] [LOCAL ] Saved forecast: VIV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VIV.txt [2025-10-18T03:30:14.534377] [INFO ] [sig ] [1952/2083] Completed VIV in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 31.5s [2025-10-18T03:30:14.534420] [INFO ] [sig ] [1953/2083] Forecasting VKQ... [2025-10-18T03:30:14.534449] [INFO ] [sig ] Generating forecast for: VKQ [2025-10-18T03:30:14.534481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-10-18T03:30:14.543105] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VKQ'. [2025-10-18T03:30:14.543371] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-10-18T03:30:14.567936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:14.568615] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-10-18T03:30:14.568695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:14.568741] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:14.568771] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:14.568828] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:14.585403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:14.585966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:14.586047] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:14.586081] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:14.622694] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:14.622795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:14.622832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:14.622861] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:14.625897] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=45.97%) [2025-10-18T03:30:14.626152] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-10-18T03:30:14.626281] [INFO ] [sig ] VKQ: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:14.762875] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VKQ.txt [2025-10-18T03:30:14.763084] [INFO ] [sig ] [1953/2083] Completed VKQ in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 31.3s [2025-10-18T03:30:14.763125] [INFO ] [sig ] [1954/2083] Forecasting VLN... [2025-10-18T03:30:14.763156] [INFO ] [sig ] Generating forecast for: VLN [2025-10-18T03:30:14.763188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-10-18T03:30:14.772284] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLN'. [2025-10-18T03:30:14.772630] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-10-18T03:30:14.797558] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:14.798261] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-10-18T03:30:14.798314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:14.798347] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:14.798374] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:14.798430] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:14.815364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:14.815943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:14.816024] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:14.816057] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:14.850444] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:14.850518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:14.850583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:14.850613] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:14.856586] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=98.81%) [2025-10-18T03:30:14.856862] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-10-18T03:30:14.857006] [INFO ] [sig ] VLN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:14.993702] [INFO ] [LOCAL ] Saved forecast: VLN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VLN.txt [2025-10-18T03:30:14.993973] [INFO ] [sig ] [1954/2083] Completed VLN in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 31.0s [2025-10-18T03:30:14.994016] [INFO ] [sig ] [1955/2083] Forecasting VLO... [2025-10-18T03:30:14.994046] [INFO ] [sig ] Generating forecast for: VLO [2025-10-18T03:30:14.994077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-10-18T03:30:15.003013] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLO'. [2025-10-18T03:30:15.003295] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-10-18T03:30:15.027919] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:15.028633] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-10-18T03:30:15.028713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:15.028750] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:15.028778] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:15.028833] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:15.045626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:15.046180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:15.046257] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:15.046290] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:15.084964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:15.085044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:15.085078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:15.085106] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:15.088048] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=95.84%) [2025-10-18T03:30:15.088297] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-10-18T03:30:15.088441] [INFO ] [sig ] VLO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:15.226189] [INFO ] [LOCAL ] Saved forecast: VLO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VLO.txt [2025-10-18T03:30:15.226368] [INFO ] [sig ] [1955/2083] Completed VLO in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 30.8s [2025-10-18T03:30:15.226407] [INFO ] [sig ] [1956/2083] Forecasting VLRS... [2025-10-18T03:30:15.226437] [INFO ] [sig ] Generating forecast for: VLRS [2025-10-18T03:30:15.226469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-10-18T03:30:15.234494] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLRS'. [2025-10-18T03:30:15.234775] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-10-18T03:30:15.259609] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:15.260288] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-10-18T03:30:15.260342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:15.260375] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:15.260402] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:15.260457] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:15.277683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:15.278277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:15.278357] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:15.278390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:15.322956] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:15.323047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:15.323081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:15.323109] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:15.326168] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=49.97%) [2025-10-18T03:30:15.326421] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-10-18T03:30:15.326555] [INFO ] [sig ] VLRS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:15.462810] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VLRS.txt [2025-10-18T03:30:15.463029] [INFO ] [sig ] [1956/2083] Completed VLRS in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 30.6s [2025-10-18T03:30:15.463069] [INFO ] [sig ] [1957/2083] Forecasting VLT... [2025-10-18T03:30:15.463097] [INFO ] [sig ] Generating forecast for: VLT [2025-10-18T03:30:15.463127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'. [2025-10-18T03:30:15.474510] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLT'. [2025-10-18T03:30:15.475097] [INFO ] [FORECASTER] Starting predict_future for VLT [2025-10-18T03:30:15.500227] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:15.500947] [DEBUG] [LOCAL ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt [2025-10-18T03:30:15.501002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:15.501035] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:15.501064] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:15.501121] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:15.517899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:15.518442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:15.518523] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:15.518560] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:15.556365] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:15.556482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:15.556517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:15.556545] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:15.559822] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: UP (p=98.42%) [2025-10-18T03:30:15.560087] [INFO ] [FORECASTER] Completed predict_future for VLT [2025-10-18T03:30:15.560238] [INFO ] [sig ] VLT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:15.698578] [INFO ] [LOCAL ] Saved forecast: VLT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VLT.txt [2025-10-18T03:30:15.698906] [INFO ] [sig ] [1957/2083] Completed VLT in 0.2s | 4.16 sym/s | Total: 7.8m | ETA: 30.3s [2025-10-18T03:30:15.698953] [INFO ] [sig ] [1958/2083] Forecasting VLTO... [2025-10-18T03:30:15.698987] [INFO ] [sig ] Generating forecast for: VLTO [2025-10-18T03:30:15.699019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-10-18T03:30:15.707992] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLTO'. [2025-10-18T03:30:15.708273] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-10-18T03:30:15.733259] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:15.733972] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-10-18T03:30:15.734026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:15.734060] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:15.734086] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:15.734142] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:15.750939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:15.751496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:15.751576] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:15.751608] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:15.794849] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:15.794953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:15.794990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:15.795019] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:15.798153] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=58.11%) [2025-10-18T03:30:15.798417] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-10-18T03:30:15.798554] [INFO ] [sig ] VLTO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:15.936420] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VLTO.txt [2025-10-18T03:30:15.936692] [INFO ] [sig ] [1958/2083] Completed VLTO in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 30.1s [2025-10-18T03:30:15.936752] [INFO ] [sig ] [1959/2083] Forecasting VMC... [2025-10-18T03:30:15.936785] [INFO ] [sig ] Generating forecast for: VMC [2025-10-18T03:30:15.936815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'. [2025-10-18T03:30:15.946243] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VMC'. [2025-10-18T03:30:15.946584] [INFO ] [FORECASTER] Starting predict_future for VMC [2025-10-18T03:30:15.971733] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:15.972406] [DEBUG] [LOCAL ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt [2025-10-18T03:30:15.972460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:15.972506] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:15.972534] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:15.972589] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:15.989318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:15.989908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:15.989993] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:15.990026] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:16.030804] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:16.030876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:16.030910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:16.030938] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:16.033888] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=42.86%) [2025-10-18T03:30:16.034137] [INFO ] [FORECASTER] Completed predict_future for VMC [2025-10-18T03:30:16.034278] [INFO ] [sig ] VMC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:16.171514] [INFO ] [LOCAL ] Saved forecast: VMC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VMC.txt [2025-10-18T03:30:16.171748] [INFO ] [sig ] [1959/2083] Completed VMC in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 29.8s [2025-10-18T03:30:16.171808] [INFO ] [sig ] [1960/2083] Forecasting VMI... [2025-10-18T03:30:16.171841] [INFO ] [sig ] Generating forecast for: VMI [2025-10-18T03:30:16.171871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-10-18T03:30:16.183048] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VMI'. [2025-10-18T03:30:16.183443] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-10-18T03:30:16.215763] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:16.216581] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-10-18T03:30:16.216666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:16.216728] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:16.216765] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:16.216840] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:16.234742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:16.235276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:16.235356] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:16.235390] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:16.278891] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:16.278996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:16.279034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:16.279062] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:16.282198] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=63.87%) [2025-10-18T03:30:16.282461] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-10-18T03:30:16.282600] [INFO ] [sig ] VMI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:16.420773] [INFO ] [LOCAL ] Saved forecast: VMI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VMI.txt [2025-10-18T03:30:16.421023] [INFO ] [sig ] [1960/2083] Completed VMI in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 29.6s [2025-10-18T03:30:16.421065] [INFO ] [sig ] [1961/2083] Forecasting VMO... [2025-10-18T03:30:16.421096] [INFO ] [sig ] Generating forecast for: VMO [2025-10-18T03:30:16.421126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-10-18T03:30:16.429745] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VMO'. [2025-10-18T03:30:16.430055] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-10-18T03:30:16.455129] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:16.455816] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-10-18T03:30:16.455871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:16.455902] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:16.455929] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:16.455986] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:16.473021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:16.473573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:16.473675] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:16.473730] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:16.519190] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:16.519264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:16.519299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:16.519326] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:16.522296] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=93.13%) [2025-10-18T03:30:16.522547] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-10-18T03:30:16.522718] [INFO ] [sig ] VMO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:16.660879] [INFO ] [LOCAL ] Saved forecast: VMO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VMO.txt [2025-10-18T03:30:16.661144] [INFO ] [sig ] [1961/2083] Completed VMO in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 29.4s [2025-10-18T03:30:16.661186] [INFO ] [sig ] [1962/2083] Forecasting VNCE... [2025-10-18T03:30:16.661216] [INFO ] [sig ] Generating forecast for: VNCE [2025-10-18T03:30:16.661247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'. [2025-10-18T03:30:16.670598] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VNCE'. [2025-10-18T03:30:16.670879] [INFO ] [FORECASTER] Starting predict_future for VNCE [2025-10-18T03:30:16.695767] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:16.696454] [DEBUG] [LOCAL ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt [2025-10-18T03:30:16.696508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:16.696540] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:16.696567] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:16.696624] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:16.713416] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:16.713980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:16.714064] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:16.714096] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:16.757096] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:16.757275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:16.757319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:16.757349] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:16.761282] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: DOWN (p=2.11%) [2025-10-18T03:30:16.761574] [INFO ] [FORECASTER] Completed predict_future for VNCE [2025-10-18T03:30:16.761752] [INFO ] [sig ] VNCE: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:16.905916] [INFO ] [LOCAL ] Saved forecast: VNCE 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VNCE.txt [2025-10-18T03:30:16.906231] [INFO ] [sig ] [1962/2083] Completed VNCE in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 29.1s [2025-10-18T03:30:16.906276] [INFO ] [sig ] [1963/2083] Forecasting VNO... [2025-10-18T03:30:16.906306] [INFO ] [sig ] Generating forecast for: VNO [2025-10-18T03:30:16.906339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-10-18T03:30:16.915913] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VNO'. [2025-10-18T03:30:16.916266] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-10-18T03:30:16.941180] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:16.941871] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-10-18T03:30:16.941926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:16.941960] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:16.941986] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:16.942043] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:16.958718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:16.959240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:16.959321] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:16.959353] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:17.008019] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:17.008116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:17.008169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:17.008200] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:17.011271] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: DOWN (p=39.68%) [2025-10-18T03:30:17.011546] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-10-18T03:30:17.011731] [INFO ] [sig ] VNO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:17.149082] [INFO ] [LOCAL ] Saved forecast: VNO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VNO.txt [2025-10-18T03:30:17.149352] [INFO ] [sig ] [1963/2083] Completed VNO in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 28.9s [2025-10-18T03:30:17.149394] [INFO ] [sig ] [1964/2083] Forecasting VNT... [2025-10-18T03:30:17.149426] [INFO ] [sig ] Generating forecast for: VNT [2025-10-18T03:30:17.149456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'. [2025-10-18T03:30:17.159194] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VNT'. [2025-10-18T03:30:17.159497] [INFO ] [FORECASTER] Starting predict_future for VNT [2025-10-18T03:30:17.184342] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:17.185043] [DEBUG] [LOCAL ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt [2025-10-18T03:30:17.185097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:17.185129] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:17.185207] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:17.185274] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:17.202050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:17.202588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:17.202688] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:17.202740] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:17.247080] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:17.247169] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:17.247205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:17.247232] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:17.250266] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: DOWN (p=14.91%) [2025-10-18T03:30:17.250526] [INFO ] [FORECASTER] Completed predict_future for VNT [2025-10-18T03:30:17.250682] [INFO ] [sig ] VNT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:17.387160] [INFO ] [LOCAL ] Saved forecast: VNT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VNT.txt [2025-10-18T03:30:17.387395] [INFO ] [sig ] [1964/2083] Completed VNT in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 28.6s [2025-10-18T03:30:17.387436] [INFO ] [sig ] [1965/2083] Forecasting VOC... [2025-10-18T03:30:17.387465] [INFO ] [sig ] Generating forecast for: VOC [2025-10-18T03:30:17.387495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-10-18T03:30:17.396128] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VOC'. [2025-10-18T03:30:17.396406] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-10-18T03:30:17.421070] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:17.421789] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-10-18T03:30:17.421845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:17.421878] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:17.421905] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:17.421961] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:17.438578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:17.439121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:17.439199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:17.439232] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:17.471529] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:17.471603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:17.471638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:17.471712] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:17.474704] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=97.37%) [2025-10-18T03:30:17.474956] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-10-18T03:30:17.475091] [INFO ] [sig ] VOC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:17.611015] [INFO ] [LOCAL ] Saved forecast: VOC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VOC.txt [2025-10-18T03:30:17.611240] [INFO ] [sig ] [1965/2083] Completed VOC in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 28.4s [2025-10-18T03:30:17.611280] [INFO ] [sig ] [1966/2083] Forecasting VOYA... [2025-10-18T03:30:17.611310] [INFO ] [sig ] Generating forecast for: VOYA [2025-10-18T03:30:17.611340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'. [2025-10-18T03:30:17.620072] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VOYA'. [2025-10-18T03:30:17.620325] [INFO ] [FORECASTER] Starting predict_future for VOYA [2025-10-18T03:30:17.644805] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:17.645449] [DEBUG] [LOCAL ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt [2025-10-18T03:30:17.645503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:17.645547] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:17.645575] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:17.645631] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:17.662227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:17.662775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:17.662854] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:17.662886] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:17.699192] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:17.699265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:17.699299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:17.699326] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:17.702239] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=52.28%) [2025-10-18T03:30:17.702481] [INFO ] [FORECASTER] Completed predict_future for VOYA [2025-10-18T03:30:17.702612] [INFO ] [sig ] VOYA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:17.838395] [INFO ] [LOCAL ] Saved forecast: VOYA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VOYA.txt [2025-10-18T03:30:17.838601] [INFO ] [sig ] [1966/2083] Completed VOYA in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 28.1s [2025-10-18T03:30:17.838662] [INFO ] [sig ] [1967/2083] Forecasting VPG... [2025-10-18T03:30:17.838717] [INFO ] [sig ] Generating forecast for: VPG [2025-10-18T03:30:17.838751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-10-18T03:30:17.847224] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VPG'. [2025-10-18T03:30:17.847482] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-10-18T03:30:17.872007] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:17.872667] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-10-18T03:30:17.872726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:17.872759] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:17.872786] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:17.872842] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:17.889588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:17.890342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:17.890432] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:17.890466] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:17.927488] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:17.928129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:17.928179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:17.928210] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:17.932305] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=72.32%) [2025-10-18T03:30:17.932671] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-10-18T03:30:17.932833] [INFO ] [sig ] VPG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:18.074378] [INFO ] [LOCAL ] Saved forecast: VPG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VPG.txt [2025-10-18T03:30:18.074602] [INFO ] [sig ] [1967/2083] Completed VPG in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 27.9s [2025-10-18T03:30:18.074664] [INFO ] [sig ] [1968/2083] Forecasting VPV... [2025-10-18T03:30:18.074719] [INFO ] [sig ] Generating forecast for: VPV [2025-10-18T03:30:18.074753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'. [2025-10-18T03:30:18.082854] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VPV'. [2025-10-18T03:30:18.083098] [INFO ] [FORECASTER] Starting predict_future for VPV [2025-10-18T03:30:18.107775] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:18.108432] [DEBUG] [LOCAL ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt [2025-10-18T03:30:18.108486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:18.108519] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:18.108546] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:18.108602] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:18.125284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:18.125830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:18.125909] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:18.125941] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:18.159805] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:18.159992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:18.160035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:18.160064] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:18.163576] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=15.79%) [2025-10-18T03:30:18.163932] [INFO ] [FORECASTER] Completed predict_future for VPV [2025-10-18T03:30:18.164079] [INFO ] [sig ] VPV: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:18.301244] [INFO ] [LOCAL ] Saved forecast: VPV 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VPV.txt [2025-10-18T03:30:18.301452] [INFO ] [sig ] [1968/2083] Completed VPV in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 27.7s [2025-10-18T03:30:18.301493] [INFO ] [sig ] [1969/2083] Forecasting VRE... [2025-10-18T03:30:18.301524] [INFO ] [sig ] Generating forecast for: VRE [2025-10-18T03:30:18.301555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-10-18T03:30:18.310246] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VRE'. [2025-10-18T03:30:18.310515] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-10-18T03:30:18.334972] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:18.335665] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-10-18T03:30:18.335725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:18.335759] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:18.335787] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:18.335843] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:18.352845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:18.353389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:18.353466] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:18.353499] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:18.388219] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:18.388320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:18.388355] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:18.388383] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:18.391485] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=58.25%) [2025-10-18T03:30:18.391782] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-10-18T03:30:18.391914] [INFO ] [sig ] VRE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:18.528975] [INFO ] [LOCAL ] Saved forecast: VRE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VRE.txt [2025-10-18T03:30:18.529198] [INFO ] [sig ] [1969/2083] Completed VRE in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 27.4s [2025-10-18T03:30:18.529239] [INFO ] [sig ] [1970/2083] Forecasting VRT... [2025-10-18T03:30:18.529269] [INFO ] [sig ] Generating forecast for: VRT [2025-10-18T03:30:18.529299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'. [2025-10-18T03:30:18.538111] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VRT'. [2025-10-18T03:30:18.538398] [INFO ] [FORECASTER] Starting predict_future for VRT [2025-10-18T03:30:18.563331] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:18.564073] [DEBUG] [LOCAL ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt [2025-10-18T03:30:18.564127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:18.564160] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:18.564187] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:18.564243] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:18.581350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:18.581936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:18.582013] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:18.582046] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:18.619330] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:18.619439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:18.619482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:18.619516] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:18.622660] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: DOWN (p=5.25%) [2025-10-18T03:30:18.622927] [INFO ] [FORECASTER] Completed predict_future for VRT [2025-10-18T03:30:18.623059] [INFO ] [sig ] VRT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:18.765049] [INFO ] [LOCAL ] Saved forecast: VRT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VRT.txt [2025-10-18T03:30:18.765260] [INFO ] [sig ] [1970/2083] Completed VRT in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 27.2s [2025-10-18T03:30:18.765301] [INFO ] [sig ] [1971/2083] Forecasting VRTS... [2025-10-18T03:30:18.765331] [INFO ] [sig ] Generating forecast for: VRTS [2025-10-18T03:30:18.765362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-10-18T03:30:18.774908] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VRTS'. [2025-10-18T03:30:18.775284] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-10-18T03:30:18.800376] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:18.801091] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-10-18T03:30:18.801146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:18.801178] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:18.801207] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:18.801267] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:18.818108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:18.818665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:18.818750] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:18.818785] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:18.860496] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:18.861588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:18.861672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:18.861737] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:18.865070] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=82.80%) [2025-10-18T03:30:18.865360] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-10-18T03:30:18.865507] [INFO ] [sig ] VRTS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:19.003888] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VRTS.txt [2025-10-18T03:30:19.004141] [INFO ] [sig ] [1971/2083] Completed VRTS in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 26.9s [2025-10-18T03:30:19.004185] [INFO ] [sig ] [1972/2083] Forecasting VSCO... [2025-10-18T03:30:19.004216] [INFO ] [sig ] Generating forecast for: VSCO [2025-10-18T03:30:19.004247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-10-18T03:30:19.014495] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VSCO'. [2025-10-18T03:30:19.014878] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-10-18T03:30:19.039636] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:19.040351] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-10-18T03:30:19.040406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:19.040440] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:19.040468] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:19.040524] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:19.057441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:19.058050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:19.058133] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:19.058166] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:19.094413] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:19.094518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:19.094554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:19.094582] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:19.097761] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=69.51%) [2025-10-18T03:30:19.098035] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-10-18T03:30:19.098172] [INFO ] [sig ] VSCO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:19.234498] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VSCO.txt [2025-10-18T03:30:19.234747] [INFO ] [sig ] [1972/2083] Completed VSCO in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 26.7s [2025-10-18T03:30:19.234808] [INFO ] [sig ] [1973/2083] Forecasting VSH... [2025-10-18T03:30:19.234841] [INFO ] [sig ] Generating forecast for: VSH [2025-10-18T03:30:19.234872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-10-18T03:30:19.244371] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VSH'. [2025-10-18T03:30:19.244742] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-10-18T03:30:19.271118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:19.271843] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-10-18T03:30:19.271898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:19.271946] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:19.271976] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:19.272034] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:19.289218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:19.289855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:19.289940] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:19.289975] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:19.328143] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:19.328220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:19.328256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:19.328285] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:19.331325] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=10.84%) [2025-10-18T03:30:19.331580] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-10-18T03:30:19.331741] [INFO ] [sig ] VSH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:19.471939] [INFO ] [LOCAL ] Saved forecast: VSH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VSH.txt [2025-10-18T03:30:19.472154] [INFO ] [sig ] [1973/2083] Completed VSH in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 26.5s [2025-10-18T03:30:19.472197] [INFO ] [sig ] [1974/2083] Forecasting VST... [2025-10-18T03:30:19.472228] [INFO ] [sig ] Generating forecast for: VST [2025-10-18T03:30:19.472260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'. [2025-10-18T03:30:19.481740] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VST'. [2025-10-18T03:30:19.482106] [INFO ] [FORECASTER] Starting predict_future for VST [2025-10-18T03:30:19.507191] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:19.507980] [DEBUG] [LOCAL ] No optimal features file found for VST: ./output/feature-sets/VST.txt [2025-10-18T03:30:19.508036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:19.508070] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:19.508097] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:19.508154] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:19.524944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:19.525474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:19.525561] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:19.525594] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:19.563386] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:19.563580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:19.563622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:19.563688] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:19.567243] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: UP (p=75.41%) [2025-10-18T03:30:19.567544] [INFO ] [FORECASTER] Completed predict_future for VST [2025-10-18T03:30:19.567716] [INFO ] [sig ] VST: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:19.707033] [INFO ] [LOCAL ] Saved forecast: VST 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VST.txt [2025-10-18T03:30:19.707255] [INFO ] [sig ] [1974/2083] Completed VST in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 26.2s [2025-10-18T03:30:19.707297] [INFO ] [sig ] [1975/2083] Forecasting VSTS... [2025-10-18T03:30:19.707327] [INFO ] [sig ] Generating forecast for: VSTS [2025-10-18T03:30:19.707358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-10-18T03:30:19.716109] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VSTS'. [2025-10-18T03:30:19.716403] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-10-18T03:30:19.742673] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:19.743504] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-10-18T03:30:19.743559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:19.743593] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:19.743620] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:19.743703] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:19.760284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:19.760870] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:19.760956] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:19.760989] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:19.794536] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:19.794699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:19.794753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:19.794785] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:19.798127] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=76.30%) [2025-10-18T03:30:19.798417] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-10-18T03:30:19.798559] [INFO ] [sig ] VSTS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:19.937846] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VSTS.txt [2025-10-18T03:30:19.938073] [INFO ] [sig ] [1975/2083] Completed VSTS in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 26.0s [2025-10-18T03:30:19.938114] [INFO ] [sig ] [1976/2083] Forecasting VTEX... [2025-10-18T03:30:19.938146] [INFO ] [sig ] Generating forecast for: VTEX [2025-10-18T03:30:19.938177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-10-18T03:30:19.946585] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTEX'. [2025-10-18T03:30:19.946871] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-10-18T03:30:19.971620] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:19.972312] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-10-18T03:30:19.972366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:19.972399] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:19.972427] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:19.972483] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:19.989379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:19.989927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:19.990006] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:19.990039] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:20.022905] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:20.023025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:20.023062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:20.023091] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:20.026248] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=59.18%) [2025-10-18T03:30:20.026506] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-10-18T03:30:20.026632] [INFO ] [sig ] VTEX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:20.174058] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VTEX.txt [2025-10-18T03:30:20.174324] [INFO ] [sig ] [1976/2083] Completed VTEX in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 25.7s [2025-10-18T03:30:20.174387] [INFO ] [sig ] [1977/2083] Forecasting VTLE... [2025-10-18T03:30:20.174422] [INFO ] [sig ] Generating forecast for: VTLE [2025-10-18T03:30:20.174469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-10-18T03:30:20.184488] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTLE'. [2025-10-18T03:30:20.184893] [INFO ] [FORECASTER] Starting predict_future for VTLE [2025-10-18T03:30:20.212714] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:20.213686] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-10-18T03:30:20.213747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:20.213849] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:20.213905] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:20.213969] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:20.233836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:20.234427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:20.234539] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:20.234593] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:20.275249] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:20.275383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:20.275424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:20.275454] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:20.279847] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=64.14%) [2025-10-18T03:30:20.280215] [INFO ] [FORECASTER] Completed predict_future for VTLE [2025-10-18T03:30:20.280368] [INFO ] [sig ] VTLE: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:20.441403] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VTLE.txt [2025-10-18T03:30:20.441685] [INFO ] [sig ] [1977/2083] Completed VTLE in 0.3s | 4.16 sym/s | Total: 7.9m | ETA: 25.5s [2025-10-18T03:30:20.441747] [INFO ] [sig ] [1978/2083] Forecasting VTMX... [2025-10-18T03:30:20.441779] [INFO ] [sig ] Generating forecast for: VTMX [2025-10-18T03:30:20.441810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-10-18T03:30:20.450372] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTMX'. [2025-10-18T03:30:20.450626] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-10-18T03:30:20.475386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:20.476084] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-10-18T03:30:20.476137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:20.476170] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:20.476197] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:20.476253] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:20.492958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:20.493465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:20.493544] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:20.493576] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:20.530913] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:20.531027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:20.531063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:20.531091] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:20.534104] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: DOWN (p=34.53%) [2025-10-18T03:30:20.534355] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-10-18T03:30:20.534486] [INFO ] [sig ] VTMX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:20.671842] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VTMX.txt [2025-10-18T03:30:20.672054] [INFO ] [sig ] [1978/2083] Completed VTMX in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 25.3s [2025-10-18T03:30:20.672096] [INFO ] [sig ] [1979/2083] Forecasting VTN... [2025-10-18T03:30:20.672126] [INFO ] [sig ] Generating forecast for: VTN [2025-10-18T03:30:20.672157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-10-18T03:30:20.680566] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTN'. [2025-10-18T03:30:20.680875] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-10-18T03:30:20.705511] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:20.706228] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-10-18T03:30:20.706282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:20.706315] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:20.706344] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:20.706400] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:20.723831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:20.724363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:20.724443] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:20.724478] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:20.762390] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:20.762521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:20.762560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:20.762591] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:20.765946] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=6.38%) [2025-10-18T03:30:20.766213] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-10-18T03:30:20.766350] [INFO ] [sig ] VTN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:20.914289] [INFO ] [LOCAL ] Saved forecast: VTN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VTN.txt [2025-10-18T03:30:20.914575] [INFO ] [sig ] [1979/2083] Completed VTN in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 25.0s [2025-10-18T03:30:20.914639] [INFO ] [sig ] [1980/2083] Forecasting VTOL... [2025-10-18T03:30:20.914719] [INFO ] [sig ] Generating forecast for: VTOL [2025-10-18T03:30:20.914757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-10-18T03:30:20.924279] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTOL'. [2025-10-18T03:30:20.924683] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-10-18T03:30:20.949624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:20.950352] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-10-18T03:30:20.950407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:20.950454] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:20.950482] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:20.950542] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:20.967266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:20.967873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:20.967953] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:20.967985] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:21.003801] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:21.003985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:21.004027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:21.004056] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:21.007577] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=4.98%) [2025-10-18T03:30:21.007948] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-10-18T03:30:21.008099] [INFO ] [sig ] VTOL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:21.145512] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VTOL.txt [2025-10-18T03:30:21.145747] [INFO ] [sig ] [1980/2083] Completed VTOL in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 24.8s [2025-10-18T03:30:21.145807] [INFO ] [sig ] [1981/2083] Forecasting VTR... [2025-10-18T03:30:21.145840] [INFO ] [sig ] Generating forecast for: VTR [2025-10-18T03:30:21.145871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'. [2025-10-18T03:30:21.154381] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTR'. [2025-10-18T03:30:21.154689] [INFO ] [FORECASTER] Starting predict_future for VTR [2025-10-18T03:30:21.179196] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:21.179905] [DEBUG] [LOCAL ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt [2025-10-18T03:30:21.179960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:21.179992] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:21.180020] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:21.180076] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:21.196721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:21.197237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:21.197314] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:21.197347] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:21.234293] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:21.234475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:21.234520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:21.234551] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:21.238055] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: DOWN (p=4.80%) [2025-10-18T03:30:21.238346] [INFO ] [FORECASTER] Completed predict_future for VTR [2025-10-18T03:30:21.238495] [INFO ] [sig ] VTR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:21.382441] [INFO ] [LOCAL ] Saved forecast: VTR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VTR.txt [2025-10-18T03:30:21.382724] [INFO ] [sig ] [1981/2083] Completed VTR in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 24.5s [2025-10-18T03:30:21.382784] [INFO ] [sig ] [1982/2083] Forecasting VTS... [2025-10-18T03:30:21.382817] [INFO ] [sig ] Generating forecast for: VTS [2025-10-18T03:30:21.382849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-10-18T03:30:21.391480] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTS'. [2025-10-18T03:30:21.391752] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-10-18T03:30:21.416284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:21.416980] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-10-18T03:30:21.417033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:21.417066] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:21.417093] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:21.417149] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:21.433926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:21.434438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:21.434516] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:21.434548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:21.470623] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:21.470752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:21.470795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:21.470824] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:21.473912] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=37.83%) [2025-10-18T03:30:21.474172] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-10-18T03:30:21.474299] [INFO ] [sig ] VTS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:21.625559] [INFO ] [LOCAL ] Saved forecast: VTS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VTS.txt [2025-10-18T03:30:21.625903] [INFO ] [sig ] [1982/2083] Completed VTS in 0.2s | 4.16 sym/s | Total: 7.9m | ETA: 24.3s [2025-10-18T03:30:21.625980] [INFO ] [sig ] [1983/2083] Forecasting VVR... [2025-10-18T03:30:21.626031] [INFO ] [sig ] Generating forecast for: VVR [2025-10-18T03:30:21.626080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'. [2025-10-18T03:30:21.635364] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VVR'. [2025-10-18T03:30:21.635755] [INFO ] [FORECASTER] Starting predict_future for VVR [2025-10-18T03:30:21.665530] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:21.666567] [DEBUG] [LOCAL ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt [2025-10-18T03:30:21.666639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:21.666733] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:21.666802] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:21.666900] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:21.692568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:21.693612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:21.693756] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:21.693823] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:21.730493] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:21.730692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:21.730751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:21.730783] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:21.734240] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: DOWN (p=25.80%) [2025-10-18T03:30:21.734522] [INFO ] [FORECASTER] Completed predict_future for VVR [2025-10-18T03:30:21.735049] [INFO ] [sig ] VVR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:21.879510] [INFO ] [LOCAL ] Saved forecast: VVR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/VVR.txt [2025-10-18T03:30:21.879836] [INFO ] [sig ] [1983/2083] Completed VVR in 0.3s | 4.16 sym/s | Total: 8.0m | ETA: 24.1s [2025-10-18T03:30:21.879898] [INFO ] [sig ] [1984/2083] Forecasting VVV... [2025-10-18T03:30:21.879932] [INFO ] [sig ] Generating forecast for: VVV [2025-10-18T03:30:21.879964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'. [2025-10-18T03:30:21.889080] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VVV'. [2025-10-18T03:30:21.889426] [INFO ] [FORECASTER] Starting predict_future for VVV [2025-10-18T03:30:21.914866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:21.915628] [DEBUG] [LOCAL ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt [2025-10-18T03:30:21.915710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:21.915750] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:21.915779] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:21.915835] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:21.932809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:21.933589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:21.933700] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:21.933750] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:21.971597] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:21.971801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:21.971852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:21.971883] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:21.975362] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: UP (p=95.18%) [2025-10-18T03:30:21.975676] [INFO ] [FORECASTER] Completed predict_future for VVV [2025-10-18T03:30:21.975827] [INFO ] [sig ] VVV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:22.116375] [INFO ] [LOCAL ] Saved forecast: VVV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VVV.txt [2025-10-18T03:30:22.116624] [INFO ] [sig ] [1984/2083] Completed VVV in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 23.8s [2025-10-18T03:30:22.116704] [INFO ] [sig ] [1985/2083] Forecasting VVX... [2025-10-18T03:30:22.116746] [INFO ] [sig ] Generating forecast for: VVX [2025-10-18T03:30:22.116780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-10-18T03:30:22.125706] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VVX'. [2025-10-18T03:30:22.126068] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-10-18T03:30:22.151762] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:22.152519] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-10-18T03:30:22.152574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:22.152608] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:22.152635] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:22.152734] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:22.170959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:22.171808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:22.171911] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:22.171946] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:22.211142] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:22.211341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:22.211383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:22.211412] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:22.215037] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=88.93%) [2025-10-18T03:30:22.215377] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-10-18T03:30:22.215516] [INFO ] [sig ] VVX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:22.356123] [INFO ] [LOCAL ] Saved forecast: VVX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VVX.txt [2025-10-18T03:30:22.356368] [INFO ] [sig ] [1985/2083] Completed VVX in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 23.6s [2025-10-18T03:30:22.356411] [INFO ] [sig ] [1986/2083] Forecasting VYX... [2025-10-18T03:30:22.356442] [INFO ] [sig ] Generating forecast for: VYX [2025-10-18T03:30:22.356473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-10-18T03:30:22.365898] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VYX'. [2025-10-18T03:30:22.366332] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-10-18T03:30:22.394564] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:22.395402] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-10-18T03:30:22.395460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:22.395497] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:22.395527] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:22.395586] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:22.413432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:22.414180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:22.414270] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:22.414305] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:22.453546] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:22.453755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:22.453813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:22.453848] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:22.457987] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=98.38%) [2025-10-18T03:30:22.458288] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-10-18T03:30:22.458432] [INFO ] [sig ] VYX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:22.605233] [INFO ] [LOCAL ] Saved forecast: VYX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VYX.txt [2025-10-18T03:30:22.605455] [INFO ] [sig ] [1986/2083] Completed VYX in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 23.3s [2025-10-18T03:30:22.605504] [INFO ] [sig ] [1987/2083] Forecasting VZ... [2025-10-18T03:30:22.605538] [INFO ] [sig ] Generating forecast for: VZ [2025-10-18T03:30:22.605617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-10-18T03:30:22.615036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VZ'. [2025-10-18T03:30:22.615365] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-10-18T03:30:22.640866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:22.641565] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-10-18T03:30:22.641619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:22.641681] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:22.641749] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:22.641809] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:22.659291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:22.659871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:22.659949] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:22.659981] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:22.697503] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:22.697588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:22.697624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:22.697685] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:22.700752] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-10-18T03:30:22.701006] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-10-18T03:30:22.701128] [INFO ] [sig ] VZ: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:22.837657] [INFO ] [LOCAL ] Saved forecast: VZ 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/VZ.txt [2025-10-18T03:30:22.837872] [INFO ] [sig ] [1987/2083] Completed VZ in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 23.1s [2025-10-18T03:30:22.837929] [INFO ] [sig ] [1988/2083] Forecasting W... [2025-10-18T03:30:22.837963] [INFO ] [sig ] Generating forecast for: W [2025-10-18T03:30:22.837994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'. [2025-10-18T03:30:22.846198] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'W'. [2025-10-18T03:30:22.846476] [INFO ] [FORECASTER] Starting predict_future for W [2025-10-18T03:30:22.871227] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:22.871935] [DEBUG] [LOCAL ] No optimal features file found for W: ./output/feature-sets/W.txt [2025-10-18T03:30:22.871989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:22.872022] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:22.872050] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:22.872107] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:22.889099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:22.889620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:22.889723] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:22.889764] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:22.922960] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:22.923061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:22.923098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:22.923126] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:22.926177] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: DOWN (p=23.48%) [2025-10-18T03:30:22.926431] [INFO ] [FORECASTER] Completed predict_future for W [2025-10-18T03:30:22.926558] [INFO ] [sig ] W: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:23.064164] [INFO ] [LOCAL ] Saved forecast: W 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/W.txt [2025-10-18T03:30:23.064370] [INFO ] [sig ] [1988/2083] Completed W in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 22.9s [2025-10-18T03:30:23.064412] [INFO ] [sig ] [1989/2083] Forecasting WAB... [2025-10-18T03:30:23.064442] [INFO ] [sig ] Generating forecast for: WAB [2025-10-18T03:30:23.064473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-10-18T03:30:23.073093] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WAB'. [2025-10-18T03:30:23.073389] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-10-18T03:30:23.097995] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:23.098687] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-10-18T03:30:23.098743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:23.098776] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:23.098802] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:23.098858] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:23.115767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:23.116276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:23.116353] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:23.116385] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:23.144980] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:23.145065] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:23.145100] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:23.145130] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:23.148135] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=60.77%) [2025-10-18T03:30:23.148385] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-10-18T03:30:23.148507] [INFO ] [sig ] WAB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:23.285545] [INFO ] [LOCAL ] Saved forecast: WAB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WAB.txt [2025-10-18T03:30:23.285765] [INFO ] [sig ] [1989/2083] Completed WAB in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 22.6s [2025-10-18T03:30:23.285824] [INFO ] [sig ] [1990/2083] Forecasting WAL... [2025-10-18T03:30:23.285856] [INFO ] [sig ] Generating forecast for: WAL [2025-10-18T03:30:23.285887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-10-18T03:30:23.293919] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WAL'. [2025-10-18T03:30:23.294195] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-10-18T03:30:23.318687] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:23.319362] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-10-18T03:30:23.319450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:23.319491] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:23.319522] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:23.319580] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:23.336469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:23.337050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:23.337152] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:23.337186] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:23.370136] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:23.370267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:23.370325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:23.370379] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:23.373954] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=49.45%) [2025-10-18T03:30:23.374247] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-10-18T03:30:23.374375] [INFO ] [sig ] WAL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:23.511679] [INFO ] [LOCAL ] Saved forecast: WAL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WAL.txt [2025-10-18T03:30:23.511929] [INFO ] [sig ] [1990/2083] Completed WAL in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 22.4s [2025-10-18T03:30:23.511972] [INFO ] [sig ] [1991/2083] Forecasting WAT... [2025-10-18T03:30:23.512002] [INFO ] [sig ] Generating forecast for: WAT [2025-10-18T03:30:23.512032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'. [2025-10-18T03:30:23.521368] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WAT'. [2025-10-18T03:30:23.521736] [INFO ] [FORECASTER] Starting predict_future for WAT [2025-10-18T03:30:23.547281] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:23.548062] [DEBUG] [LOCAL ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt [2025-10-18T03:30:23.548118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:23.548152] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:23.548181] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:23.548240] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:23.566014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:23.566612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:23.566717] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:23.566762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:23.603145] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:23.603265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:23.603305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:23.603335] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:23.606571] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=2.62%) [2025-10-18T03:30:23.606867] [INFO ] [FORECASTER] Completed predict_future for WAT [2025-10-18T03:30:23.607007] [INFO ] [sig ] WAT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:23.746983] [INFO ] [LOCAL ] Saved forecast: WAT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WAT.txt [2025-10-18T03:30:23.747221] [INFO ] [sig ] [1991/2083] Completed WAT in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 22.1s [2025-10-18T03:30:23.747264] [INFO ] [sig ] [1992/2083] Forecasting WBS... [2025-10-18T03:30:23.747294] [INFO ] [sig ] Generating forecast for: WBS [2025-10-18T03:30:23.747326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-10-18T03:30:23.755504] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WBS'. [2025-10-18T03:30:23.755783] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-10-18T03:30:23.780804] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:23.781491] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-10-18T03:30:23.781544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:23.781577] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:23.781605] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:23.781681] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:23.798928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:23.799460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:23.799541] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:23.799576] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:23.835940] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:23.836093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:23.836152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:23.836186] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:23.839727] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=78.02%) [2025-10-18T03:30:23.840038] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-10-18T03:30:23.840177] [INFO ] [sig ] WBS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:23.981931] [INFO ] [LOCAL ] Saved forecast: WBS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WBS.txt [2025-10-18T03:30:23.982137] [INFO ] [sig ] [1992/2083] Completed WBS in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 21.9s [2025-10-18T03:30:23.982178] [INFO ] [sig ] [1993/2083] Forecasting WBX... [2025-10-18T03:30:23.982207] [INFO ] [sig ] Generating forecast for: WBX [2025-10-18T03:30:23.982238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-10-18T03:30:23.990359] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WBX'. [2025-10-18T03:30:23.990616] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-10-18T03:30:24.015960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:24.016761] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-10-18T03:30:24.016822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:24.016857] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:24.016896] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:24.016955] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:24.034488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:24.035061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:24.035181] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:24.035222] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:24.070189] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:24.070287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:24.070325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:24.070356] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:24.073521] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=27.57%) [2025-10-18T03:30:24.073831] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-10-18T03:30:24.073966] [INFO ] [sig ] WBX: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:24.215120] [INFO ] [LOCAL ] Saved forecast: WBX 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WBX.txt [2025-10-18T03:30:24.215332] [INFO ] [sig ] [1993/2083] Completed WBX in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 21.6s [2025-10-18T03:30:24.215372] [INFO ] [sig ] [1994/2083] Forecasting WCC... [2025-10-18T03:30:24.215403] [INFO ] [sig ] Generating forecast for: WCC [2025-10-18T03:30:24.215434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-10-18T03:30:24.224349] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WCC'. [2025-10-18T03:30:24.224625] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-10-18T03:30:24.250480] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:24.251317] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-10-18T03:30:24.251373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:24.251408] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:24.251438] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:24.251516] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:24.268914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:24.269453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:24.269533] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:24.269567] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:24.309829] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:24.310032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:24.310095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:24.310141] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:24.314085] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=93.67%) [2025-10-18T03:30:24.314407] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-10-18T03:30:24.314591] [INFO ] [sig ] WCC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:24.459446] [INFO ] [LOCAL ] Saved forecast: WCC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WCC.txt [2025-10-18T03:30:24.459837] [INFO ] [sig ] [1994/2083] Completed WCC in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 21.4s [2025-10-18T03:30:24.459899] [INFO ] [sig ] [1995/2083] Forecasting WCN... [2025-10-18T03:30:24.459933] [INFO ] [sig ] Generating forecast for: WCN [2025-10-18T03:30:24.459981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'. [2025-10-18T03:30:24.470121] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WCN'. [2025-10-18T03:30:24.470459] [INFO ] [FORECASTER] Starting predict_future for WCN [2025-10-18T03:30:24.495953] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:24.496897] [DEBUG] [LOCAL ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt [2025-10-18T03:30:24.496955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:24.496989] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:24.497018] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:24.497075] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:24.514602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:24.515233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:24.515319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:24.515353] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:24.553257] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:24.553431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:24.553473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:24.553506] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:24.557074] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: UP (p=71.66%) [2025-10-18T03:30:24.557361] [INFO ] [FORECASTER] Completed predict_future for WCN [2025-10-18T03:30:24.557505] [INFO ] [sig ] WCN: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:24.701434] [INFO ] [LOCAL ] Saved forecast: WCN 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WCN.txt [2025-10-18T03:30:24.701700] [INFO ] [sig ] [1995/2083] Completed WCN in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 21.2s [2025-10-18T03:30:24.701760] [INFO ] [sig ] [1996/2083] Forecasting WD... [2025-10-18T03:30:24.701793] [INFO ] [sig ] Generating forecast for: WD [2025-10-18T03:30:24.701826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-10-18T03:30:24.711277] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WD'. [2025-10-18T03:30:24.711586] [INFO ] [FORECASTER] Starting predict_future for WD [2025-10-18T03:30:24.736174] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:24.736970] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-10-18T03:30:24.737029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:24.737063] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:24.737091] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:24.737148] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:24.754722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:24.755615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:24.755741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:24.755783] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:24.797904] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:24.798086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:24.798131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:24.798162] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:24.804319] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=26.31%) [2025-10-18T03:30:24.804686] [INFO ] [FORECASTER] Completed predict_future for WD [2025-10-18T03:30:24.804851] [INFO ] [sig ] WD: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:25.032519] [INFO ] [LOCAL ] Saved forecast: WD 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WD.txt [2025-10-18T03:30:25.032792] [INFO ] [sig ] [1996/2083] Completed WD in 0.3s | 4.16 sym/s | Total: 8.0m | ETA: 20.9s [2025-10-18T03:30:25.032874] [INFO ] [sig ] [1997/2083] Forecasting WDH... [2025-10-18T03:30:25.032936] [INFO ] [sig ] Generating forecast for: WDH [2025-10-18T03:30:25.032977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-10-18T03:30:25.042261] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WDH'. [2025-10-18T03:30:25.042555] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-10-18T03:30:25.070961] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:25.071743] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-10-18T03:30:25.071801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:25.071836] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:25.071865] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:25.071946] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:25.092766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:25.093365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:25.093449] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:25.093484] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:25.136008] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:25.136149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:25.136190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:25.136221] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:25.139778] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=0.39%) [2025-10-18T03:30:25.140123] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-10-18T03:30:25.140268] [INFO ] [sig ] WDH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:25.307801] [INFO ] [LOCAL ] Saved forecast: WDH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WDH.txt [2025-10-18T03:30:25.308174] [INFO ] [sig ] [1997/2083] Completed WDH in 0.3s | 4.16 sym/s | Total: 8.0m | ETA: 20.7s [2025-10-18T03:30:25.308263] [INFO ] [sig ] [1998/2083] Forecasting WDI... [2025-10-18T03:30:25.308329] [INFO ] [sig ] Generating forecast for: WDI [2025-10-18T03:30:25.308397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'. [2025-10-18T03:30:25.319125] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WDI'. [2025-10-18T03:30:25.319485] [INFO ] [FORECASTER] Starting predict_future for WDI [2025-10-18T03:30:25.345751] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:25.346475] [DEBUG] [LOCAL ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt [2025-10-18T03:30:25.346532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:25.346566] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:25.346598] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:25.346678] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:25.364760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:25.365352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:25.365455] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:25.365509] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:25.399157] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:25.399259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:25.399296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:25.399324] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:25.402424] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=81.33%) [2025-10-18T03:30:25.402708] [INFO ] [FORECASTER] Completed predict_future for WDI [2025-10-18T03:30:25.402848] [INFO ] [sig ] WDI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:25.542618] [INFO ] [LOCAL ] Saved forecast: WDI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WDI.txt [2025-10-18T03:30:25.542839] [INFO ] [sig ] [1998/2083] Completed WDI in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 20.5s [2025-10-18T03:30:25.542886] [INFO ] [sig ] [1999/2083] Forecasting WDS... [2025-10-18T03:30:25.542918] [INFO ] [sig ] Generating forecast for: WDS [2025-10-18T03:30:25.542948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-10-18T03:30:25.551928] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WDS'. [2025-10-18T03:30:25.552215] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-10-18T03:30:25.576873] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:25.577534] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-10-18T03:30:25.577588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:25.577620] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:25.577676] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:25.577769] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:25.594574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:25.595121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:25.595199] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:25.595232] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:25.629061] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:25.629171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:25.629208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:25.629278] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:25.632542] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=71.78%) [2025-10-18T03:30:25.632836] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-10-18T03:30:25.632969] [INFO ] [sig ] WDS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:25.771386] [INFO ] [LOCAL ] Saved forecast: WDS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WDS.txt [2025-10-18T03:30:25.771603] [INFO ] [sig ] [1999/2083] Completed WDS in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 20.2s [2025-10-18T03:30:25.771728] [INFO ] [sig ] [2000/2083] Forecasting WEA... [2025-10-18T03:30:25.771767] [INFO ] [sig ] Generating forecast for: WEA [2025-10-18T03:30:25.771800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-10-18T03:30:25.780420] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEA'. [2025-10-18T03:30:25.780727] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-10-18T03:30:25.805124] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:25.805839] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-10-18T03:30:25.805894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:25.805927] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:25.805955] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:25.806011] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:25.822846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:25.823425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:25.823503] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:25.823537] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:25.852447] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:25.852536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:25.852571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:25.852598] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:25.855608] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=21.26%) [2025-10-18T03:30:25.855893] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-10-18T03:30:25.856025] [INFO ] [sig ] WEA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:25.992141] [INFO ] [LOCAL ] Saved forecast: WEA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WEA.txt [2025-10-18T03:30:25.992340] [INFO ] [sig ] [2000/2083] Completed WEA in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 20.0s [2025-10-18T03:30:25.992380] [INFO ] [sig ] [2001/2083] Forecasting WEAV... [2025-10-18T03:30:25.992410] [INFO ] [sig ] Generating forecast for: WEAV [2025-10-18T03:30:25.992441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'. [2025-10-18T03:30:26.000981] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEAV'. [2025-10-18T03:30:26.001273] [INFO ] [FORECASTER] Starting predict_future for WEAV [2025-10-18T03:30:26.025951] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:26.026682] [DEBUG] [LOCAL ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt [2025-10-18T03:30:26.026740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:26.026774] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:26.026803] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:26.026859] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:26.043635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:26.044222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:26.044299] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:26.044333] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:26.076570] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:26.076706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:26.076756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:26.076786] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:26.079883] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=83.88%) [2025-10-18T03:30:26.080140] [INFO ] [FORECASTER] Completed predict_future for WEAV [2025-10-18T03:30:26.080269] [INFO ] [sig ] WEAV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:26.220222] [INFO ] [LOCAL ] Saved forecast: WEAV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WEAV.txt [2025-10-18T03:30:26.220446] [INFO ] [sig ] [2001/2083] Completed WEAV in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 19.7s [2025-10-18T03:30:26.220487] [INFO ] [sig ] [2002/2083] Forecasting WEC... [2025-10-18T03:30:26.220516] [INFO ] [sig ] Generating forecast for: WEC [2025-10-18T03:30:26.220546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-10-18T03:30:26.229937] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEC'. [2025-10-18T03:30:26.230270] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-10-18T03:30:26.255680] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:26.256431] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-10-18T03:30:26.256488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:26.256522] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:26.256549] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:26.256607] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:26.273415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:26.273971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:26.274049] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:26.274082] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:26.311261] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:26.311438] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:26.311495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:26.311529] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:26.315427] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=38.83%) [2025-10-18T03:30:26.315824] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-10-18T03:30:26.316010] [INFO ] [sig ] WEC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:26.460347] [INFO ] [LOCAL ] Saved forecast: WEC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WEC.txt [2025-10-18T03:30:26.460579] [INFO ] [sig ] [2002/2083] Completed WEC in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 19.5s [2025-10-18T03:30:26.460621] [INFO ] [sig ] [2003/2083] Forecasting WELL... [2025-10-18T03:30:26.460684] [INFO ] [sig ] Generating forecast for: WELL [2025-10-18T03:30:26.460734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'. [2025-10-18T03:30:26.470040] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WELL'. [2025-10-18T03:30:26.470392] [INFO ] [FORECASTER] Starting predict_future for WELL [2025-10-18T03:30:26.496840] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:26.497678] [DEBUG] [LOCAL ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt [2025-10-18T03:30:26.497766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:26.497818] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:26.497850] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:26.497909] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:26.516302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:26.517117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:26.517207] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:26.517242] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:26.552020] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:26.552175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:26.552214] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:26.552243] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:26.555785] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=17.93%) [2025-10-18T03:30:26.556057] [INFO ] [FORECASTER] Completed predict_future for WELL [2025-10-18T03:30:26.556186] [INFO ] [sig ] WELL: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:26.697115] [INFO ] [LOCAL ] Saved forecast: WELL 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WELL.txt [2025-10-18T03:30:26.697362] [INFO ] [sig ] [2003/2083] Completed WELL in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 19.2s [2025-10-18T03:30:26.697404] [INFO ] [sig ] [2004/2083] Forecasting WES... [2025-10-18T03:30:26.697434] [INFO ] [sig ] Generating forecast for: WES [2025-10-18T03:30:26.697465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-10-18T03:30:26.706458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WES'. [2025-10-18T03:30:26.706862] [INFO ] [FORECASTER] Starting predict_future for WES [2025-10-18T03:30:26.732128] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:26.732993] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-10-18T03:30:26.733051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:26.733085] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:26.733113] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:26.733170] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:26.750577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:26.751464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:26.751546] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:26.751579] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:26.783273] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:26.783437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:26.783480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:26.783511] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:26.786959] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=98.46%) [2025-10-18T03:30:26.787254] [INFO ] [FORECASTER] Completed predict_future for WES [2025-10-18T03:30:26.787392] [INFO ] [sig ] WES: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:26.932273] [INFO ] [LOCAL ] Saved forecast: WES 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WES.txt [2025-10-18T03:30:26.932526] [INFO ] [sig ] [2004/2083] Completed WES in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 19.0s [2025-10-18T03:30:26.932578] [INFO ] [sig ] [2005/2083] Forecasting WEX... [2025-10-18T03:30:26.932611] [INFO ] [sig ] Generating forecast for: WEX [2025-10-18T03:30:26.932665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-10-18T03:30:26.941887] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEX'. [2025-10-18T03:30:26.942280] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-10-18T03:30:26.972149] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:26.973001] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-10-18T03:30:26.973060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:26.973096] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:26.973126] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:26.973189] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:26.992502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:26.993410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:26.993501] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:26.993536] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:27.028797] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:27.028949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:27.028989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:27.029018] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:27.032316] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=72.77%) [2025-10-18T03:30:27.032580] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-10-18T03:30:27.032740] [INFO ] [sig ] WEX: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:27.176080] [INFO ] [LOCAL ] Saved forecast: WEX 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WEX.txt [2025-10-18T03:30:27.176310] [INFO ] [sig ] [2005/2083] Completed WEX in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 18.8s [2025-10-18T03:30:27.176354] [INFO ] [sig ] [2006/2083] Forecasting WF... [2025-10-18T03:30:27.176384] [INFO ] [sig ] Generating forecast for: WF [2025-10-18T03:30:27.176415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-10-18T03:30:27.185458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WF'. [2025-10-18T03:30:27.185775] [INFO ] [FORECASTER] Starting predict_future for WF [2025-10-18T03:30:27.211324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:27.212089] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-10-18T03:30:27.212145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:27.212178] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:27.212205] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:27.212317] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:27.229121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:27.229715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:27.229822] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:27.229876] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:27.270535] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:27.270688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:27.270742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:27.270806] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:27.274091] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=54.85%) [2025-10-18T03:30:27.274349] [INFO ] [FORECASTER] Completed predict_future for WF [2025-10-18T03:30:27.274484] [INFO ] [sig ] WF: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:27.412397] [INFO ] [LOCAL ] Saved forecast: WF 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WF.txt [2025-10-18T03:30:27.412610] [INFO ] [sig ] [2006/2083] Completed WF in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 18.5s [2025-10-18T03:30:27.412682] [INFO ] [sig ] [2007/2083] Forecasting WFG... [2025-10-18T03:30:27.412731] [INFO ] [sig ] Generating forecast for: WFG [2025-10-18T03:30:27.412765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-10-18T03:30:27.421200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WFG'. [2025-10-18T03:30:27.421495] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-10-18T03:30:27.446081] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:27.446798] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-10-18T03:30:27.446852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:27.446886] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:27.446914] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:27.446970] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:27.463972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:27.464491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:27.464567] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:27.464600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:27.502268] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:27.502379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:27.502420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:27.502449] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:27.505674] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=42.92%) [2025-10-18T03:30:27.505955] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-10-18T03:30:27.506092] [INFO ] [sig ] WFG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:27.653346] [INFO ] [LOCAL ] Saved forecast: WFG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WFG.txt [2025-10-18T03:30:27.653579] [INFO ] [sig ] [2007/2083] Completed WFG in 0.2s | 4.16 sym/s | Total: 8.0m | ETA: 18.3s [2025-10-18T03:30:27.653623] [INFO ] [sig ] [2008/2083] Forecasting WGO... [2025-10-18T03:30:27.653690] [INFO ] [sig ] Generating forecast for: WGO [2025-10-18T03:30:27.653738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-10-18T03:30:27.662429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WGO'. [2025-10-18T03:30:27.662761] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-10-18T03:30:27.690061] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:27.690812] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-10-18T03:30:27.690869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:27.691092] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:27.691123] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:27.691185] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:27.712368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:27.713005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:27.713085] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:27.713119] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:27.753946] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:27.754129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:27.754171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:27.754200] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:27.757794] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=90.94%) [2025-10-18T03:30:27.758126] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-10-18T03:30:27.758277] [INFO ] [sig ] WGO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:27.900435] [INFO ] [LOCAL ] Saved forecast: WGO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WGO.txt [2025-10-18T03:30:27.900689] [INFO ] [sig ] [2008/2083] Completed WGO in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 18.0s [2025-10-18T03:30:27.900750] [INFO ] [sig ] [2009/2083] Forecasting WH... [2025-10-18T03:30:27.900783] [INFO ] [sig ] Generating forecast for: WH [2025-10-18T03:30:27.900814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-10-18T03:30:27.909400] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WH'. [2025-10-18T03:30:27.909733] [INFO ] [FORECASTER] Starting predict_future for WH [2025-10-18T03:30:27.935064] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:27.935880] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-10-18T03:30:27.935935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:27.935969] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:27.935998] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:27.936056] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:27.953010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:27.953626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:27.953739] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:27.953778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:27.996635] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:27.996779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:27.996850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:27.996881] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:28.003068] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=24.07%) [2025-10-18T03:30:28.003382] [INFO ] [FORECASTER] Completed predict_future for WH [2025-10-18T03:30:28.003531] [INFO ] [sig ] WH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:28.144595] [INFO ] [LOCAL ] Saved forecast: WH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WH.txt [2025-10-18T03:30:28.144863] [INFO ] [sig ] [2009/2083] Completed WH in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 17.8s [2025-10-18T03:30:28.144916] [INFO ] [sig ] [2010/2083] Forecasting WHD... [2025-10-18T03:30:28.144949] [INFO ] [sig ] Generating forecast for: WHD [2025-10-18T03:30:28.144980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-10-18T03:30:28.153679] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WHD'. [2025-10-18T03:30:28.153978] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-10-18T03:30:28.179500] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:28.180271] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-10-18T03:30:28.180326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:28.180361] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:28.180390] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:28.180447] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:28.198188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:28.198779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:28.198858] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:28.198892] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:28.238889] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:28.239027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:28.239065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:28.239095] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:28.242366] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=88.66%) [2025-10-18T03:30:28.242630] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-10-18T03:30:28.242798] [INFO ] [sig ] WHD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:28.387798] [INFO ] [LOCAL ] Saved forecast: WHD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WHD.txt [2025-10-18T03:30:28.388021] [INFO ] [sig ] [2010/2083] Completed WHD in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 17.6s [2025-10-18T03:30:28.388065] [INFO ] [sig ] [2011/2083] Forecasting WHG... [2025-10-18T03:30:28.388097] [INFO ] [sig ] Generating forecast for: WHG [2025-10-18T03:30:28.388129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-10-18T03:30:28.397091] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'WHG'. [2025-10-18T03:30:28.397355] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-10-18T03:30:28.423202] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:28.423951] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-10-18T03:30:28.424008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:28.424043] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:28.424073] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:28.424159] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:28.442686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:28.443274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:28.443354] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:28.443388] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:28.482255] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:28.482367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:28.482403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:28.482432] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:28.485607] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-10-18T03:30:28.485895] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-10-18T03:30:28.486031] [INFO ] [sig ] WHG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:28.633321] [INFO ] [LOCAL ] Saved forecast: WHG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WHG.txt [2025-10-18T03:30:28.633577] [INFO ] [sig ] [2011/2083] Completed WHG in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 17.3s [2025-10-18T03:30:28.633669] [INFO ] [sig ] [2012/2083] Forecasting WHR... [2025-10-18T03:30:28.633725] [INFO ] [sig ] Generating forecast for: WHR [2025-10-18T03:30:28.633761] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'. [2025-10-18T03:30:28.643632] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WHR'. [2025-10-18T03:30:28.644001] [INFO ] [FORECASTER] Starting predict_future for WHR [2025-10-18T03:30:28.669989] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:28.670820] [DEBUG] [LOCAL ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt [2025-10-18T03:30:28.670875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:28.670908] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:28.670937] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:28.670996] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:28.687725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:28.688407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:28.688491] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:28.688524] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:28.727974] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:28.728146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:28.728188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:28.728219] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:28.731723] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: UP (p=54.17%) [2025-10-18T03:30:28.732000] [INFO ] [FORECASTER] Completed predict_future for WHR [2025-10-18T03:30:28.732134] [INFO ] [sig ] WHR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:28.870364] [INFO ] [LOCAL ] Saved forecast: WHR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WHR.txt [2025-10-18T03:30:28.870664] [INFO ] [sig ] [2012/2083] Completed WHR in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 17.1s [2025-10-18T03:30:28.870728] [INFO ] [sig ] [2013/2083] Forecasting WIA... [2025-10-18T03:30:28.870762] [INFO ] [sig ] Generating forecast for: WIA [2025-10-18T03:30:28.870794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-10-18T03:30:28.879159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WIA'. [2025-10-18T03:30:28.879460] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-10-18T03:30:28.904131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:28.904882] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-10-18T03:30:28.904938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:28.904971] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:28.904999] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:28.905056] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:28.921785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:28.922398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:28.922476] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:28.922510] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:28.961975] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:28.962136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:28.962178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:28.962208] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:28.965791] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=9.77%) [2025-10-18T03:30:28.966078] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-10-18T03:30:28.966221] [INFO ] [sig ] WIA: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:29.108283] [INFO ] [LOCAL ] Saved forecast: WIA 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WIA.txt [2025-10-18T03:30:29.108482] [INFO ] [sig ] [2013/2083] Completed WIA in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 16.8s [2025-10-18T03:30:29.108529] [INFO ] [sig ] [2014/2083] Forecasting WINN... [2025-10-18T03:30:29.108560] [INFO ] [sig ] Generating forecast for: WINN [2025-10-18T03:30:29.108591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-10-18T03:30:29.117201] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'WINN'. [2025-10-18T03:30:29.117485] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-10-18T03:30:29.142968] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:29.143708] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-10-18T03:30:29.143767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:29.143800] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:29.143828] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:29.143886] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:29.161812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:29.162368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:29.162477] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:29.162532] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:29.201908] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:29.202011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:29.202049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:29.202078] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:29.205274] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=44.71%) [2025-10-18T03:30:29.205570] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-10-18T03:30:29.205748] [INFO ] [sig ] WINN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:29.346624] [INFO ] [LOCAL ] Saved forecast: WINN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WINN.txt [2025-10-18T03:30:29.346879] [INFO ] [sig ] [2014/2083] Completed WINN in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 16.6s [2025-10-18T03:30:29.346924] [INFO ] [sig ] [2015/2083] Forecasting WIT... [2025-10-18T03:30:29.346955] [INFO ] [sig ] Generating forecast for: WIT [2025-10-18T03:30:29.346985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'. [2025-10-18T03:30:29.357570] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WIT'. [2025-10-18T03:30:29.357920] [INFO ] [FORECASTER] Starting predict_future for WIT [2025-10-18T03:30:29.385592] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:29.386365] [DEBUG] [LOCAL ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt [2025-10-18T03:30:29.386421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:29.386455] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:29.386483] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:29.386540] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:29.408388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:29.409363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:29.409461] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:29.409515] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:29.450386] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:29.450521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:29.450559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:29.450588] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:29.453939] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: DOWN (p=13.05%) [2025-10-18T03:30:29.454210] [INFO ] [FORECASTER] Completed predict_future for WIT [2025-10-18T03:30:29.454354] [INFO ] [sig ] WIT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:29.599716] [INFO ] [LOCAL ] Saved forecast: WIT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WIT.txt [2025-10-18T03:30:29.600008] [INFO ] [sig ] [2015/2083] Completed WIT in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 16.4s [2025-10-18T03:30:29.600070] [INFO ] [sig ] [2016/2083] Forecasting WIW... [2025-10-18T03:30:29.600104] [INFO ] [sig ] Generating forecast for: WIW [2025-10-18T03:30:29.600136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'. [2025-10-18T03:30:29.609677] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WIW'. [2025-10-18T03:30:29.610005] [INFO ] [FORECASTER] Starting predict_future for WIW [2025-10-18T03:30:29.636842] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:29.637575] [DEBUG] [LOCAL ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt [2025-10-18T03:30:29.637679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:29.637759] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:29.637830] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:29.637945] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:29.657249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:29.658036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:29.658117] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:29.658152] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:29.696318] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:29.696393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:29.696428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:29.696456] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:29.699479] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: UP (p=73.50%) [2025-10-18T03:30:29.699774] [INFO ] [FORECASTER] Completed predict_future for WIW [2025-10-18T03:30:29.699916] [INFO ] [sig ] WIW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:29.838299] [INFO ] [LOCAL ] Saved forecast: WIW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WIW.txt [2025-10-18T03:30:29.838542] [INFO ] [sig ] [2016/2083] Completed WIW in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 16.1s [2025-10-18T03:30:29.838586] [INFO ] [sig ] [2017/2083] Forecasting WK... [2025-10-18T03:30:29.838618] [INFO ] [sig ] Generating forecast for: WK [2025-10-18T03:30:29.838682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-10-18T03:30:29.847608] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WK'. [2025-10-18T03:30:29.847958] [INFO ] [FORECASTER] Starting predict_future for WK [2025-10-18T03:30:29.873998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:29.874838] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-10-18T03:30:29.874901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:29.874937] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:29.874966] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:29.875025] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:29.892174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:29.892788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:29.892870] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:29.892904] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:29.931708] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:29.931800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:29.931837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:29.931867] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:29.934971] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=95.22%) [2025-10-18T03:30:29.935229] [INFO ] [FORECASTER] Completed predict_future for WK [2025-10-18T03:30:29.935370] [INFO ] [sig ] WK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:30.074299] [INFO ] [LOCAL ] Saved forecast: WK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WK.txt [2025-10-18T03:30:30.074538] [INFO ] [sig ] [2017/2083] Completed WK in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 15.9s [2025-10-18T03:30:30.074581] [INFO ] [sig ] [2018/2083] Forecasting WKC... [2025-10-18T03:30:30.074612] [INFO ] [sig ] Generating forecast for: WKC [2025-10-18T03:30:30.074664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-10-18T03:30:30.084529] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WKC'. [2025-10-18T03:30:30.084838] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-10-18T03:30:30.109785] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:30.110533] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-10-18T03:30:30.110588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:30.110621] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:30.110679] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:30.110761] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:30.127500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:30.128271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:30.128363] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:30.128399] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:30.171130] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:30.171403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:30.171482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:30.171530] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:30.176069] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=33.97%) [2025-10-18T03:30:30.176402] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-10-18T03:30:30.176553] [INFO ] [sig ] WKC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:30.339315] [INFO ] [LOCAL ] Saved forecast: WKC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WKC.txt [2025-10-18T03:30:30.339541] [INFO ] [sig ] [2018/2083] Completed WKC in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 15.6s [2025-10-18T03:30:30.339583] [INFO ] [sig ] [2019/2083] Forecasting WLK... [2025-10-18T03:30:30.339622] [INFO ] [sig ] Generating forecast for: WLK [2025-10-18T03:30:30.339698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-10-18T03:30:30.349357] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WLK'. [2025-10-18T03:30:30.349685] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-10-18T03:30:30.378053] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:30.378885] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-10-18T03:30:30.378944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:30.378979] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:30.379065] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:30.379134] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:30.399959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:30.400628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:30.400758] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:30.400831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:30.438855] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:30.439020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:30.439064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:30.439092] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:30.443490] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=23.83%) [2025-10-18T03:30:30.443944] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-10-18T03:30:30.444138] [INFO ] [sig ] WLK: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:30.611165] [INFO ] [LOCAL ] Saved forecast: WLK 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WLK.txt [2025-10-18T03:30:30.611414] [INFO ] [sig ] [2019/2083] Completed WLK in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 15.4s [2025-10-18T03:30:30.611476] [INFO ] [sig ] [2020/2083] Forecasting WLKP... [2025-10-18T03:30:30.611511] [INFO ] [sig ] Generating forecast for: WLKP [2025-10-18T03:30:30.611544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-10-18T03:30:30.620821] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WLKP'. [2025-10-18T03:30:30.621179] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-10-18T03:30:30.648457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:30.649289] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-10-18T03:30:30.649348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:30.649383] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:30.649411] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:30.649470] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:30.667115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:30.667710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:30.667823] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:30.667865] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:30.703815] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:30.704005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:30.704050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:30.704081] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:30.707870] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=14.85%) [2025-10-18T03:30:30.708191] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-10-18T03:30:30.708347] [INFO ] [sig ] WLKP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:30.849967] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WLKP.txt [2025-10-18T03:30:30.850240] [INFO ] [sig ] [2020/2083] Completed WLKP in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 15.2s [2025-10-18T03:30:30.850289] [INFO ] [sig ] [2021/2083] Forecasting WLY... [2025-10-18T03:30:30.850367] [INFO ] [sig ] Generating forecast for: WLY [2025-10-18T03:30:30.850428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'. [2025-10-18T03:30:30.859697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WLY'. [2025-10-18T03:30:30.860027] [INFO ] [FORECASTER] Starting predict_future for WLY [2025-10-18T03:30:30.885626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:30.886522] [DEBUG] [LOCAL ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt [2025-10-18T03:30:30.886586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:30.886621] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:30.886682] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:30.886762] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:30.904292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:30.904953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:30.905037] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:30.905073] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:30.945528] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:30.945783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:30.945859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:30.945915] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:30.949868] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=74.44%) [2025-10-18T03:30:30.950155] [INFO ] [FORECASTER] Completed predict_future for WLY [2025-10-18T03:30:30.950293] [INFO ] [sig ] WLY: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:31.106070] [INFO ] [LOCAL ] Saved forecast: WLY 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WLY.txt [2025-10-18T03:30:31.106420] [INFO ] [sig ] [2021/2083] Completed WLY in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 14.9s [2025-10-18T03:30:31.106486] [INFO ] [sig ] [2022/2083] Forecasting WM... [2025-10-18T03:30:31.106521] [INFO ] [sig ] Generating forecast for: WM [2025-10-18T03:30:31.106555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'. [2025-10-18T03:30:31.116750] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WM'. [2025-10-18T03:30:31.117224] [INFO ] [FORECASTER] Starting predict_future for WM [2025-10-18T03:30:31.143630] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:31.144444] [DEBUG] [LOCAL ] No optimal features file found for WM: ./output/feature-sets/WM.txt [2025-10-18T03:30:31.144502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:31.144537] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:31.144565] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:31.144623] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:31.161909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:31.162498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:31.162597] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:31.162632] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:31.200296] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:31.200536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:31.200589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:31.200628] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:31.205988] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: DOWN (p=38.91%) [2025-10-18T03:30:31.206321] [INFO ] [FORECASTER] Completed predict_future for WM [2025-10-18T03:30:31.206472] [INFO ] [sig ] WM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:31.352339] [INFO ] [LOCAL ] Saved forecast: WM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WM.txt [2025-10-18T03:30:31.352571] [INFO ] [sig ] [2022/2083] Completed WM in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 14.7s [2025-10-18T03:30:31.352614] [INFO ] [sig ] [2023/2083] Forecasting WMB... [2025-10-18T03:30:31.352673] [INFO ] [sig ] Generating forecast for: WMB [2025-10-18T03:30:31.352728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'. [2025-10-18T03:30:31.361439] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WMB'. [2025-10-18T03:30:31.361813] [INFO ] [FORECASTER] Starting predict_future for WMB [2025-10-18T03:30:31.386844] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:31.387569] [DEBUG] [LOCAL ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt [2025-10-18T03:30:31.387626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:31.387697] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:31.387768] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:31.387845] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:31.404919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:31.405491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:31.405571] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:31.405604] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:31.441942] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:31.442093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:31.442135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:31.442164] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:31.445534] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: UP (p=94.62%) [2025-10-18T03:30:31.445845] [INFO ] [FORECASTER] Completed predict_future for WMB [2025-10-18T03:30:31.445996] [INFO ] [sig ] WMB: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:31.593530] [INFO ] [LOCAL ] Saved forecast: WMB 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WMB.txt [2025-10-18T03:30:31.593780] [INFO ] [sig ] [2023/2083] Completed WMB in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 14.4s [2025-10-18T03:30:31.593840] [INFO ] [sig ] [2024/2083] Forecasting WMK... [2025-10-18T03:30:31.593874] [INFO ] [sig ] Generating forecast for: WMK [2025-10-18T03:30:31.593905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-10-18T03:30:31.603562] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WMK'. [2025-10-18T03:30:31.604118] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-10-18T03:30:31.631241] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:31.632066] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-10-18T03:30:31.632141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:31.632177] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:31.632206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:31.632264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:31.653073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:31.653909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:31.653994] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:31.654031] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:31.696910] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:31.697094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:31.697137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:31.697195] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:31.700912] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=77.72%) [2025-10-18T03:30:31.701206] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-10-18T03:30:31.701357] [INFO ] [sig ] WMK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:31.845468] [INFO ] [LOCAL ] Saved forecast: WMK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WMK.txt [2025-10-18T03:30:31.845755] [INFO ] [sig ] [2024/2083] Completed WMK in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 14.2s [2025-10-18T03:30:31.845828] [INFO ] [sig ] [2025/2083] Forecasting WMS... [2025-10-18T03:30:31.845891] [INFO ] [sig ] Generating forecast for: WMS [2025-10-18T03:30:31.845935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-10-18T03:30:31.855072] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WMS'. [2025-10-18T03:30:31.855452] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-10-18T03:30:31.881152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:31.881966] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-10-18T03:30:31.882023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:31.882059] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:31.882088] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:31.882150] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:31.899484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:31.900149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:31.900231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:31.900265] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:31.936823] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:31.936989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:31.937032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:31.937063] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:31.940752] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=83.75%) [2025-10-18T03:30:31.941043] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-10-18T03:30:31.941205] [INFO ] [sig ] WMS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:32.115310] [INFO ] [LOCAL ] Saved forecast: WMS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WMS.txt [2025-10-18T03:30:32.115617] [INFO ] [sig ] [2025/2083] Completed WMS in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 14.0s [2025-10-18T03:30:32.115709] [INFO ] [sig ] [2026/2083] Forecasting WMT... [2025-10-18T03:30:32.115758] [INFO ] [sig ] Generating forecast for: WMT [2025-10-18T03:30:32.115806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'. [2025-10-18T03:30:32.124521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WMT'. [2025-10-18T03:30:32.124863] [INFO ] [FORECASTER] Starting predict_future for WMT [2025-10-18T03:30:32.153384] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:32.154458] [DEBUG] [LOCAL ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt [2025-10-18T03:30:32.154532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:32.154582] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:32.154625] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:32.154748] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:32.176778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:32.177830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:32.177941] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:32.178007] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:32.223279] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:32.223452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:32.223493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:32.223522] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:32.227020] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: DOWN (p=38.03%) [2025-10-18T03:30:32.227311] [INFO ] [FORECASTER] Completed predict_future for WMT [2025-10-18T03:30:32.227457] [INFO ] [sig ] WMT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:32.365809] [INFO ] [LOCAL ] Saved forecast: WMT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WMT.txt [2025-10-18T03:30:32.366053] [INFO ] [sig ] [2026/2083] Completed WMT in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 13.7s [2025-10-18T03:30:32.366096] [INFO ] [sig ] [2027/2083] Forecasting WNC... [2025-10-18T03:30:32.366128] [INFO ] [sig ] Generating forecast for: WNC [2025-10-18T03:30:32.366159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-10-18T03:30:32.374320] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WNC'. [2025-10-18T03:30:32.374620] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-10-18T03:30:32.400454] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:32.401275] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-10-18T03:30:32.401330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:32.401364] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:32.401391] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:32.401448] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:32.418070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:32.418595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:32.418697] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:32.418747] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:32.455436] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:32.455667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:32.455743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:32.455781] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:32.464254] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=96.86%) [2025-10-18T03:30:32.464738] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-10-18T03:30:32.464914] [INFO ] [sig ] WNC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:32.625554] [INFO ] [LOCAL ] Saved forecast: WNC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WNC.txt [2025-10-18T03:30:32.625881] [INFO ] [sig ] [2027/2083] Completed WNC in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 13.5s [2025-10-18T03:30:32.625947] [INFO ] [sig ] [2028/2083] Forecasting WOLF... [2025-10-18T03:30:32.625983] [INFO ] [sig ] Generating forecast for: WOLF [2025-10-18T03:30:32.626017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'. [2025-10-18T03:30:32.636394] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WOLF'. [2025-10-18T03:30:32.636770] [INFO ] [FORECASTER] Starting predict_future for WOLF [2025-10-18T03:30:32.664745] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:32.665624] [DEBUG] [LOCAL ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt [2025-10-18T03:30:32.665708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:32.665778] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:32.665835] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:32.665898] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:32.685056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:32.685797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:32.685887] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:32.685922] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:32.725083] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:32.725251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:32.725323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:32.725366] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:32.729556] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: DOWN (p=35.39%) [2025-10-18T03:30:32.729947] [INFO ] [FORECASTER] Completed predict_future for WOLF [2025-10-18T03:30:32.730112] [INFO ] [sig ] WOLF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:32.886488] [INFO ] [LOCAL ] Saved forecast: WOLF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WOLF.txt [2025-10-18T03:30:32.886776] [INFO ] [sig ] [2028/2083] Completed WOLF in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 13.2s [2025-10-18T03:30:32.886842] [INFO ] [sig ] [2029/2083] Forecasting WOR... [2025-10-18T03:30:32.886877] [INFO ] [sig ] Generating forecast for: WOR [2025-10-18T03:30:32.886912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'. [2025-10-18T03:30:32.896778] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WOR'. [2025-10-18T03:30:32.897133] [INFO ] [FORECASTER] Starting predict_future for WOR [2025-10-18T03:30:32.926549] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:32.927463] [DEBUG] [LOCAL ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt [2025-10-18T03:30:32.927535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:32.927614] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:32.927711] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:32.927854] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:32.947347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:32.948067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:32.948172] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:32.948208] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:32.990598] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:32.990781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:32.990829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:32.990862] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:32.994455] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: DOWN (p=17.15%) [2025-10-18T03:30:32.994783] [INFO ] [FORECASTER] Completed predict_future for WOR [2025-10-18T03:30:32.994927] [INFO ] [sig ] WOR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:33.156672] [INFO ] [LOCAL ] Saved forecast: WOR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WOR.txt [2025-10-18T03:30:33.156988] [INFO ] [sig ] [2029/2083] Completed WOR in 0.3s | 4.16 sym/s | Total: 8.1m | ETA: 13.0s [2025-10-18T03:30:33.157056] [INFO ] [sig ] [2030/2083] Forecasting WOW... [2025-10-18T03:30:33.157116] [INFO ] [sig ] Generating forecast for: WOW [2025-10-18T03:30:33.157183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'. [2025-10-18T03:30:33.166074] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WOW'. [2025-10-18T03:30:33.166422] [INFO ] [FORECASTER] Starting predict_future for WOW [2025-10-18T03:30:33.194067] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:33.194878] [DEBUG] [LOCAL ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt [2025-10-18T03:30:33.194935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:33.194969] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:33.194997] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:33.195054] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:33.212735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:33.213294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:33.213373] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:33.213408] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:33.250582] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:33.250743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:33.250808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:33.250842] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:33.254292] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: UP (p=73.70%) [2025-10-18T03:30:33.254585] [INFO ] [FORECASTER] Completed predict_future for WOW [2025-10-18T03:30:33.254763] [INFO ] [sig ] WOW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:33.399154] [INFO ] [LOCAL ] Saved forecast: WOW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WOW.txt [2025-10-18T03:30:33.399395] [INFO ] [sig ] [2030/2083] Completed WOW in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 12.8s [2025-10-18T03:30:33.399454] [INFO ] [sig ] [2031/2083] Forecasting WPC... [2025-10-18T03:30:33.399487] [INFO ] [sig ] Generating forecast for: WPC [2025-10-18T03:30:33.399519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-10-18T03:30:33.408618] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WPC'. [2025-10-18T03:30:33.408959] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-10-18T03:30:33.434123] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:33.434833] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-10-18T03:30:33.434901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:33.434935] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:33.434963] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:33.435019] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:33.451882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:33.452393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:33.452469] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:33.452501] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:33.481857] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:33.481935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:33.481970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:33.481999] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:33.484923] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=38.19%) [2025-10-18T03:30:33.485169] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-10-18T03:30:33.485290] [INFO ] [sig ] WPC: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:33.623040] [INFO ] [LOCAL ] Saved forecast: WPC 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WPC.txt [2025-10-18T03:30:33.623238] [INFO ] [sig ] [2031/2083] Completed WPC in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 12.5s [2025-10-18T03:30:33.623279] [INFO ] [sig ] [2032/2083] Forecasting WPM... [2025-10-18T03:30:33.623309] [INFO ] [sig ] Generating forecast for: WPM [2025-10-18T03:30:33.623339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'. [2025-10-18T03:30:33.631473] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WPM'. [2025-10-18T03:30:33.631771] [INFO ] [FORECASTER] Starting predict_future for WPM [2025-10-18T03:30:33.656433] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:33.657147] [DEBUG] [LOCAL ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt [2025-10-18T03:30:33.657201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:33.657279] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:33.657316] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:33.657372] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:33.674260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:33.674814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:33.674891] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:33.674924] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:33.703042] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:33.703114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:33.703149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:33.703175] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:33.706037] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: UP (p=89.77%) [2025-10-18T03:30:33.706282] [INFO ] [FORECASTER] Completed predict_future for WPM [2025-10-18T03:30:33.706402] [INFO ] [sig ] WPM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:33.843557] [INFO ] [LOCAL ] Saved forecast: WPM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WPM.txt [2025-10-18T03:30:33.843785] [INFO ] [sig ] [2032/2083] Completed WPM in 0.2s | 4.16 sym/s | Total: 8.1m | ETA: 12.3s [2025-10-18T03:30:33.843845] [INFO ] [sig ] [2033/2083] Forecasting WPP... [2025-10-18T03:30:33.843878] [INFO ] [sig ] Generating forecast for: WPP [2025-10-18T03:30:33.843918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-10-18T03:30:33.852083] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WPP'. [2025-10-18T03:30:33.852357] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-10-18T03:30:33.876874] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:33.877530] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-10-18T03:30:33.877584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:33.877617] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:33.877671] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:33.877770] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:33.894298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:33.894862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:33.894938] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:33.894972] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:33.926173] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:33.926260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:33.926295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:33.926324] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:33.929293] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=1.31%) [2025-10-18T03:30:33.929543] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-10-18T03:30:33.929696] [INFO ] [sig ] WPP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:34.067175] [INFO ] [LOCAL ] Saved forecast: WPP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WPP.txt [2025-10-18T03:30:34.067371] [INFO ] [sig ] [2033/2083] Completed WPP in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 12.0s [2025-10-18T03:30:34.067411] [INFO ] [sig ] [2034/2083] Forecasting WRB... [2025-10-18T03:30:34.067441] [INFO ] [sig ] Generating forecast for: WRB [2025-10-18T03:30:34.067473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-10-18T03:30:34.076201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WRB'. [2025-10-18T03:30:34.076460] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-10-18T03:30:34.101152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:34.101841] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-10-18T03:30:34.101895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:34.101927] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:34.101954] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:34.102010] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:34.118989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:34.119497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:34.119572] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:34.119605] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:34.153451] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:34.153527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:34.153562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:34.153590] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:34.156638] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=18.23%) [2025-10-18T03:30:34.156933] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-10-18T03:30:34.157054] [INFO ] [sig ] WRB: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:34.294390] [INFO ] [LOCAL ] Saved forecast: WRB 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WRB.txt [2025-10-18T03:30:34.294590] [INFO ] [sig ] [2034/2083] Completed WRB in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 11.8s [2025-10-18T03:30:34.294631] [INFO ] [sig ] [2035/2083] Forecasting WRBY... [2025-10-18T03:30:34.294699] [INFO ] [sig ] Generating forecast for: WRBY [2025-10-18T03:30:34.294742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-10-18T03:30:34.303585] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WRBY'. [2025-10-18T03:30:34.303873] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-10-18T03:30:34.330576] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:34.331303] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-10-18T03:30:34.331355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:34.331387] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:34.331415] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:34.331475] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:34.348413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:34.348960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:34.349037] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:34.349070] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:34.383002] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:34.383091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:34.383126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:34.383155] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:34.386148] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=20.48%) [2025-10-18T03:30:34.386399] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-10-18T03:30:34.386525] [INFO ] [sig ] WRBY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:34.523044] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WRBY.txt [2025-10-18T03:30:34.523232] [INFO ] [sig ] [2035/2083] Completed WRBY in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 11.6s [2025-10-18T03:30:34.523273] [INFO ] [sig ] [2036/2083] Forecasting WS... [2025-10-18T03:30:34.523303] [INFO ] [sig ] Generating forecast for: WS [2025-10-18T03:30:34.523334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'. [2025-10-18T03:30:34.531503] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WS'. [2025-10-18T03:30:34.531788] [INFO ] [FORECASTER] Starting predict_future for WS [2025-10-18T03:30:34.556258] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:34.556958] [DEBUG] [LOCAL ] No optimal features file found for WS: ./output/feature-sets/WS.txt [2025-10-18T03:30:34.557012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:34.557045] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:34.557073] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:34.557130] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:34.574137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:34.574708] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:34.574786] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:34.574833] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:34.613063] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:34.613178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:34.613227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:34.613258] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:34.616631] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: UP (p=90.31%) [2025-10-18T03:30:34.616969] [INFO ] [FORECASTER] Completed predict_future for WS [2025-10-18T03:30:34.617104] [INFO ] [sig ] WS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:34.754419] [INFO ] [LOCAL ] Saved forecast: WS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WS.txt [2025-10-18T03:30:34.754622] [INFO ] [sig ] [2036/2083] Completed WS in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 11.3s [2025-10-18T03:30:34.754697] [INFO ] [sig ] [2037/2083] Forecasting WSM... [2025-10-18T03:30:34.754740] [INFO ] [sig ] Generating forecast for: WSM [2025-10-18T03:30:34.754772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-10-18T03:30:34.763639] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WSM'. [2025-10-18T03:30:34.763935] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-10-18T03:30:34.788626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:34.789349] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-10-18T03:30:34.789403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:34.789436] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:34.789464] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:34.789519] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:34.806514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:34.807064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:34.807142] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:34.807176] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:34.840814] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:34.840907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:34.840942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:34.840970] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:34.844004] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=25.85%) [2025-10-18T03:30:34.844259] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-10-18T03:30:34.844384] [INFO ] [sig ] WSM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:34.981851] [INFO ] [LOCAL ] Saved forecast: WSM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WSM.txt [2025-10-18T03:30:34.982037] [INFO ] [sig ] [2037/2083] Completed WSM in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 11.1s [2025-10-18T03:30:34.982077] [INFO ] [sig ] [2038/2083] Forecasting WSO... [2025-10-18T03:30:34.982107] [INFO ] [sig ] Generating forecast for: WSO [2025-10-18T03:30:34.982137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-10-18T03:30:34.990411] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WSO'. [2025-10-18T03:30:34.990699] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-10-18T03:30:35.015257] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:35.016006] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-10-18T03:30:35.016077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:35.016112] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:35.016139] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:35.016196] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:35.033179] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:35.033720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:35.033798] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:35.033831] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:35.069352] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:35.069433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:35.069469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:35.069497] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:35.072522] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=94.59%) [2025-10-18T03:30:35.072817] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-10-18T03:30:35.073302] [INFO ] [sig ] WSO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:35.211482] [INFO ] [LOCAL ] Saved forecast: WSO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WSO.txt [2025-10-18T03:30:35.211709] [INFO ] [sig ] [2038/2083] Completed WSO in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 10.8s [2025-10-18T03:30:35.211770] [INFO ] [sig ] [2039/2083] Forecasting WSR... [2025-10-18T03:30:35.211809] [INFO ] [sig ] Generating forecast for: WSR [2025-10-18T03:30:35.211847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'. [2025-10-18T03:30:35.220602] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WSR'. [2025-10-18T03:30:35.220907] [INFO ] [FORECASTER] Starting predict_future for WSR [2025-10-18T03:30:35.245525] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:35.246229] [DEBUG] [LOCAL ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt [2025-10-18T03:30:35.246283] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:35.246317] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:35.246345] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:35.246406] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:35.263048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:35.263556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:35.263632] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:35.263710] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:35.293320] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:35.293422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:35.293458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:35.293486] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:35.296558] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: DOWN (p=4.34%) [2025-10-18T03:30:35.296842] [INFO ] [FORECASTER] Completed predict_future for WSR [2025-10-18T03:30:35.296971] [INFO ] [sig ] WSR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:35.440536] [INFO ] [LOCAL ] Saved forecast: WSR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WSR.txt [2025-10-18T03:30:35.440788] [INFO ] [sig ] [2039/2083] Completed WSR in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 10.6s [2025-10-18T03:30:35.440847] [INFO ] [sig ] [2040/2083] Forecasting WST... [2025-10-18T03:30:35.440880] [INFO ] [sig ] Generating forecast for: WST [2025-10-18T03:30:35.440911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'. [2025-10-18T03:30:35.449415] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WST'. [2025-10-18T03:30:35.449702] [INFO ] [FORECASTER] Starting predict_future for WST [2025-10-18T03:30:35.474752] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:35.475411] [DEBUG] [LOCAL ] No optimal features file found for WST: ./output/feature-sets/WST.txt [2025-10-18T03:30:35.475464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:35.475497] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:35.475524] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:35.475578] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:35.492725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:35.493269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:35.493346] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:35.493379] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:35.530999] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:35.531084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:35.531119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:35.531147] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:35.534191] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: DOWN (p=32.57%) [2025-10-18T03:30:35.534442] [INFO ] [FORECASTER] Completed predict_future for WST [2025-10-18T03:30:35.534569] [INFO ] [sig ] WST: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:35.672909] [INFO ] [LOCAL ] Saved forecast: WST 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WST.txt [2025-10-18T03:30:35.673111] [INFO ] [sig ] [2040/2083] Completed WST in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 10.3s [2025-10-18T03:30:35.673152] [INFO ] [sig ] [2041/2083] Forecasting WT... [2025-10-18T03:30:35.673182] [INFO ] [sig ] Generating forecast for: WT [2025-10-18T03:30:35.673212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'. [2025-10-18T03:30:35.681435] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WT'. [2025-10-18T03:30:35.681714] [INFO ] [FORECASTER] Starting predict_future for WT [2025-10-18T03:30:35.706453] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:35.707152] [DEBUG] [LOCAL ] No optimal features file found for WT: ./output/feature-sets/WT.txt [2025-10-18T03:30:35.707205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:35.707238] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:35.707266] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:35.707322] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:35.724255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:35.724800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:35.724886] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:35.724918] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:35.760441] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:35.760538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:35.760573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:35.760602] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:35.763631] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: DOWN (p=17.93%) [2025-10-18T03:30:35.763913] [INFO ] [FORECASTER] Completed predict_future for WT [2025-10-18T03:30:35.764062] [INFO ] [sig ] WT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:35.901245] [INFO ] [LOCAL ] Saved forecast: WT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WT.txt [2025-10-18T03:30:35.901438] [INFO ] [sig ] [2041/2083] Completed WT in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 10.1s [2025-10-18T03:30:35.901479] [INFO ] [sig ] [2042/2083] Forecasting WTI... [2025-10-18T03:30:35.901509] [INFO ] [sig ] Generating forecast for: WTI [2025-10-18T03:30:35.901598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-10-18T03:30:35.910202] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WTI'. [2025-10-18T03:30:35.910466] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-10-18T03:30:35.935064] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:35.935790] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-10-18T03:30:35.935849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:35.935882] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:35.935910] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:35.935967] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:35.952939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:35.953445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:35.953522] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:35.953554] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:35.991874] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:35.991952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:35.991987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:35.992015] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:35.994955] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=87.27%) [2025-10-18T03:30:35.995201] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-10-18T03:30:35.995327] [INFO ] [sig ] WTI: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:36.132069] [INFO ] [LOCAL ] Saved forecast: WTI 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WTI.txt [2025-10-18T03:30:36.132266] [INFO ] [sig ] [2042/2083] Completed WTI in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 9.9s [2025-10-18T03:30:36.132315] [INFO ] [sig ] [2043/2083] Forecasting WTRG... [2025-10-18T03:30:36.132345] [INFO ] [sig ] Generating forecast for: WTRG [2025-10-18T03:30:36.132374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-10-18T03:30:36.140769] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WTRG'. [2025-10-18T03:30:36.141049] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-10-18T03:30:36.169960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:36.170871] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-10-18T03:30:36.170930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:36.170964] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:36.170992] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:36.171047] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:36.187977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:36.188483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:36.188558] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:36.188590] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:36.226999] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:36.227149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:36.227186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:36.227214] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:36.230459] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-10-18T03:30:36.230766] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-10-18T03:30:36.230905] [INFO ] [sig ] WTRG: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:36.368612] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WTRG.txt [2025-10-18T03:30:36.368852] [INFO ] [sig ] [2043/2083] Completed WTRG in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 9.6s [2025-10-18T03:30:36.368900] [INFO ] [sig ] [2044/2083] Forecasting WTS... [2025-10-18T03:30:36.368931] [INFO ] [sig ] Generating forecast for: WTS [2025-10-18T03:30:36.368962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-10-18T03:30:36.377951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WTS'. [2025-10-18T03:30:36.378212] [INFO ] [FORECASTER] Starting predict_future for WTS [2025-10-18T03:30:36.403194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:36.403911] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-10-18T03:30:36.403966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:36.404000] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:36.404029] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:36.404085] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:36.421222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:36.421772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:36.421850] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:36.421884] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:36.458896] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:36.458975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:36.459009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:36.459037] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:36.461981] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=73.45%) [2025-10-18T03:30:36.462225] [INFO ] [FORECASTER] Completed predict_future for WTS [2025-10-18T03:30:36.462359] [INFO ] [sig ] WTS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:36.601629] [INFO ] [LOCAL ] Saved forecast: WTS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WTS.txt [2025-10-18T03:30:36.601868] [INFO ] [sig ] [2044/2083] Completed WTS in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 9.4s [2025-10-18T03:30:36.601914] [INFO ] [sig ] [2045/2083] Forecasting WTTR... [2025-10-18T03:30:36.601945] [INFO ] [sig ] Generating forecast for: WTTR [2025-10-18T03:30:36.601976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'. [2025-10-18T03:30:36.610343] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WTTR'. [2025-10-18T03:30:36.610615] [INFO ] [FORECASTER] Starting predict_future for WTTR [2025-10-18T03:30:36.635161] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:36.635875] [DEBUG] [LOCAL ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt [2025-10-18T03:30:36.635963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:36.636015] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:36.636045] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:36.636102] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:36.653099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:36.653690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:36.653770] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:36.653803] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:36.689964] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:36.690054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:36.690089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:36.690117] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:36.693077] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-10-18T03:30:36.693329] [INFO ] [FORECASTER] Completed predict_future for WTTR [2025-10-18T03:30:36.693452] [INFO ] [sig ] WTTR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:36.831178] [INFO ] [LOCAL ] Saved forecast: WTTR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WTTR.txt [2025-10-18T03:30:36.831365] [INFO ] [sig ] [2045/2083] Completed WTTR in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 9.1s [2025-10-18T03:30:36.831406] [INFO ] [sig ] [2046/2083] Forecasting WU... [2025-10-18T03:30:36.831436] [INFO ] [sig ] Generating forecast for: WU [2025-10-18T03:30:36.831467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'. [2025-10-18T03:30:36.839813] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WU'. [2025-10-18T03:30:36.840078] [INFO ] [FORECASTER] Starting predict_future for WU [2025-10-18T03:30:36.864761] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:36.865474] [DEBUG] [LOCAL ] No optimal features file found for WU: ./output/feature-sets/WU.txt [2025-10-18T03:30:36.865528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:36.865562] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:36.865590] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:36.865668] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:36.882706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:36.883222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:36.883297] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:36.883330] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:36.922022] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:36.922149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:36.922204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:36.922236] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:36.925359] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: DOWN (p=34.83%) [2025-10-18T03:30:36.925610] [INFO ] [FORECASTER] Completed predict_future for WU [2025-10-18T03:30:36.925773] [INFO ] [sig ] WU: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:37.063591] [INFO ] [LOCAL ] Saved forecast: WU 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WU.txt [2025-10-18T03:30:37.063816] [INFO ] [sig ] [2046/2083] Completed WU in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 8.9s [2025-10-18T03:30:37.063869] [INFO ] [sig ] [2047/2083] Forecasting WWW... [2025-10-18T03:30:37.063902] [INFO ] [sig ] Generating forecast for: WWW [2025-10-18T03:30:37.063932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'. [2025-10-18T03:30:37.073169] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WWW'. [2025-10-18T03:30:37.073423] [INFO ] [FORECASTER] Starting predict_future for WWW [2025-10-18T03:30:37.098064] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:37.098754] [DEBUG] [LOCAL ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt [2025-10-18T03:30:37.098809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:37.098842] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:37.098870] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:37.098926] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:37.115944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:37.116472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:37.116548] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:37.116580] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:37.153607] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:37.153776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:37.153823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:37.153853] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:37.157203] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: UP (p=83.24%) [2025-10-18T03:30:37.157465] [INFO ] [FORECASTER] Completed predict_future for WWW [2025-10-18T03:30:37.157594] [INFO ] [sig ] WWW: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:37.294789] [INFO ] [LOCAL ] Saved forecast: WWW 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/WWW.txt [2025-10-18T03:30:37.295004] [INFO ] [sig ] [2047/2083] Completed WWW in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 8.7s [2025-10-18T03:30:37.295044] [INFO ] [sig ] [2048/2083] Forecasting WY... [2025-10-18T03:30:37.295074] [INFO ] [sig ] Generating forecast for: WY [2025-10-18T03:30:37.295105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-10-18T03:30:37.303592] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WY'. [2025-10-18T03:30:37.303869] [INFO ] [FORECASTER] Starting predict_future for WY [2025-10-18T03:30:37.328390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:37.329125] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-10-18T03:30:37.329178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:37.329210] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:37.329237] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:37.329296] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:37.346189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:37.346732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:37.346840] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:37.346879] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:37.382402] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:37.382487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:37.382522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:37.382549] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:37.385550] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=38.28%) [2025-10-18T03:30:37.385839] [INFO ] [FORECASTER] Completed predict_future for WY [2025-10-18T03:30:37.385978] [INFO ] [sig ] WY: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:37.523324] [INFO ] [LOCAL ] Saved forecast: WY 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/WY.txt [2025-10-18T03:30:37.523547] [INFO ] [sig ] [2048/2083] Completed WY in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 8.4s [2025-10-18T03:30:37.523587] [INFO ] [sig ] [2049/2083] Forecasting XFLT... [2025-10-18T03:30:37.523616] [INFO ] [sig ] Generating forecast for: XFLT [2025-10-18T03:30:37.523670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'. [2025-10-18T03:30:37.532194] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XFLT'. [2025-10-18T03:30:37.532498] [INFO ] [FORECASTER] Starting predict_future for XFLT [2025-10-18T03:30:37.557164] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:37.557959] [DEBUG] [LOCAL ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt [2025-10-18T03:30:37.558024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:37.558057] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:37.558085] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:37.558141] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:37.575287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:37.575849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:37.575926] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:37.575959] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:37.610960] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:37.611033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:37.611067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:37.611094] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:37.614002] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: DOWN (p=8.55%) [2025-10-18T03:30:37.614246] [INFO ] [FORECASTER] Completed predict_future for XFLT [2025-10-18T03:30:37.614376] [INFO ] [sig ] XFLT: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:37.751799] [INFO ] [LOCAL ] Saved forecast: XFLT 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/XFLT.txt [2025-10-18T03:30:37.751991] [INFO ] [sig ] [2049/2083] Completed XFLT in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 8.2s [2025-10-18T03:30:37.752032] [INFO ] [sig ] [2050/2083] Forecasting XHR... [2025-10-18T03:30:37.752061] [INFO ] [sig ] Generating forecast for: XHR [2025-10-18T03:30:37.752091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'. [2025-10-18T03:30:37.760980] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XHR'. [2025-10-18T03:30:37.761237] [INFO ] [FORECASTER] Starting predict_future for XHR [2025-10-18T03:30:37.785943] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:37.786599] [DEBUG] [LOCAL ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt [2025-10-18T03:30:37.786675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:37.786726] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:37.786757] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:37.786814] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:37.803769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:37.804338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:37.804413] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:37.804446] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:37.842494] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:37.842598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:37.842634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:37.842702] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:37.845760] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=94.12%) [2025-10-18T03:30:37.846013] [INFO ] [FORECASTER] Completed predict_future for XHR [2025-10-18T03:30:37.846136] [INFO ] [sig ] XHR: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:37.983816] [INFO ] [LOCAL ] Saved forecast: XHR 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/XHR.txt [2025-10-18T03:30:37.984009] [INFO ] [sig ] [2050/2083] Completed XHR in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 7.9s [2025-10-18T03:30:37.984049] [INFO ] [sig ] [2051/2083] Forecasting XOM... [2025-10-18T03:30:37.984079] [INFO ] [sig ] Generating forecast for: XOM [2025-10-18T03:30:37.984109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-10-18T03:30:37.992828] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XOM'. [2025-10-18T03:30:37.993094] [INFO ] [FORECASTER] Starting predict_future for XOM [2025-10-18T03:30:38.017751] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:38.018509] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-10-18T03:30:38.018564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:38.018597] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:38.018623] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:38.018708] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:38.035327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:38.035877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:38.035953] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:38.035986] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:38.071741] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:38.071830] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:38.071868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:38.071898] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:38.076745] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=99.09%) [2025-10-18T03:30:38.077000] [INFO ] [FORECASTER] Completed predict_future for XOM [2025-10-18T03:30:38.077128] [INFO ] [sig ] XOM: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:38.215316] [INFO ] [LOCAL ] Saved forecast: XOM 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/XOM.txt [2025-10-18T03:30:38.215502] [INFO ] [sig ] [2051/2083] Completed XOM in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 7.7s [2025-10-18T03:30:38.215543] [INFO ] [sig ] [2052/2083] Forecasting XPER... [2025-10-18T03:30:38.215573] [INFO ] [sig ] Generating forecast for: XPER [2025-10-18T03:30:38.215603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'. [2025-10-18T03:30:38.224385] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPER'. [2025-10-18T03:30:38.224670] [INFO ] [FORECASTER] Starting predict_future for XPER [2025-10-18T03:30:38.249394] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:38.250131] [DEBUG] [LOCAL ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt [2025-10-18T03:30:38.250185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:38.250232] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:38.250260] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:38.250316] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:38.266913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:38.267417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:38.267494] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:38.267526] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:38.308957] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:38.309040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:38.309073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:38.309101] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:38.312058] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: DOWN (p=9.52%) [2025-10-18T03:30:38.312308] [INFO ] [FORECASTER] Completed predict_future for XPER [2025-10-18T03:30:38.312444] [INFO ] [sig ] XPER: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:38.448951] [INFO ] [LOCAL ] Saved forecast: XPER 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/XPER.txt [2025-10-18T03:30:38.449150] [INFO ] [sig ] [2052/2083] Completed XPER in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 7.5s [2025-10-18T03:30:38.449190] [INFO ] [sig ] [2053/2083] Forecasting XPEV... [2025-10-18T03:30:38.449220] [INFO ] [sig ] Generating forecast for: XPEV [2025-10-18T03:30:38.449250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'. [2025-10-18T03:30:38.458203] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPEV'. [2025-10-18T03:30:38.458464] [INFO ] [FORECASTER] Starting predict_future for XPEV [2025-10-18T03:30:38.483595] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:38.484301] [DEBUG] [LOCAL ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt [2025-10-18T03:30:38.484355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:38.484388] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:38.484415] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:38.484471] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:38.501371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:38.501919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:38.501997] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:38.502029] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:38.540005] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:38.540089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:38.540124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:38.540152] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:38.543343] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: UP (p=66.24%) [2025-10-18T03:30:38.543592] [INFO ] [FORECASTER] Completed predict_future for XPEV [2025-10-18T03:30:38.543751] [INFO ] [sig ] XPEV: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:38.681378] [INFO ] [LOCAL ] Saved forecast: XPEV 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/XPEV.txt [2025-10-18T03:30:38.681596] [INFO ] [sig ] [2053/2083] Completed XPEV in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 7.2s [2025-10-18T03:30:38.681638] [INFO ] [sig ] [2054/2083] Forecasting XPO... [2025-10-18T03:30:38.681716] [INFO ] [sig ] Generating forecast for: XPO [2025-10-18T03:30:38.681753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'. [2025-10-18T03:30:38.690935] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPO'. [2025-10-18T03:30:38.691254] [INFO ] [FORECASTER] Starting predict_future for XPO [2025-10-18T03:30:38.715920] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:38.716596] [DEBUG] [LOCAL ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt [2025-10-18T03:30:38.716672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:38.716724] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:38.716755] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:38.716812] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:38.733773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:38.734393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:38.734472] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:38.734512] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:38.769456] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:38.769583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:38.769622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:38.769685] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:38.772975] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=16.74%) [2025-10-18T03:30:38.773275] [INFO ] [FORECASTER] Completed predict_future for XPO [2025-10-18T03:30:38.773415] [INFO ] [sig ] XPO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:38.917786] [INFO ] [LOCAL ] Saved forecast: XPO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/XPO.txt [2025-10-18T03:30:38.918024] [INFO ] [sig ] [2054/2083] Completed XPO in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 7.0s [2025-10-18T03:30:38.918108] [INFO ] [sig ] [2055/2083] Forecasting XPOF... [2025-10-18T03:30:38.918148] [INFO ] [sig ] Generating forecast for: XPOF [2025-10-18T03:30:38.918181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-10-18T03:30:38.926590] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPOF'. [2025-10-18T03:30:38.926914] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-10-18T03:30:38.951797] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:38.952522] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-10-18T03:30:38.952576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:38.952609] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:38.952637] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:38.952738] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:38.970105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:38.970749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:38.970832] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:38.970866] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:39.003983] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:39.004095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:39.004133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:39.004161] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:39.007292] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-10-18T03:30:39.007551] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-10-18T03:30:39.007705] [INFO ] [sig ] XPOF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:39.146075] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/XPOF.txt [2025-10-18T03:30:39.146361] [INFO ] [sig ] [2055/2083] Completed XPOF in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 6.7s [2025-10-18T03:30:39.146404] [INFO ] [sig ] [2056/2083] Forecasting XPRO... [2025-10-18T03:30:39.146435] [INFO ] [sig ] Generating forecast for: XPRO [2025-10-18T03:30:39.146467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-10-18T03:30:39.155404] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPRO'. [2025-10-18T03:30:39.155741] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-10-18T03:30:39.181058] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:39.181818] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-10-18T03:30:39.181874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:39.181908] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:39.181936] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:39.181992] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:39.199198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:39.199825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:39.199906] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:39.199941] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:39.237036] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:39.237155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:39.237193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:39.237221] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:39.240447] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=70.33%) [2025-10-18T03:30:39.240755] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-10-18T03:30:39.240895] [INFO ] [sig ] XPRO: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:39.377968] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/XPRO.txt [2025-10-18T03:30:39.378223] [INFO ] [sig ] [2056/2083] Completed XPRO in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 6.5s [2025-10-18T03:30:39.378266] [INFO ] [sig ] [2057/2083] Forecasting XYF... [2025-10-18T03:30:39.378296] [INFO ] [sig ] Generating forecast for: XYF [2025-10-18T03:30:39.378326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-10-18T03:30:39.387398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XYF'. [2025-10-18T03:30:39.387725] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-10-18T03:30:39.412695] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:39.413442] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-10-18T03:30:39.413497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:39.413530] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:39.413557] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:39.413613] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:39.438546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:39.439594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:39.439713] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:39.439762] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:39.483217] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:39.483443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:39.483504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:39.483537] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:39.488446] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=32.93%) [2025-10-18T03:30:39.489088] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-10-18T03:30:39.489309] [INFO ] [sig ] XYF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:39.628068] [INFO ] [LOCAL ] Saved forecast: XYF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/XYF.txt [2025-10-18T03:30:39.628299] [INFO ] [sig ] [2057/2083] Completed XYF in 0.2s | 4.16 sym/s | Total: 8.2m | ETA: 6.3s [2025-10-18T03:30:39.628343] [INFO ] [sig ] [2058/2083] Forecasting XYL... [2025-10-18T03:30:39.628375] [INFO ] [sig ] Generating forecast for: XYL [2025-10-18T03:30:39.628410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-10-18T03:30:39.637445] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XYL'. [2025-10-18T03:30:39.637789] [INFO ] [FORECASTER] Starting predict_future for XYL [2025-10-18T03:30:39.662608] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:39.663322] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-10-18T03:30:39.663377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:39.663409] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:39.663436] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:39.663492] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:39.680518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:39.681215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:39.681296] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:39.681331] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:39.719364] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:39.719509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:39.719549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:39.719579] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:39.722905] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=65.54%) [2025-10-18T03:30:39.723175] [INFO ] [FORECASTER] Completed predict_future for XYL [2025-10-18T03:30:39.723306] [INFO ] [sig ] XYL: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:39.862023] [INFO ] [LOCAL ] Saved forecast: XYL 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/XYL.txt [2025-10-18T03:30:39.862247] [INFO ] [sig ] [2058/2083] Completed XYL in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 6.0s [2025-10-18T03:30:39.862287] [INFO ] [sig ] [2059/2083] Forecasting YALA... [2025-10-18T03:30:39.862317] [INFO ] [sig ] Generating forecast for: YALA [2025-10-18T03:30:39.862349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-10-18T03:30:39.871144] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YALA'. [2025-10-18T03:30:39.871520] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-10-18T03:30:39.896851] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:39.897669] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-10-18T03:30:39.897756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:39.897829] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:39.897864] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:39.897922] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:39.915403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:39.916045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:39.916127] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:39.916162] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:39.957474] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:39.957666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:39.957748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:39.957804] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:39.961312] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=93.17%) [2025-10-18T03:30:39.961602] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-10-18T03:30:39.961781] [INFO ] [sig ] YALA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:40.106783] [INFO ] [LOCAL ] Saved forecast: YALA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/YALA.txt [2025-10-18T03:30:40.107099] [INFO ] [sig ] [2059/2083] Completed YALA in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 5.8s [2025-10-18T03:30:40.107147] [INFO ] [sig ] [2060/2083] Forecasting YELP... [2025-10-18T03:30:40.107179] [INFO ] [sig ] Generating forecast for: YELP [2025-10-18T03:30:40.107209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-10-18T03:30:40.116734] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YELP'. [2025-10-18T03:30:40.117098] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-10-18T03:30:40.144444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:40.145303] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-10-18T03:30:40.145361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:40.145397] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:40.145425] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:40.145482] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:40.162916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:40.163632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:40.163741] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:40.163778] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:40.199333] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:40.199475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:40.199518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:40.199549] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:40.203008] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=4.85%) [2025-10-18T03:30:40.203286] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-10-18T03:30:40.203417] [INFO ] [sig ] YELP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:40.344220] [INFO ] [LOCAL ] Saved forecast: YELP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/YELP.txt [2025-10-18T03:30:40.344466] [INFO ] [sig ] [2060/2083] Completed YELP in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 5.5s [2025-10-18T03:30:40.344510] [INFO ] [sig ] [2061/2083] Forecasting YETI... [2025-10-18T03:30:40.344542] [INFO ] [sig ] Generating forecast for: YETI [2025-10-18T03:30:40.344573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-10-18T03:30:40.353023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YETI'. [2025-10-18T03:30:40.353362] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-10-18T03:30:40.378447] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:40.379238] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-10-18T03:30:40.379298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:40.379332] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:40.379360] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:40.379476] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:40.396678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:40.397456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:40.397540] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:40.397575] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:40.429737] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:40.429904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:40.429947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:40.429977] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:40.433376] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=23.95%) [2025-10-18T03:30:40.433676] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-10-18T03:30:40.433818] [INFO ] [sig ] YETI: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:40.572570] [INFO ] [LOCAL ] Saved forecast: YETI 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/YETI.txt [2025-10-18T03:30:40.572806] [INFO ] [sig ] [2061/2083] Completed YETI in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 5.3s [2025-10-18T03:30:40.572866] [INFO ] [sig ] [2062/2083] Forecasting YEXT... [2025-10-18T03:30:40.572900] [INFO ] [sig ] Generating forecast for: YEXT [2025-10-18T03:30:40.572932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'. [2025-10-18T03:30:40.581494] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YEXT'. [2025-10-18T03:30:40.581791] [INFO ] [FORECASTER] Starting predict_future for YEXT [2025-10-18T03:30:40.606630] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:40.607415] [DEBUG] [LOCAL ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt [2025-10-18T03:30:40.607470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:40.607503] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:40.607531] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:40.607588] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:40.624548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:40.625120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:40.625197] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:40.625231] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:40.661094] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:40.661201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:40.661238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:40.661266] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:40.664449] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=95.50%) [2025-10-18T03:30:40.664753] [INFO ] [FORECASTER] Completed predict_future for YEXT [2025-10-18T03:30:40.664892] [INFO ] [sig ] YEXT: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:40.803039] [INFO ] [LOCAL ] Saved forecast: YEXT 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/YEXT.txt [2025-10-18T03:30:40.803266] [INFO ] [sig ] [2062/2083] Completed YEXT in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 5.1s [2025-10-18T03:30:40.803308] [INFO ] [sig ] [2063/2083] Forecasting YMM... [2025-10-18T03:30:40.803339] [INFO ] [sig ] Generating forecast for: YMM [2025-10-18T03:30:40.803369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-10-18T03:30:40.812203] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YMM'. [2025-10-18T03:30:40.812495] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-10-18T03:30:40.837321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:40.838088] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-10-18T03:30:40.838143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:40.838178] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:40.838206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:40.838262] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:40.855693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:40.856310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:40.856391] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:40.856424] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:40.893803] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:40.893987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:40.894031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:40.894061] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:40.897716] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=43.16%) [2025-10-18T03:30:40.898029] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-10-18T03:30:40.898171] [INFO ] [sig ] YMM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:41.040290] [INFO ] [LOCAL ] Saved forecast: YMM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/YMM.txt [2025-10-18T03:30:41.040517] [INFO ] [sig ] [2063/2083] Completed YMM in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 4.8s [2025-10-18T03:30:41.040559] [INFO ] [sig ] [2064/2083] Forecasting YOU... [2025-10-18T03:30:41.040589] [INFO ] [sig ] Generating forecast for: YOU [2025-10-18T03:30:41.040621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'. [2025-10-18T03:30:41.048949] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YOU'. [2025-10-18T03:30:41.049202] [INFO ] [FORECASTER] Starting predict_future for YOU [2025-10-18T03:30:41.074484] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:41.075212] [DEBUG] [LOCAL ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt [2025-10-18T03:30:41.075267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:41.075301] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:41.075328] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:41.075385] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:41.092896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:41.093419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:41.093496] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:41.093529] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:41.128475] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:41.128591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:41.129027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:41.129067] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:41.134207] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: UP (p=80.13%) [2025-10-18T03:30:41.134465] [INFO ] [FORECASTER] Completed predict_future for YOU [2025-10-18T03:30:41.134598] [INFO ] [sig ] YOU: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:41.271487] [INFO ] [LOCAL ] Saved forecast: YOU 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/YOU.txt [2025-10-18T03:30:41.271733] [INFO ] [sig ] [2064/2083] Completed YOU in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 4.6s [2025-10-18T03:30:41.271792] [INFO ] [sig ] [2065/2083] Forecasting YPF... [2025-10-18T03:30:41.271825] [INFO ] [sig ] Generating forecast for: YPF [2025-10-18T03:30:41.271856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-10-18T03:30:41.280494] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YPF'. [2025-10-18T03:30:41.280774] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-10-18T03:30:41.305704] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:41.306371] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-10-18T03:30:41.306426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:41.306459] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:41.306487] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:41.306545] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:41.324289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:41.324893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:41.324975] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:41.325009] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:41.362633] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:41.362788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:41.362829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:41.362858] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:41.366321] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=6.51%) [2025-10-18T03:30:41.366595] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-10-18T03:30:41.366770] [INFO ] [sig ] YPF: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:41.508691] [INFO ] [LOCAL ] Saved forecast: YPF 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/YPF.txt [2025-10-18T03:30:41.508913] [INFO ] [sig ] [2065/2083] Completed YPF in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 4.3s [2025-10-18T03:30:41.508955] [INFO ] [sig ] [2066/2083] Forecasting YRD... [2025-10-18T03:30:41.508986] [INFO ] [sig ] Generating forecast for: YRD [2025-10-18T03:30:41.509017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-10-18T03:30:41.517393] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YRD'. [2025-10-18T03:30:41.517717] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-10-18T03:30:41.543028] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:41.543787] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-10-18T03:30:41.543841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:41.543887] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:41.543915] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:41.543972] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:41.560896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:41.561433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:41.561511] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:41.561543] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:41.597429] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:41.597529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:41.597564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:41.597592] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:41.600683] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=96.88%) [2025-10-18T03:30:41.600947] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-10-18T03:30:41.601076] [INFO ] [sig ] YRD: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:41.741971] [INFO ] [LOCAL ] Saved forecast: YRD 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/YRD.txt [2025-10-18T03:30:41.742175] [INFO ] [sig ] [2066/2083] Completed YRD in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 4.1s [2025-10-18T03:30:41.742216] [INFO ] [sig ] [2067/2083] Forecasting YSG... [2025-10-18T03:30:41.742246] [INFO ] [sig ] Generating forecast for: YSG [2025-10-18T03:30:41.742277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-10-18T03:30:41.750524] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YSG'. [2025-10-18T03:30:41.750813] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-10-18T03:30:41.775582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:41.776275] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-10-18T03:30:41.776328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:41.776360] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:41.776387] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:41.776442] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:41.793385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:41.793942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:41.794018] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:41.794051] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:41.832832] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:41.832929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:41.832966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:41.832994] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:41.836145] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=29.71%) [2025-10-18T03:30:41.836406] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-10-18T03:30:41.836539] [INFO ] [sig ] YSG: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:41.978343] [INFO ] [LOCAL ] Saved forecast: YSG 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/YSG.txt [2025-10-18T03:30:41.978595] [INFO ] [sig ] [2067/2083] Completed YSG in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 3.8s [2025-10-18T03:30:41.978665] [INFO ] [sig ] [2068/2083] Forecasting YUM... [2025-10-18T03:30:41.978719] [INFO ] [sig ] Generating forecast for: YUM [2025-10-18T03:30:41.978754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-10-18T03:30:41.987788] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YUM'. [2025-10-18T03:30:41.988067] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-10-18T03:30:42.015590] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:42.016395] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-10-18T03:30:42.016451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:42.016485] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:42.016513] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:42.016570] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:42.034054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:42.034579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:42.034678] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:42.034733] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:42.071019] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:42.071105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:42.071141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:42.071168] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:42.074163] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=35.23%) [2025-10-18T03:30:42.074418] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-10-18T03:30:42.074559] [INFO ] [sig ] YUM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:42.214446] [INFO ] [LOCAL ] Saved forecast: YUM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/YUM.txt [2025-10-18T03:30:42.214681] [INFO ] [sig ] [2068/2083] Completed YUM in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 3.6s [2025-10-18T03:30:42.214740] [INFO ] [sig ] [2069/2083] Forecasting YUMC... [2025-10-18T03:30:42.214773] [INFO ] [sig ] Generating forecast for: YUMC [2025-10-18T03:30:42.214804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-10-18T03:30:42.223261] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YUMC'. [2025-10-18T03:30:42.223541] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-10-18T03:30:42.248861] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:42.249550] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-10-18T03:30:42.249616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:42.249703] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:42.249750] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:42.249810] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:42.267245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:42.267913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:42.267995] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:42.268028] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:42.305334] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:42.305466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:42.305517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:42.305548] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:42.308736] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=98.31%) [2025-10-18T03:30:42.308999] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-10-18T03:30:42.309137] [INFO ] [sig ] YUMC: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:42.459110] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/YUMC.txt [2025-10-18T03:30:42.459357] [INFO ] [sig ] [2069/2083] Completed YUMC in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 3.4s [2025-10-18T03:30:42.459399] [INFO ] [sig ] [2070/2083] Forecasting ZBH... [2025-10-18T03:30:42.459430] [INFO ] [sig ] Generating forecast for: ZBH [2025-10-18T03:30:42.459463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-10-18T03:30:42.468670] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZBH'. [2025-10-18T03:30:42.468977] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-10-18T03:30:42.493698] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:42.494385] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-10-18T03:30:42.494440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:42.494473] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:42.494500] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:42.494557] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:42.512863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:42.513482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:42.513566] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:42.513600] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:42.550203] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:42.550299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:42.550334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:42.550362] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:42.553598] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=10.59%) [2025-10-18T03:30:42.553889] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-10-18T03:30:42.554019] [INFO ] [sig ] ZBH: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:42.711406] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZBH.txt [2025-10-18T03:30:42.711675] [INFO ] [sig ] [2070/2083] Completed ZBH in 0.3s | 4.16 sym/s | Total: 8.3m | ETA: 3.1s [2025-10-18T03:30:42.711736] [INFO ] [sig ] [2071/2083] Forecasting ZEPP... [2025-10-18T03:30:42.711772] [INFO ] [sig ] Generating forecast for: ZEPP [2025-10-18T03:30:42.711805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-10-18T03:30:42.720567] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZEPP'. [2025-10-18T03:30:42.720937] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-10-18T03:30:42.747271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:42.748087] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-10-18T03:30:42.748142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:42.748177] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:42.748206] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:42.748264] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:42.766578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:42.767149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:42.767231] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:42.767264] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:42.806501] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:42.806603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:42.806639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:42.806714] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:42.809811] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=7.51%) [2025-10-18T03:30:42.810066] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-10-18T03:30:42.810198] [INFO ] [sig ] ZEPP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:42.952116] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZEPP.txt [2025-10-18T03:30:42.952323] [INFO ] [sig ] [2071/2083] Completed ZEPP in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 2.9s [2025-10-18T03:30:42.952364] [INFO ] [sig ] [2072/2083] Forecasting ZETA... [2025-10-18T03:30:42.952394] [INFO ] [sig ] Generating forecast for: ZETA [2025-10-18T03:30:42.952424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-10-18T03:30:42.961688] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZETA'. [2025-10-18T03:30:42.961991] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-10-18T03:30:42.987561] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:42.988319] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-10-18T03:30:42.988373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:42.988408] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:42.988437] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:42.988494] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:43.006690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:43.007289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:43.007368] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:43.007402] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:43.045769] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:43.045956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:43.046010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:43.046041] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:43.049589] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=94.75%) [2025-10-18T03:30:43.049895] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-10-18T03:30:43.050029] [INFO ] [sig ] ZETA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:43.193100] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ZETA.txt [2025-10-18T03:30:43.193325] [INFO ] [sig ] [2072/2083] Completed ZETA in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 2.6s [2025-10-18T03:30:43.193367] [INFO ] [sig ] [2073/2083] Forecasting ZGN... [2025-10-18T03:30:43.193397] [INFO ] [sig ] Generating forecast for: ZGN [2025-10-18T03:30:43.193430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-10-18T03:30:43.201814] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZGN'. [2025-10-18T03:30:43.202100] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-10-18T03:30:43.227428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:43.228214] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-10-18T03:30:43.228269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:43.228321] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:43.228352] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:43.228412] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:43.245719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:43.246242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:43.246319] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:43.246352] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:43.279927] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:43.280010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:43.280045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:43.280073] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:43.283028] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=19.48%) [2025-10-18T03:30:43.283279] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-10-18T03:30:43.283405] [INFO ] [sig ] ZGN: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:43.428950] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZGN.txt [2025-10-18T03:30:43.429234] [INFO ] [sig ] [2073/2083] Completed ZGN in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 2.4s [2025-10-18T03:30:43.429297] [INFO ] [sig ] [2074/2083] Forecasting ZH... [2025-10-18T03:30:43.429332] [INFO ] [sig ] Generating forecast for: ZH [2025-10-18T03:30:43.429365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-10-18T03:30:43.439231] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZH'. [2025-10-18T03:30:43.439569] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-10-18T03:30:43.466437] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:43.467238] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-10-18T03:30:43.467294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:43.467329] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:43.467410] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:43.467479] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:43.485325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:43.485932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:43.486014] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:43.486050] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:43.521181] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:43.521279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:43.521316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:43.521345] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:43.524568] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=80.06%) [2025-10-18T03:30:43.524865] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-10-18T03:30:43.524998] [INFO ] [sig ] ZH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:43.680223] [INFO ] [LOCAL ] Saved forecast: ZH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ZH.txt [2025-10-18T03:30:43.680431] [INFO ] [sig ] [2074/2083] Completed ZH in 0.3s | 4.16 sym/s | Total: 8.3m | ETA: 2.2s [2025-10-18T03:30:43.680472] [INFO ] [sig ] [2075/2083] Forecasting ZIM... [2025-10-18T03:30:43.680503] [INFO ] [sig ] Generating forecast for: ZIM [2025-10-18T03:30:43.680534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-10-18T03:30:43.689247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZIM'. [2025-10-18T03:30:43.689543] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-10-18T03:30:43.715724] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:43.716439] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-10-18T03:30:43.716494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:43.716529] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:43.716557] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:43.716614] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:43.734397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:43.734997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:43.735082] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:43.735155] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:43.775665] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:43.775836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:43.775879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:43.775909] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:43.779542] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=38.15%) [2025-10-18T03:30:43.779847] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-10-18T03:30:43.779983] [INFO ] [sig ] ZIM: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:43.942779] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZIM.txt [2025-10-18T03:30:43.943016] [INFO ] [sig ] [2075/2083] Completed ZIM in 0.3s | 4.16 sym/s | Total: 8.3m | ETA: 1.9s [2025-10-18T03:30:43.943061] [INFO ] [sig ] [2076/2083] Forecasting ZIP... [2025-10-18T03:30:43.943092] [INFO ] [sig ] Generating forecast for: ZIP [2025-10-18T03:30:43.943124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-10-18T03:30:43.951473] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZIP'. [2025-10-18T03:30:43.951777] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-10-18T03:30:43.977035] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:43.977789] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-10-18T03:30:43.977848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:43.977884] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:43.977912] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:43.977969] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:43.996229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:43.996799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:43.996878] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:43.996911] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:44.035529] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:44.035618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:44.035684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:44.035730] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:44.039746] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=0.40%) [2025-10-18T03:30:44.040060] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-10-18T03:30:44.040196] [INFO ] [sig ] ZIP: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:44.188836] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZIP.txt [2025-10-18T03:30:44.189100] [INFO ] [sig ] [2076/2083] Completed ZIP in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 1.7s [2025-10-18T03:30:44.189162] [INFO ] [sig ] [2077/2083] Forecasting ZK... [2025-10-18T03:30:44.189197] [INFO ] [sig ] Generating forecast for: ZK [2025-10-18T03:30:44.189230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'. [2025-10-18T03:30:44.198863] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZK'. [2025-10-18T03:30:44.199231] [INFO ] [FORECASTER] Starting predict_future for ZK [2025-10-18T03:30:44.225776] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:44.226677] [DEBUG] [LOCAL ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt [2025-10-18T03:30:44.226737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:44.226772] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:44.226801] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:44.226858] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:44.246338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:44.247376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:44.247493] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:44.247561] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:44.281734] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:44.281846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:44.281882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:44.281910] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:44.288610] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: UP (p=98.12%) [2025-10-18T03:30:44.288981] [INFO ] [FORECASTER] Completed predict_future for ZK [2025-10-18T03:30:44.289128] [INFO ] [sig ] ZK: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:44.440468] [INFO ] [LOCAL ] Saved forecast: ZK 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ZK.txt [2025-10-18T03:30:44.440696] [INFO ] [sig ] [2077/2083] Completed ZK in 0.3s | 4.16 sym/s | Total: 8.3m | ETA: 1.4s [2025-10-18T03:30:44.440756] [INFO ] [sig ] [2078/2083] Forecasting ZKH... [2025-10-18T03:30:44.440789] [INFO ] [sig ] Generating forecast for: ZKH [2025-10-18T03:30:44.440820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'. [2025-10-18T03:30:44.451013] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZKH'. [2025-10-18T03:30:44.451293] [INFO ] [FORECASTER] Starting predict_future for ZKH [2025-10-18T03:30:44.476395] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:44.477105] [DEBUG] [LOCAL ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt [2025-10-18T03:30:44.477159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:44.477192] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:44.477221] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:44.477277] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:44.495302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:44.495881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:44.495961] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:44.495994] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:44.532254] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:44.532342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:44.532395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:44.532427] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:44.535718] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: UP (p=69.38%) [2025-10-18T03:30:44.535988] [INFO ] [FORECASTER] Completed predict_future for ZKH [2025-10-18T03:30:44.536115] [INFO ] [sig ] ZKH: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:44.686709] [INFO ] [LOCAL ] Saved forecast: ZKH 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ZKH.txt [2025-10-18T03:30:44.687032] [INFO ] [sig ] [2078/2083] Completed ZKH in 0.2s | 4.16 sym/s | Total: 8.3m | ETA: 1.2s [2025-10-18T03:30:44.687106] [INFO ] [sig ] [2079/2083] Forecasting ZTO... [2025-10-18T03:30:44.687147] [INFO ] [sig ] Generating forecast for: ZTO [2025-10-18T03:30:44.687182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-10-18T03:30:44.696985] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZTO'. [2025-10-18T03:30:44.697370] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-10-18T03:30:44.725907] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:44.727028] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-10-18T03:30:44.727103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:44.727158] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:44.727208] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:44.727301] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:44.754269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:44.755374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:44.755486] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:44.755548] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:44.798297] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:44.798489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:44.798556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:44.798609] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:44.803914] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=49.60%) [2025-10-18T03:30:44.804308] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-10-18T03:30:44.804492] [INFO ] [sig ] ZTO: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:44.969175] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZTO.txt [2025-10-18T03:30:44.969501] [INFO ] [sig ] [2079/2083] Completed ZTO in 0.3s | 4.16 sym/s | Total: 8.3m | ETA: 1.0s [2025-10-18T03:30:44.969563] [INFO ] [sig ] [2080/2083] Forecasting ZTR... [2025-10-18T03:30:44.969597] [INFO ] [sig ] Generating forecast for: ZTR [2025-10-18T03:30:44.969630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'. [2025-10-18T03:30:44.981009] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZTR'. [2025-10-18T03:30:44.981506] [INFO ] [FORECASTER] Starting predict_future for ZTR [2025-10-18T03:30:45.016978] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:45.018237] [DEBUG] [LOCAL ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt [2025-10-18T03:30:45.018314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:45.018372] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:45.018423] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:45.018541] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:45.046126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:45.047312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:45.047443] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:45.047504] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:45.091172] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:45.091356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:45.091437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:45.091491] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:45.095780] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: DOWN (p=28.98%) [2025-10-18T03:30:45.096167] [INFO ] [FORECASTER] Completed predict_future for ZTR [2025-10-18T03:30:45.096321] [INFO ] [sig ] ZTR: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:45.330440] [INFO ] [LOCAL ] Saved forecast: ZTR 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZTR.txt [2025-10-18T03:30:45.330868] [INFO ] [sig ] [2080/2083] Completed ZTR in 0.4s | 4.16 sym/s | Total: 8.3m | ETA: 0.7s [2025-10-18T03:30:45.330948] [INFO ] [sig ] [2081/2083] Forecasting ZTS... [2025-10-18T03:30:45.331004] [INFO ] [sig ] Generating forecast for: ZTS [2025-10-18T03:30:45.331060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-10-18T03:30:45.343501] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZTS'. [2025-10-18T03:30:45.344087] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-10-18T03:30:45.380135] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:45.381051] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-10-18T03:30:45.381115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:45.381150] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:45.381178] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:45.381237] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:45.401266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:45.402163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:45.402254] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:45.402289] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:45.446381] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:45.446556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:45.446601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:45.446632] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:45.450778] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=89.46%) [2025-10-18T03:30:45.451103] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-10-18T03:30:45.451254] [INFO ] [sig ] ZTS: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:45.624478] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ZTS.txt [2025-10-18T03:30:45.624874] [INFO ] [sig ] [2081/2083] Completed ZTS in 0.3s | 4.16 sym/s | Total: 8.3m | ETA: 0.5s [2025-10-18T03:30:45.624956] [INFO ] [sig ] [2082/2083] Forecasting ZVIA... [2025-10-18T03:30:45.625002] [INFO ] [sig ] Generating forecast for: ZVIA [2025-10-18T03:30:45.625046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-10-18T03:30:45.634901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZVIA'. [2025-10-18T03:30:45.635340] [INFO ] [FORECASTER] Starting predict_future for ZVIA [2025-10-18T03:30:45.663379] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:45.664500] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-10-18T03:30:45.664567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:45.664638] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:45.664722] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:45.664787] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:45.684150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:45.685050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:45.685143] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:45.685179] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:45.718921] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:45.719096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:45.719138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:45.719168] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:45.722849] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=75.00%) [2025-10-18T03:30:45.723203] [INFO ] [FORECASTER] Completed predict_future for ZVIA [2025-10-18T03:30:45.723351] [INFO ] [sig ] ZVIA: Forecast for 2025-10-17: UP (sign=1.00) [2025-10-18T03:30:45.868167] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-10-20 1 -> ./output/forecasts/individual/2025-10-20/ZVIA.txt [2025-10-18T03:30:45.868630] [INFO ] [sig ] [2082/2083] Completed ZVIA in 0.2s | 4.16 sym/s | Total: 8.4m | ETA: 0.2s [2025-10-18T03:30:45.868707] [INFO ] [sig ] [2083/2083] Forecasting ZWS... [2025-10-18T03:30:45.868748] [INFO ] [sig ] Generating forecast for: ZWS [2025-10-18T03:30:45.868781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-10-18T03:30:45.877886] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZWS'. [2025-10-18T03:30:45.878184] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-10-18T03:30:45.903232] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-10-18T03:30:45.904029] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-10-18T03:30:45.904084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-10-18T03:30:45.904118] [DEBUG] [FORECASTER] Starting train method [2025-10-18T03:30:45.904147] [DEBUG] [FORECASTER] Extracting feature columns [2025-10-18T03:30:45.904203] [DEBUG] [FORECASTER] Creating target_sign column [2025-10-18T03:30:45.921554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-10-18T03:30:45.922122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-10-18T03:30:45.922201] [DEBUG] [FORECASTER] XGBClassifier created [2025-10-18T03:30:45.922235] [DEBUG] [FORECASTER] Starting model.fit [2025-10-18T03:30:45.952854] [DEBUG] [FORECASTER] Completed model.fit [2025-10-18T03:30:45.952957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-10-18T03:30:45.952992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-10-18T03:30:45.953020] [INFO ] [FORECASTER] Training complete [2025-10-18T03:30:45.956385] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=6.43%) [2025-10-18T03:30:45.956640] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-10-18T03:30:45.956797] [INFO ] [sig ] ZWS: Forecast for 2025-10-17: DOWN (sign=0.00) [2025-10-18T03:30:46.094249] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-10-20 0 -> ./output/forecasts/individual/2025-10-20/ZWS.txt [2025-10-18T03:30:46.094443] [INFO ] [sig ] [2083/2083] Completed ZWS in 0.2s | 4.16 sym/s | Total: 8.4m | ETA: 0.0s [2025-10-18T03:30:46.094502] [INFO ] [sig ] ================================================== [2025-10-18T03:30:46.094565] [INFO ] [sig ] Forecasts complete: 2083/2083 symbols succeeded [2025-10-18T03:30:46.094622] [INFO ] [sig ] Automatically generating consolidated reports... [2025-10-18T03:30:46.094720] [INFO ] [sig ] Generating consolidated forecast reports [2025-10-18T03:30:46.094892] [INFO ] [sig ] Found 7 forecast dates to process [2025-10-18T03:30:46.094948] [INFO ] [sig ] [1/7] Processing report for 2025-10-10... [2025-10-18T03:30:46.095010] [INFO ] [sig ] [1/7] Report for 2025-10-10 already exists, skipping... [2025-10-18T03:30:46.095067] [INFO ] [sig ] [2/7] Processing report for 2025-10-13... [2025-10-18T03:30:46.095107] [INFO ] [sig ] [2/7] Report for 2025-10-13 already exists, skipping... [2025-10-18T03:30:46.095136] [INFO ] [sig ] [3/7] Processing report for 2025-10-14... [2025-10-18T03:30:46.095170] [INFO ] [sig ] [3/7] Report for 2025-10-14 already exists, skipping... [2025-10-18T03:30:46.095197] [INFO ] [sig ] [4/7] Processing report for 2025-10-15... [2025-10-18T03:30:46.095230] [INFO ] [sig ] [4/7] Report for 2025-10-15 already exists, skipping... [2025-10-18T03:30:46.095258] [INFO ] [sig ] [5/7] Processing report for 2025-10-16... [2025-10-18T03:30:46.095290] [INFO ] [sig ] [5/7] Report for 2025-10-16 already exists, skipping... [2025-10-18T03:30:46.095318] [INFO ] [sig ] [6/7] Processing report for 2025-10-17... [2025-10-18T03:30:46.095351] [INFO ] [sig ] [6/7] Report for 2025-10-17 already exists, skipping... [2025-10-18T03:30:46.095377] [INFO ] [sig ] [7/7] Processing report for 2025-10-20... [2025-10-18T03:30:46.168694] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-10-18T03:30:46.169088] [DEBUG] [LOCAL ] Loaded configuration for TNET: 0 features, 60.0% accuracy [2025-10-18T03:30:46.169224] [DEBUG] [LOCAL ] Loaded configuration for RMD: 4 features, 90.0% accuracy [2025-10-18T03:30:46.169569] [DEBUG] [LOCAL ] Loaded configuration for CON: 2 features, 60.0% accuracy [2025-10-18T03:30:46.170030] [DEBUG] [LOCAL ] Loaded configuration for LXFR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.170406] [DEBUG] [LOCAL ] Loaded configuration for PFL: 2 features, 70.0% accuracy [2025-10-18T03:30:46.170521] [DEBUG] [LOCAL ] Loaded configuration for PNW: 0 features, 60.0% accuracy [2025-10-18T03:30:46.170872] [DEBUG] [LOCAL ] Loaded configuration for ABEV: 2 features, 70.0% accuracy [2025-10-18T03:30:46.171179] [DEBUG] [LOCAL ] Loaded configuration for FHI: 4 features, 60.0% accuracy [2025-10-18T03:30:46.171288] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 60.0% accuracy [2025-10-18T03:30:46.171635] [DEBUG] [LOCAL ] Loaded configuration for WK: 1 features, 70.0% accuracy [2025-10-18T03:30:46.172009] [DEBUG] [LOCAL ] Loaded configuration for FIX: 0 features, 70.0% accuracy [2025-10-18T03:30:46.172316] [DEBUG] [LOCAL ] Loaded configuration for FNF: 1 features, 80.0% accuracy [2025-10-18T03:30:46.172688] [DEBUG] [LOCAL ] Loaded configuration for BXC: 3 features, 70.0% accuracy [2025-10-18T03:30:46.173097] [DEBUG] [LOCAL ] Loaded configuration for MGRB: 2 features, 50.0% accuracy [2025-10-18T03:30:46.173391] [DEBUG] [LOCAL ] Loaded configuration for CEE: 2 features, 90.0% accuracy [2025-10-18T03:30:46.173479] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.173791] [DEBUG] [LOCAL ] Loaded configuration for RGT: 2 features, 80.0% accuracy [2025-10-18T03:30:46.174144] [DEBUG] [LOCAL ] Loaded configuration for LBRT: 3 features, 80.0% accuracy [2025-10-18T03:30:46.174479] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 60.0% accuracy [2025-10-18T03:30:46.174782] [DEBUG] [LOCAL ] Loaded configuration for IOT: 4 features, 80.0% accuracy [2025-10-18T03:30:46.175176] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-10-18T03:30:46.175479] [DEBUG] [LOCAL ] Loaded configuration for MIR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.175836] [DEBUG] [LOCAL ] Loaded configuration for IX: 3 features, 80.0% accuracy [2025-10-18T03:30:46.176135] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 5 features, 90.0% accuracy [2025-10-18T03:30:46.176515] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 3 features, 70.0% accuracy [2025-10-18T03:30:46.176848] [DEBUG] [LOCAL ] Loaded configuration for QVCD: 3 features, 90.0% accuracy [2025-10-18T03:30:46.177149] [DEBUG] [LOCAL ] Loaded configuration for TV: 2 features, 80.0% accuracy [2025-10-18T03:30:46.177518] [DEBUG] [LOCAL ] Loaded configuration for LEG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.178446] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.178732] [DEBUG] [LOCAL ] Loaded configuration for J: 2 features, 80.0% accuracy [2025-10-18T03:30:46.178821] [DEBUG] [LOCAL ] Loaded configuration for RPM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.179135] [DEBUG] [LOCAL ] Loaded configuration for DLR: 4 features, 100.0% accuracy [2025-10-18T03:30:46.179433] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.179733] [DEBUG] [LOCAL ] Loaded configuration for WOW: 3 features, 90.0% accuracy [2025-10-18T03:30:46.180155] [DEBUG] [LOCAL ] Loaded configuration for GHLD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.180488] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 90.0% accuracy [2025-10-18T03:30:46.180777] [DEBUG] [LOCAL ] Loaded configuration for NXG: 1 features, 90.0% accuracy [2025-10-18T03:30:46.181128] [DEBUG] [LOCAL ] Loaded configuration for FLS: 4 features, 70.0% accuracy [2025-10-18T03:30:46.181429] [DEBUG] [LOCAL ] Loaded configuration for HCI: 3 features, 80.0% accuracy [2025-10-18T03:30:46.181534] [DEBUG] [LOCAL ] Loaded configuration for RY: 0 features, 80.0% accuracy [2025-10-18T03:30:46.181822] [DEBUG] [LOCAL ] Loaded configuration for MVT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.182171] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 5 features, 90.0% accuracy [2025-10-18T03:30:46.182466] [DEBUG] [LOCAL ] Loaded configuration for LPL: 4 features, 80.0% accuracy [2025-10-18T03:30:46.182791] [DEBUG] [LOCAL ] Loaded configuration for BABA: 3 features, 90.0% accuracy [2025-10-18T03:30:46.183115] [DEBUG] [LOCAL ] Loaded configuration for VIST: 1 features, 90.0% accuracy [2025-10-18T03:30:46.183229] [DEBUG] [LOCAL ] Loaded configuration for PSA: 4 features, 80.0% accuracy [2025-10-18T03:30:46.183611] [DEBUG] [LOCAL ] Loaded configuration for UVV: 3 features, 70.0% accuracy [2025-10-18T03:30:46.184047] [DEBUG] [LOCAL ] Loaded configuration for SCL: 3 features, 50.0% accuracy [2025-10-18T03:30:46.184167] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.184270] [DEBUG] [LOCAL ] Loaded configuration for PFLT: 1 features, 80.0% accuracy [2025-10-18T03:30:46.184379] [DEBUG] [LOCAL ] Loaded configuration for PVH: 2 features, 60.0% accuracy [2025-10-18T03:30:46.184739] [DEBUG] [LOCAL ] Loaded configuration for ACRE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.184826] [DEBUG] [LOCAL ] Loaded configuration for CLX: 1 features, 90.0% accuracy [2025-10-18T03:30:46.185115] [DEBUG] [LOCAL ] Loaded configuration for GL: 4 features, 80.0% accuracy [2025-10-18T03:30:46.185408] [DEBUG] [LOCAL ] Loaded configuration for NQP: 2 features, 80.0% accuracy [2025-10-18T03:30:46.185754] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 2 features, 80.0% accuracy [2025-10-18T03:30:46.185903] [DEBUG] [LOCAL ] Loaded configuration for NRK: 3 features, 80.0% accuracy [2025-10-18T03:30:46.186308] [DEBUG] [LOCAL ] Loaded configuration for KMPR: 1 features, 60.0% accuracy [2025-10-18T03:30:46.186428] [DEBUG] [LOCAL ] Loaded configuration for POST: 2 features, 80.0% accuracy [2025-10-18T03:30:46.186505] [DEBUG] [LOCAL ] Loaded configuration for PRG: 2 features, 80.0% accuracy [2025-10-18T03:30:46.186874] [DEBUG] [LOCAL ] Loaded configuration for GMED: 4 features, 60.0% accuracy [2025-10-18T03:30:46.187249] [DEBUG] [LOCAL ] Loaded configuration for IGA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.187354] [DEBUG] [LOCAL ] Loaded configuration for BRX: 0 features, 70.0% accuracy [2025-10-18T03:30:46.187458] [DEBUG] [LOCAL ] Loaded configuration for RXO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.187891] [DEBUG] [LOCAL ] Loaded configuration for SHW: 3 features, 80.0% accuracy [2025-10-18T03:30:46.188428] [DEBUG] [LOCAL ] Loaded configuration for AZO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.188534] [DEBUG] [LOCAL ] Loaded configuration for NSA: 3 features, 50.0% accuracy [2025-10-18T03:30:46.188887] [DEBUG] [LOCAL ] Loaded configuration for AVTR: 2 features, 60.0% accuracy [2025-10-18T03:30:46.189276] [DEBUG] [LOCAL ] Loaded configuration for AMX: 2 features, 60.0% accuracy [2025-10-18T03:30:46.189363] [DEBUG] [LOCAL ] Loaded configuration for PAC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.189752] [DEBUG] [LOCAL ] Loaded configuration for ACV: 2 features, 70.0% accuracy [2025-10-18T03:30:46.190095] [DEBUG] [LOCAL ] Loaded configuration for CMA: 1 features, 70.0% accuracy [2025-10-18T03:30:46.190575] [DEBUG] [LOCAL ] Loaded configuration for CARS: 2 features, 50.0% accuracy [2025-10-18T03:30:46.191014] [DEBUG] [LOCAL ] Loaded configuration for AQNB: 3 features, 60.0% accuracy [2025-10-18T03:30:46.191347] [DEBUG] [LOCAL ] Loaded configuration for EPC: 3 features, 80.0% accuracy [2025-10-18T03:30:46.191669] [DEBUG] [LOCAL ] Loaded configuration for CATO: 0 features, 70.0% accuracy [2025-10-18T03:30:46.192009] [DEBUG] [LOCAL ] Loaded configuration for CWH: 3 features, 70.0% accuracy [2025-10-18T03:30:46.192340] [DEBUG] [LOCAL ] Loaded configuration for MFSG: 1 features, 90.0% accuracy [2025-10-18T03:30:46.192459] [DEBUG] [LOCAL ] Loaded configuration for PCN: 0 features, 60.0% accuracy [2025-10-18T03:30:46.192732] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 1 features, 90.0% accuracy [2025-10-18T03:30:46.192844] [DEBUG] [LOCAL ] Loaded configuration for NXRT: 0 features, 70.0% accuracy [2025-10-18T03:30:46.193180] [DEBUG] [LOCAL ] Loaded configuration for SXC: 6 features, 80.0% accuracy [2025-10-18T03:30:46.193523] [DEBUG] [LOCAL ] Loaded configuration for HGER: 3 features, 50.0% accuracy [2025-10-18T03:30:46.193848] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 90.0% accuracy [2025-10-18T03:30:46.194142] [DEBUG] [LOCAL ] Loaded configuration for KNF: 4 features, 70.0% accuracy [2025-10-18T03:30:46.194523] [DEBUG] [LOCAL ] Loaded configuration for YMM: 3 features, 90.0% accuracy [2025-10-18T03:30:46.194610] [DEBUG] [LOCAL ] Loaded configuration for RDDT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.194919] [DEBUG] [LOCAL ] Loaded configuration for RLX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.195032] [DEBUG] [LOCAL ] Loaded configuration for OBK: 3 features, 80.0% accuracy [2025-10-18T03:30:46.195323] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 1 features, 80.0% accuracy [2025-10-18T03:30:46.195721] [DEBUG] [LOCAL ] Loaded configuration for PHK: 2 features, 60.0% accuracy [2025-10-18T03:30:46.196018] [DEBUG] [LOCAL ] Loaded configuration for BHC: 2 features, 90.0% accuracy [2025-10-18T03:30:46.196348] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 60.0% accuracy [2025-10-18T03:30:46.196718] [DEBUG] [LOCAL ] Loaded configuration for BKN: 0 features, 70.0% accuracy [2025-10-18T03:30:46.197046] [DEBUG] [LOCAL ] Loaded configuration for ELF: 1 features, 90.0% accuracy [2025-10-18T03:30:46.197332] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 2 features, 60.0% accuracy [2025-10-18T03:30:46.197691] [DEBUG] [LOCAL ] Loaded configuration for STEL: 4 features, 60.0% accuracy [2025-10-18T03:30:46.197996] [DEBUG] [LOCAL ] Loaded configuration for TOL: 3 features, 90.0% accuracy [2025-10-18T03:30:46.198320] [DEBUG] [LOCAL ] Loaded configuration for SILA: 2 features, 60.0% accuracy [2025-10-18T03:30:46.198693] [DEBUG] [LOCAL ] Loaded configuration for RERE: 2 features, 60.0% accuracy [2025-10-18T03:30:46.199020] [DEBUG] [LOCAL ] Loaded configuration for KIM: 0 features, 90.0% accuracy [2025-10-18T03:30:46.199344] [DEBUG] [LOCAL ] Loaded configuration for TSN: 2 features, 50.0% accuracy [2025-10-18T03:30:46.199617] [DEBUG] [LOCAL ] Loaded configuration for HYT: 4 features, 90.0% accuracy [2025-10-18T03:30:46.200096] [DEBUG] [LOCAL ] Loaded configuration for BIT: 2 features, 90.0% accuracy [2025-10-18T03:30:46.200425] [DEBUG] [LOCAL ] Loaded configuration for YEXT: 3 features, 80.0% accuracy [2025-10-18T03:30:46.200814] [DEBUG] [LOCAL ] Loaded configuration for VHI: 4 features, 60.0% accuracy [2025-10-18T03:30:46.201093] [DEBUG] [LOCAL ] Loaded configuration for FTV: 0 features, 70.0% accuracy [2025-10-18T03:30:46.201422] [DEBUG] [LOCAL ] Loaded configuration for ZTR: 3 features, 90.0% accuracy [2025-10-18T03:30:46.201721] [DEBUG] [LOCAL ] Loaded configuration for VATE: 0 features, 80.0% accuracy [2025-10-18T03:30:46.202001] [DEBUG] [LOCAL ] Loaded configuration for AHT: 2 features, 80.0% accuracy [2025-10-18T03:30:46.202283] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 5 features, 70.0% accuracy [2025-10-18T03:30:46.202635] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 1 features, 80.0% accuracy [2025-10-18T03:30:46.202963] [DEBUG] [LOCAL ] Loaded configuration for IP: 3 features, 50.0% accuracy [2025-10-18T03:30:46.203288] [DEBUG] [LOCAL ] Loaded configuration for BGT: 0 features, 60.0% accuracy [2025-10-18T03:30:46.203558] [DEBUG] [LOCAL ] Loaded configuration for EIC: 0 features, 80.0% accuracy [2025-10-18T03:30:46.203855] [DEBUG] [LOCAL ] Loaded configuration for CB: 1 features, 100.0% accuracy [2025-10-18T03:30:46.204145] [DEBUG] [LOCAL ] Loaded configuration for PDT: 4 features, 90.0% accuracy [2025-10-18T03:30:46.204433] [DEBUG] [LOCAL ] Loaded configuration for IEX: 0 features, 70.0% accuracy [2025-10-18T03:30:46.204713] [DEBUG] [LOCAL ] Loaded configuration for AXL: 1 features, 70.0% accuracy [2025-10-18T03:30:46.205019] [DEBUG] [LOCAL ] Loaded configuration for UBS: 1 features, 60.0% accuracy [2025-10-18T03:30:46.205108] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 3 features, 80.0% accuracy [2025-10-18T03:30:46.205358] [DEBUG] [LOCAL ] Loaded configuration for HRL: 1 features, 70.0% accuracy [2025-10-18T03:30:46.205671] [DEBUG] [LOCAL ] Loaded configuration for BSX: 4 features, 60.0% accuracy [2025-10-18T03:30:46.206014] [DEBUG] [LOCAL ] Loaded configuration for CCK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.206335] [DEBUG] [LOCAL ] Loaded configuration for NXDT: 2 features, 90.0% accuracy [2025-10-18T03:30:46.206623] [DEBUG] [LOCAL ] Loaded configuration for LION: 0 features, 70.0% accuracy [2025-10-18T03:30:46.206950] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 0 features, 50.0% accuracy [2025-10-18T03:30:46.207249] [DEBUG] [LOCAL ] Loaded configuration for TISI: 1 features, 40.0% accuracy [2025-10-18T03:30:46.207574] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 4 features, 90.0% accuracy [2025-10-18T03:30:46.207926] [DEBUG] [LOCAL ] Loaded configuration for JHS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.208211] [DEBUG] [LOCAL ] Loaded configuration for NXE: 1 features, 60.0% accuracy [2025-10-18T03:30:46.208495] [DEBUG] [LOCAL ] Loaded configuration for XPEV: 2 features, 80.0% accuracy [2025-10-18T03:30:46.208779] [DEBUG] [LOCAL ] Loaded configuration for BLW: 4 features, 80.0% accuracy [2025-10-18T03:30:46.208884] [DEBUG] [LOCAL ] Loaded configuration for DX: 1 features, 50.0% accuracy [2025-10-18T03:30:46.208996] [DEBUG] [LOCAL ] Loaded configuration for CION: 6 features, 70.0% accuracy [2025-10-18T03:30:46.209290] [DEBUG] [LOCAL ] Loaded configuration for IHG: 1 features, 80.0% accuracy [2025-10-18T03:30:46.209574] [DEBUG] [LOCAL ] Loaded configuration for TNK: 1 features, 70.0% accuracy [2025-10-18T03:30:46.209939] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 60.0% accuracy [2025-10-18T03:30:46.210225] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 90.0% accuracy [2025-10-18T03:30:46.210546] [DEBUG] [LOCAL ] Loaded configuration for UDR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.210691] [DEBUG] [LOCAL ] Loaded configuration for PBR: 3 features, 100.0% accuracy [2025-10-18T03:30:46.211017] [DEBUG] [LOCAL ] Loaded configuration for LYG: 3 features, 90.0% accuracy [2025-10-18T03:30:46.211289] [DEBUG] [LOCAL ] Loaded configuration for DG: 2 features, 50.0% accuracy [2025-10-18T03:30:46.211689] [DEBUG] [LOCAL ] Loaded configuration for SOR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.212026] [DEBUG] [LOCAL ] Loaded configuration for KOS: 0 features, 80.0% accuracy [2025-10-18T03:30:46.212356] [DEBUG] [LOCAL ] Loaded configuration for ARR: 0 features, 60.0% accuracy [2025-10-18T03:30:46.212442] [DEBUG] [LOCAL ] Loaded configuration for NATL: 1 features, 60.0% accuracy [2025-10-18T03:30:46.212782] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 1 features, 90.0% accuracy [2025-10-18T03:30:46.212869] [DEBUG] [LOCAL ] Loaded configuration for NMZ: 3 features, 70.0% accuracy [2025-10-18T03:30:46.213147] [DEBUG] [LOCAL ] Loaded configuration for ETX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.213505] [DEBUG] [LOCAL ] Loaded configuration for LZB: 3 features, 90.0% accuracy [2025-10-18T03:30:46.213858] [DEBUG] [LOCAL ] Loaded configuration for IDE: 0 features, 90.0% accuracy [2025-10-18T03:30:46.214840] [DEBUG] [LOCAL ] Loaded configuration for OCFT: 2 features, 100.0% accuracy [2025-10-18T03:30:46.214951] [DEBUG] [LOCAL ] Loaded configuration for PLNT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.215276] [DEBUG] [LOCAL ] Loaded configuration for NUW: 1 features, 90.0% accuracy [2025-10-18T03:30:46.215620] [DEBUG] [LOCAL ] Loaded configuration for JBL: 2 features, 50.0% accuracy [2025-10-18T03:30:46.215945] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 80.0% accuracy [2025-10-18T03:30:46.216230] [DEBUG] [LOCAL ] Loaded configuration for CTO: 4 features, 90.0% accuracy [2025-10-18T03:30:46.216553] [DEBUG] [LOCAL ] Loaded configuration for ECC: 1 features, 80.0% accuracy [2025-10-18T03:30:46.216866] [DEBUG] [LOCAL ] Loaded configuration for BG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.217169] [DEBUG] [LOCAL ] Loaded configuration for KTF: 3 features, 80.0% accuracy [2025-10-18T03:30:46.219582] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 2 features, 60.0% accuracy [2025-10-18T03:30:46.219942] [DEBUG] [LOCAL ] Loaded configuration for CNC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.220294] [DEBUG] [LOCAL ] Loaded configuration for LZM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.220787] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 4 features, 80.0% accuracy [2025-10-18T03:30:46.221080] [DEBUG] [LOCAL ] Loaded configuration for BXMX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.221185] [DEBUG] [LOCAL ] Loaded configuration for RYI: 3 features, 80.0% accuracy [2025-10-18T03:30:46.222319] [DEBUG] [LOCAL ] Loaded configuration for HPE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.222406] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 1 features, 50.0% accuracy [2025-10-18T03:30:46.222763] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.223168] [DEBUG] [LOCAL ] Loaded configuration for CRH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.224048] [DEBUG] [LOCAL ] Loaded configuration for GHM: 1 features, 80.0% accuracy [2025-10-18T03:30:46.224390] [DEBUG] [LOCAL ] Loaded configuration for DAC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.224785] [DEBUG] [LOCAL ] Loaded configuration for AFL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.225926] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 60.0% accuracy [2025-10-18T03:30:46.226223] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 1 features, 80.0% accuracy [2025-10-18T03:30:46.226534] [DEBUG] [LOCAL ] Loaded configuration for RMT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.226952] [DEBUG] [LOCAL ] Loaded configuration for BJ: 1 features, 60.0% accuracy [2025-10-18T03:30:46.227726] [DEBUG] [LOCAL ] Loaded configuration for BARK: 2 features, 70.0% accuracy [2025-10-18T03:30:46.228297] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 4 features, 90.0% accuracy [2025-10-18T03:30:46.228627] [DEBUG] [LOCAL ] Loaded configuration for CNK: 2 features, 90.0% accuracy [2025-10-18T03:30:46.229003] [DEBUG] [LOCAL ] Loaded configuration for STEM: 4 features, 80.0% accuracy [2025-10-18T03:30:46.229379] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 1 features, 50.0% accuracy [2025-10-18T03:30:46.229699] [DEBUG] [LOCAL ] Loaded configuration for HLF: 2 features, 70.0% accuracy [2025-10-18T03:30:46.230037] [DEBUG] [LOCAL ] Loaded configuration for VOC: 1 features, 80.0% accuracy [2025-10-18T03:30:46.230341] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 2 features, 60.0% accuracy [2025-10-18T03:30:46.230688] [DEBUG] [LOCAL ] Loaded configuration for SNV: 2 features, 50.0% accuracy [2025-10-18T03:30:46.230980] [DEBUG] [LOCAL ] Loaded configuration for XOM: 0 features, 80.0% accuracy [2025-10-18T03:30:46.231262] [DEBUG] [LOCAL ] Loaded configuration for FVRR: 2 features, 90.0% accuracy [2025-10-18T03:30:46.232299] [DEBUG] [LOCAL ] Loaded configuration for UAA: 1 features, 70.0% accuracy [2025-10-18T03:30:46.232385] [DEBUG] [LOCAL ] Loaded configuration for DCO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.232691] [DEBUG] [LOCAL ] Loaded configuration for BGS: 3 features, 80.0% accuracy [2025-10-18T03:30:46.233002] [DEBUG] [LOCAL ] Loaded configuration for LUCK: 4 features, 80.0% accuracy [2025-10-18T03:30:46.233104] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 2 features, 80.0% accuracy [2025-10-18T03:30:46.234262] [DEBUG] [LOCAL ] Loaded configuration for HUN: 2 features, 70.0% accuracy [2025-10-18T03:30:46.234384] [DEBUG] [LOCAL ] Loaded configuration for RNST: 3 features, 90.0% accuracy [2025-10-18T03:30:46.234696] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 1 features, 70.0% accuracy [2025-10-18T03:30:46.234985] [DEBUG] [LOCAL ] Loaded configuration for BE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.235120] [DEBUG] [LOCAL ] Loaded configuration for PATH: 6 features, 80.0% accuracy [2025-10-18T03:30:46.235215] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-10-18T03:30:46.235328] [DEBUG] [LOCAL ] Loaded configuration for NOC: 1 features, 40.0% accuracy [2025-10-18T03:30:46.235633] [DEBUG] [LOCAL ] Loaded configuration for GUG: 1 features, 60.0% accuracy [2025-10-18T03:30:46.235754] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 70.0% accuracy [2025-10-18T03:30:46.236080] [DEBUG] [LOCAL ] Loaded configuration for KN: 4 features, 100.0% accuracy [2025-10-18T03:30:46.236408] [DEBUG] [LOCAL ] Loaded configuration for EVC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.236710] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.237005] [DEBUG] [LOCAL ] Loaded configuration for NAT: 1 features, 80.0% accuracy [2025-10-18T03:30:46.237114] [DEBUG] [LOCAL ] Loaded configuration for ARES: 0 features, 90.0% accuracy [2025-10-18T03:30:46.237403] [DEBUG] [LOCAL ] Loaded configuration for BMY: 3 features, 100.0% accuracy [2025-10-18T03:30:46.237765] [DEBUG] [LOCAL ] Loaded configuration for BBD: 4 features, 90.0% accuracy [2025-10-18T03:30:46.238258] [DEBUG] [LOCAL ] Loaded configuration for EDN: 2 features, 90.0% accuracy [2025-10-18T03:30:46.238388] [DEBUG] [LOCAL ] Loaded configuration for NVT: 6 features, 90.0% accuracy [2025-10-18T03:30:46.238699] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.238993] [DEBUG] [LOCAL ] Loaded configuration for TS: 3 features, 70.0% accuracy [2025-10-18T03:30:46.239080] [DEBUG] [LOCAL ] Loaded configuration for ENR: 2 features, 90.0% accuracy [2025-10-18T03:30:46.239416] [DEBUG] [LOCAL ] Loaded configuration for GTES: 1 features, 70.0% accuracy [2025-10-18T03:30:46.239723] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-10-18T03:30:46.240036] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-10-18T03:30:46.240401] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 4 features, 60.0% accuracy [2025-10-18T03:30:46.240711] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 0 features, 40.0% accuracy [2025-10-18T03:30:46.240987] [DEBUG] [LOCAL ] Loaded configuration for AMR: 6 features, 90.0% accuracy [2025-10-18T03:30:46.241098] [DEBUG] [LOCAL ] Loaded configuration for PHR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.241434] [DEBUG] [LOCAL ] Loaded configuration for ALE: 1 features, 70.0% accuracy [2025-10-18T03:30:46.241763] [DEBUG] [LOCAL ] Loaded configuration for ANF: 2 features, 70.0% accuracy [2025-10-18T03:30:46.242037] [DEBUG] [LOCAL ] Loaded configuration for ICE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.242364] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-10-18T03:30:46.242468] [DEBUG] [LOCAL ] Loaded configuration for MT: 6 features, 80.0% accuracy [2025-10-18T03:30:46.242751] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 70.0% accuracy [2025-10-18T03:30:46.243072] [DEBUG] [LOCAL ] Loaded configuration for ABG: 0 features, 80.0% accuracy [2025-10-18T03:30:46.243159] [DEBUG] [LOCAL ] Loaded configuration for DRD: 3 features, 80.0% accuracy [2025-10-18T03:30:46.243483] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 3 features, 80.0% accuracy [2025-10-18T03:30:46.243878] [DEBUG] [LOCAL ] Loaded configuration for FNB: 0 features, 60.0% accuracy [2025-10-18T03:30:46.244295] [DEBUG] [LOCAL ] Loaded configuration for EFT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.244612] [DEBUG] [LOCAL ] Loaded configuration for TVC: 0 features, 70.0% accuracy [2025-10-18T03:30:46.244983] [DEBUG] [LOCAL ] Loaded configuration for WIT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.245311] [DEBUG] [LOCAL ] Loaded configuration for SEG: 3 features, 90.0% accuracy [2025-10-18T03:30:46.245679] [DEBUG] [LOCAL ] Loaded configuration for ETG: 2 features, 60.0% accuracy [2025-10-18T03:30:46.246009] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 90.0% accuracy [2025-10-18T03:30:46.246318] [DEBUG] [LOCAL ] Loaded configuration for SYY: 1 features, 80.0% accuracy [2025-10-18T03:30:46.246688] [DEBUG] [LOCAL ] Loaded configuration for HLT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.247056] [DEBUG] [LOCAL ] Loaded configuration for HESM: 3 features, 70.0% accuracy [2025-10-18T03:30:46.247399] [DEBUG] [LOCAL ] Loaded configuration for PCF: 2 features, 70.0% accuracy [2025-10-18T03:30:46.247924] [DEBUG] [LOCAL ] Loaded configuration for SOC: 0 features, 60.0% accuracy [2025-10-18T03:30:46.248260] [DEBUG] [LOCAL ] Loaded configuration for F: 6 features, 80.0% accuracy [2025-10-18T03:30:46.248581] [DEBUG] [LOCAL ] Loaded configuration for IVR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.248941] [DEBUG] [LOCAL ] Loaded configuration for ASBA: 2 features, 100.0% accuracy [2025-10-18T03:30:46.249265] [DEBUG] [LOCAL ] Loaded configuration for THG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.249588] [DEBUG] [LOCAL ] Loaded configuration for BTI: 4 features, 90.0% accuracy [2025-10-18T03:30:46.249930] [DEBUG] [LOCAL ] Loaded configuration for DTM: 0 features, 50.0% accuracy [2025-10-18T03:30:46.250295] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.250613] [DEBUG] [LOCAL ] Loaded configuration for GHG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.251002] [DEBUG] [LOCAL ] Loaded configuration for SCS: 4 features, 60.0% accuracy [2025-10-18T03:30:46.251330] [DEBUG] [LOCAL ] Loaded configuration for IIM: 3 features, 70.0% accuracy [2025-10-18T03:30:46.251435] [DEBUG] [LOCAL ] Loaded configuration for AEFC: 2 features, 60.0% accuracy [2025-10-18T03:30:46.251807] [DEBUG] [LOCAL ] Loaded configuration for SEM: 1 features, 70.0% accuracy [2025-10-18T03:30:46.252117] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.253070] [DEBUG] [LOCAL ] Loaded configuration for VSH: 2 features, 70.0% accuracy [2025-10-18T03:30:46.253431] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 2 features, 70.0% accuracy [2025-10-18T03:30:46.253799] [DEBUG] [LOCAL ] Loaded configuration for STEW: 1 features, 70.0% accuracy [2025-10-18T03:30:46.253918] [DEBUG] [LOCAL ] Loaded configuration for NVO: 1 features, 60.0% accuracy [2025-10-18T03:30:46.254221] [DEBUG] [LOCAL ] Loaded configuration for AES: 2 features, 90.0% accuracy [2025-10-18T03:30:46.254579] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 4 features, 80.0% accuracy [2025-10-18T03:30:46.254930] [DEBUG] [LOCAL ] Loaded configuration for HVT: 4 features, 60.0% accuracy [2025-10-18T03:30:46.255244] [DEBUG] [LOCAL ] Loaded configuration for IAE: 1 features, 80.0% accuracy [2025-10-18T03:30:46.255349] [DEBUG] [LOCAL ] Loaded configuration for NGG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.255436] [DEBUG] [LOCAL ] Loaded configuration for DFH: 4 features, 90.0% accuracy [2025-10-18T03:30:46.255519] [DEBUG] [LOCAL ] Loaded configuration for WPM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.255827] [DEBUG] [LOCAL ] Loaded configuration for VPG: 1 features, 70.0% accuracy [2025-10-18T03:30:46.256249] [DEBUG] [LOCAL ] Loaded configuration for CR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.256364] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.256727] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 90.0% accuracy [2025-10-18T03:30:46.256813] [DEBUG] [LOCAL ] Loaded configuration for QS: 1 features, 60.0% accuracy [2025-10-18T03:30:46.257166] [DEBUG] [LOCAL ] Loaded configuration for KR: 2 features, 90.0% accuracy [2025-10-18T03:30:46.257541] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 0 features, 60.0% accuracy [2025-10-18T03:30:46.257628] [DEBUG] [LOCAL ] Loaded configuration for MPC: 4 features, 70.0% accuracy [2025-10-18T03:30:46.258053] [DEBUG] [LOCAL ] Loaded configuration for GEF: 1 features, 60.0% accuracy [2025-10-18T03:30:46.258429] [DEBUG] [LOCAL ] Loaded configuration for CHD: 2 features, 90.0% accuracy [2025-10-18T03:30:46.258740] [DEBUG] [LOCAL ] Loaded configuration for PVL: 3 features, 90.0% accuracy [2025-10-18T03:30:46.259082] [DEBUG] [LOCAL ] Loaded configuration for PINE: 3 features, 80.0% accuracy [2025-10-18T03:30:46.259405] [DEBUG] [LOCAL ] Loaded configuration for BORR: 2 features, 90.0% accuracy [2025-10-18T03:30:46.259774] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 4 features, 90.0% accuracy [2025-10-18T03:30:46.260094] [DEBUG] [LOCAL ] Loaded configuration for FDS: 4 features, 70.0% accuracy [2025-10-18T03:30:46.260205] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.260529] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.260682] [DEBUG] [LOCAL ] Loaded configuration for NEU: 5 features, 60.0% accuracy [2025-10-18T03:30:46.261000] [DEBUG] [LOCAL ] Loaded configuration for WST: 2 features, 70.0% accuracy [2025-10-18T03:30:46.262127] [DEBUG] [LOCAL ] Loaded configuration for IGI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.262433] [DEBUG] [LOCAL ] Loaded configuration for XPER: 0 features, 60.0% accuracy [2025-10-18T03:30:46.262753] [DEBUG] [LOCAL ] Loaded configuration for TAL: 1 features, 60.0% accuracy [2025-10-18T03:30:46.263692] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.264020] [DEBUG] [LOCAL ] Loaded configuration for MNR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.264384] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 1 features, 70.0% accuracy [2025-10-18T03:30:46.264753] [DEBUG] [LOCAL ] Loaded configuration for MAGN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.265125] [DEBUG] [LOCAL ] Loaded configuration for SN: 2 features, 50.0% accuracy [2025-10-18T03:30:46.265486] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.265610] [DEBUG] [LOCAL ] Loaded configuration for NTR: 4 features, 90.0% accuracy [2025-10-18T03:30:46.265971] [DEBUG] [LOCAL ] Loaded configuration for FND: 1 features, 80.0% accuracy [2025-10-18T03:30:46.266325] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 80.0% accuracy [2025-10-18T03:30:46.266619] [DEBUG] [LOCAL ] Loaded configuration for GRX: 3 features, 70.0% accuracy [2025-10-18T03:30:46.266962] [DEBUG] [LOCAL ] Loaded configuration for EIG: 3 features, 90.0% accuracy [2025-10-18T03:30:46.267275] [DEBUG] [LOCAL ] Loaded configuration for HCA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.267607] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 6 features, 80.0% accuracy [2025-10-18T03:30:46.269122] [DEBUG] [LOCAL ] Loaded configuration for TEF: 3 features, 90.0% accuracy [2025-10-18T03:30:46.269701] [DEBUG] [LOCAL ] Loaded configuration for CI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.270040] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.270442] [DEBUG] [LOCAL ] Loaded configuration for KIO: 3 features, 90.0% accuracy [2025-10-18T03:30:46.270567] [DEBUG] [LOCAL ] Loaded configuration for PNC: 2 features, 90.0% accuracy [2025-10-18T03:30:46.270927] [DEBUG] [LOCAL ] Loaded configuration for AEG: 1 features, 60.0% accuracy [2025-10-18T03:30:46.271289] [DEBUG] [LOCAL ] Loaded configuration for BTCM: 3 features, 70.0% accuracy [2025-10-18T03:30:46.271635] [DEBUG] [LOCAL ] Loaded configuration for SAND: 1 features, 70.0% accuracy [2025-10-18T03:30:46.272024] [DEBUG] [LOCAL ] Loaded configuration for CAAP: 0 features, 50.0% accuracy [2025-10-18T03:30:46.272425] [DEBUG] [LOCAL ] Loaded configuration for JPC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.272774] [DEBUG] [LOCAL ] Loaded configuration for FSS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.273183] [DEBUG] [LOCAL ] Loaded configuration for GAP: 1 features, 80.0% accuracy [2025-10-18T03:30:46.273526] [DEBUG] [LOCAL ] Loaded configuration for SHO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.273880] [DEBUG] [LOCAL ] Loaded configuration for TFX: 2 features, 90.0% accuracy [2025-10-18T03:30:46.274205] [DEBUG] [LOCAL ] Loaded configuration for HI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.274521] [DEBUG] [LOCAL ] Loaded configuration for MXF: 3 features, 80.0% accuracy [2025-10-18T03:30:46.274847] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 3 features, 90.0% accuracy [2025-10-18T03:30:46.275266] [DEBUG] [LOCAL ] Loaded configuration for FMX: 6 features, 80.0% accuracy [2025-10-18T03:30:46.275690] [DEBUG] [LOCAL ] Loaded configuration for BFH: 4 features, 70.0% accuracy [2025-10-18T03:30:46.275792] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 0 features, 70.0% accuracy [2025-10-18T03:30:46.276126] [DEBUG] [LOCAL ] Loaded configuration for ECO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.276443] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 6 features, 90.0% accuracy [2025-10-18T03:30:46.276790] [DEBUG] [LOCAL ] Loaded configuration for MKC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.277813] [DEBUG] [LOCAL ] Loaded configuration for PPT: 5 features, 100.0% accuracy [2025-10-18T03:30:46.278222] [DEBUG] [LOCAL ] Loaded configuration for SJT: 2 features, 90.0% accuracy [2025-10-18T03:30:46.278600] [DEBUG] [LOCAL ] Loaded configuration for LYB: 3 features, 90.0% accuracy [2025-10-18T03:30:46.278990] [DEBUG] [LOCAL ] Loaded configuration for AN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.279311] [DEBUG] [LOCAL ] Loaded configuration for FT: 4 features, 70.0% accuracy [2025-10-18T03:30:46.279696] [DEBUG] [LOCAL ] Loaded configuration for THR: 4 features, 90.0% accuracy [2025-10-18T03:30:46.280085] [DEBUG] [LOCAL ] Loaded configuration for TFII: 1 features, 70.0% accuracy [2025-10-18T03:30:46.280246] [DEBUG] [LOCAL ] Loaded configuration for OFG: 5 features, 80.0% accuracy [2025-10-18T03:30:46.280362] [DEBUG] [LOCAL ] Loaded configuration for AXR: 3 features, 70.0% accuracy [2025-10-18T03:30:46.280696] [DEBUG] [LOCAL ] Loaded configuration for WHR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.281012] [DEBUG] [LOCAL ] Loaded configuration for CYH: 1 features, 60.0% accuracy [2025-10-18T03:30:46.281374] [DEBUG] [LOCAL ] Loaded configuration for AAP: 6 features, 100.0% accuracy [2025-10-18T03:30:46.281697] [DEBUG] [LOCAL ] Loaded configuration for LRN: 1 features, 90.0% accuracy [2025-10-18T03:30:46.282027] [DEBUG] [LOCAL ] Loaded configuration for WNC: 0 features, 80.0% accuracy [2025-10-18T03:30:46.282342] [DEBUG] [LOCAL ] Loaded configuration for HNI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.282763] [DEBUG] [LOCAL ] Loaded configuration for LHX: 4 features, 90.0% accuracy [2025-10-18T03:30:46.283172] [DEBUG] [LOCAL ] Loaded configuration for AM: 2 features, 80.0% accuracy [2025-10-18T03:30:46.283555] [DEBUG] [LOCAL ] Loaded configuration for JGH: 2 features, 70.0% accuracy [2025-10-18T03:30:46.283987] [DEBUG] [LOCAL ] Loaded configuration for SCCO: 1 features, 100.0% accuracy [2025-10-18T03:30:46.284400] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.284724] [DEBUG] [LOCAL ] Loaded configuration for MQT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.285035] [DEBUG] [LOCAL ] Loaded configuration for YALA: 1 features, 80.0% accuracy [2025-10-18T03:30:46.285422] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 80.0% accuracy [2025-10-18T03:30:46.285772] [DEBUG] [LOCAL ] Loaded configuration for COR: 2 features, 50.0% accuracy [2025-10-18T03:30:46.285899] [DEBUG] [LOCAL ] Loaded configuration for NOA: 2 features, 60.0% accuracy [2025-10-18T03:30:46.286324] [DEBUG] [LOCAL ] Loaded configuration for AFGE: 1 features, 90.0% accuracy [2025-10-18T03:30:46.286703] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 3 features, 80.0% accuracy [2025-10-18T03:30:46.287089] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 70.0% accuracy [2025-10-18T03:30:46.287428] [DEBUG] [LOCAL ] Loaded configuration for IBTA: 5 features, 70.0% accuracy [2025-10-18T03:30:46.287818] [DEBUG] [LOCAL ] Loaded configuration for ALB: 5 features, 70.0% accuracy [2025-10-18T03:30:46.287913] [DEBUG] [LOCAL ] Loaded configuration for REVG: 5 features, 90.0% accuracy [2025-10-18T03:30:46.288258] [DEBUG] [LOCAL ] Loaded configuration for TEX: 2 features, 60.0% accuracy [2025-10-18T03:30:46.288387] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 1 features, 80.0% accuracy [2025-10-18T03:30:46.288727] [DEBUG] [LOCAL ] Loaded configuration for IGR: 3 features, 90.0% accuracy [2025-10-18T03:30:46.288843] [DEBUG] [LOCAL ] Loaded configuration for ASG: 4 features, 80.0% accuracy [2025-10-18T03:30:46.289186] [DEBUG] [LOCAL ] Loaded configuration for BB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.289611] [DEBUG] [LOCAL ] Loaded configuration for CXT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.289811] [DEBUG] [LOCAL ] Loaded configuration for RRC: 3 features, 100.0% accuracy [2025-10-18T03:30:46.290203] [DEBUG] [LOCAL ] Loaded configuration for SPOT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.290675] [DEBUG] [LOCAL ] Loaded configuration for DSX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.291078] [DEBUG] [LOCAL ] Loaded configuration for EBR: 0 features, 70.0% accuracy [2025-10-18T03:30:46.291450] [DEBUG] [LOCAL ] Loaded configuration for BCS: 3 features, 90.0% accuracy [2025-10-18T03:30:46.291817] [DEBUG] [LOCAL ] Loaded configuration for EVT: 2 features, 60.0% accuracy [2025-10-18T03:30:46.292243] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 5 features, 90.0% accuracy [2025-10-18T03:30:46.292361] [DEBUG] [LOCAL ] Loaded configuration for MTX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.292697] [DEBUG] [LOCAL ] Loaded configuration for CWK: 1 features, 70.0% accuracy [2025-10-18T03:30:46.293073] [DEBUG] [LOCAL ] Loaded configuration for FSK: 2 features, 90.0% accuracy [2025-10-18T03:30:46.293451] [DEBUG] [LOCAL ] Loaded configuration for PNI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.293586] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 1 features, 80.0% accuracy [2025-10-18T03:30:46.293953] [DEBUG] [LOCAL ] Loaded configuration for SMC: 3 features, 80.0% accuracy [2025-10-18T03:30:46.294337] [DEBUG] [LOCAL ] Loaded configuration for FBK: 4 features, 70.0% accuracy [2025-10-18T03:30:46.294698] [DEBUG] [LOCAL ] Loaded configuration for FOUR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.294835] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 50.0% accuracy [2025-10-18T03:30:46.295178] [DEBUG] [LOCAL ] Loaded configuration for BKV: 0 features, 80.0% accuracy [2025-10-18T03:30:46.295317] [DEBUG] [LOCAL ] Loaded configuration for RBA: 2 features, 80.0% accuracy [2025-10-18T03:30:46.295430] [DEBUG] [LOCAL ] Loaded configuration for RH: 3 features, 80.0% accuracy [2025-10-18T03:30:46.295831] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-10-18T03:30:46.296389] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 4 features, 80.0% accuracy [2025-10-18T03:30:46.297096] [DEBUG] [LOCAL ] Loaded configuration for WLK: 4 features, 100.0% accuracy [2025-10-18T03:30:46.297429] [DEBUG] [LOCAL ] Loaded configuration for TNL: 1 features, 90.0% accuracy [2025-10-18T03:30:46.297527] [DEBUG] [LOCAL ] Loaded configuration for MPLX: 0 features, 50.0% accuracy [2025-10-18T03:30:46.297712] [DEBUG] [LOCAL ] Loaded configuration for PBA: 1 features, 50.0% accuracy [2025-10-18T03:30:46.298379] [DEBUG] [LOCAL ] Loaded configuration for EVN: 1 features, 60.0% accuracy [2025-10-18T03:30:46.298799] [DEBUG] [LOCAL ] Loaded configuration for DDS: 6 features, 80.0% accuracy [2025-10-18T03:30:46.299148] [DEBUG] [LOCAL ] Loaded configuration for KD: 6 features, 80.0% accuracy [2025-10-18T03:30:46.299264] [DEBUG] [LOCAL ] Loaded configuration for RHI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.299612] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 60.0% accuracy [2025-10-18T03:30:46.299980] [DEBUG] [LOCAL ] Loaded configuration for WCN: 3 features, 80.0% accuracy [2025-10-18T03:30:46.300322] [DEBUG] [LOCAL ] Loaded configuration for TSE: 4 features, 40.0% accuracy [2025-10-18T03:30:46.300685] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 90.0% accuracy [2025-10-18T03:30:46.301068] [DEBUG] [LOCAL ] Loaded configuration for AIV: 4 features, 90.0% accuracy [2025-10-18T03:30:46.301387] [DEBUG] [LOCAL ] Loaded configuration for LAD: 2 features, 70.0% accuracy [2025-10-18T03:30:46.301745] [DEBUG] [LOCAL ] Loaded configuration for CHT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.302119] [DEBUG] [LOCAL ] Loaded configuration for KMI: 1 features, 90.0% accuracy [2025-10-18T03:30:46.302251] [DEBUG] [LOCAL ] Loaded configuration for PRM: 1 features, 70.0% accuracy [2025-10-18T03:30:46.302346] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 1 features, 60.0% accuracy [2025-10-18T03:30:46.302454] [DEBUG] [LOCAL ] Loaded configuration for PARR: 1 features, 80.0% accuracy [2025-10-18T03:30:46.302859] [DEBUG] [LOCAL ] Loaded configuration for MAX: 1 features, 70.0% accuracy [2025-10-18T03:30:46.303209] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 4 features, 90.0% accuracy [2025-10-18T03:30:46.303541] [DEBUG] [LOCAL ] Loaded configuration for CDE: 1 features, 60.0% accuracy [2025-10-18T03:30:46.303872] [DEBUG] [LOCAL ] Loaded configuration for MFA: 2 features, 80.0% accuracy [2025-10-18T03:30:46.304197] [DEBUG] [LOCAL ] Loaded configuration for ENOV: 3 features, 70.0% accuracy [2025-10-18T03:30:46.304578] [DEBUG] [LOCAL ] Loaded configuration for ATI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.304945] [DEBUG] [LOCAL ] Loaded configuration for CMP: 0 features, 60.0% accuracy [2025-10-18T03:30:46.305120] [DEBUG] [LOCAL ] Loaded configuration for ONON: 6 features, 80.0% accuracy [2025-10-18T03:30:46.305510] [DEBUG] [LOCAL ] Loaded configuration for MFSV: 0 features, 80.0% accuracy [2025-10-18T03:30:46.305744] [DEBUG] [LOCAL ] Loaded configuration for NEA: 0 features, 80.0% accuracy [2025-10-18T03:30:46.306079] [DEBUG] [LOCAL ] Loaded configuration for SONY: 3 features, 80.0% accuracy [2025-10-18T03:30:46.306469] [DEBUG] [LOCAL ] Loaded configuration for MAN: 1 features, 60.0% accuracy [2025-10-18T03:30:46.306863] [DEBUG] [LOCAL ] Loaded configuration for TAC: 5 features, 60.0% accuracy [2025-10-18T03:30:46.307187] [DEBUG] [LOCAL ] Loaded configuration for MATX: 1 features, 90.0% accuracy [2025-10-18T03:30:46.307567] [DEBUG] [LOCAL ] Loaded configuration for STRV: 0 features, 60.0% accuracy [2025-10-18T03:30:46.307952] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 1 features, 90.0% accuracy [2025-10-18T03:30:46.308325] [DEBUG] [LOCAL ] Loaded configuration for BV: 3 features, 80.0% accuracy [2025-10-18T03:30:46.308684] [DEBUG] [LOCAL ] Loaded configuration for SLG: 1 features, 90.0% accuracy [2025-10-18T03:30:46.309545] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 4 features, 100.0% accuracy [2025-10-18T03:30:46.309911] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-10-18T03:30:46.310090] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 60.0% accuracy [2025-10-18T03:30:46.310204] [DEBUG] [LOCAL ] Loaded configuration for DAN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.310753] [DEBUG] [LOCAL ] Loaded configuration for USA: 3 features, 50.0% accuracy [2025-10-18T03:30:46.311129] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 1 features, 70.0% accuracy [2025-10-18T03:30:46.311510] [DEBUG] [LOCAL ] Loaded configuration for BFK: 0 features, 70.0% accuracy [2025-10-18T03:30:46.311623] [DEBUG] [LOCAL ] Loaded configuration for BBDC: 1 features, 80.0% accuracy [2025-10-18T03:30:46.312009] [DEBUG] [LOCAL ] Loaded configuration for GRC: 2 features, 60.0% accuracy [2025-10-18T03:30:46.312345] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 2 features, 60.0% accuracy [2025-10-18T03:30:46.312703] [DEBUG] [LOCAL ] Loaded configuration for MIN: 1 features, 50.0% accuracy [2025-10-18T03:30:46.313058] [DEBUG] [LOCAL ] Loaded configuration for BTA: 0 features, 80.0% accuracy [2025-10-18T03:30:46.314154] [DEBUG] [LOCAL ] Loaded configuration for IIIN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.314245] [DEBUG] [LOCAL ] Loaded configuration for AOS: 2 features, 90.0% accuracy [2025-10-18T03:30:46.314582] [DEBUG] [LOCAL ] Loaded configuration for KODK: 2 features, 60.0% accuracy [2025-10-18T03:30:46.314989] [DEBUG] [LOCAL ] Loaded configuration for GOTU: 3 features, 90.0% accuracy [2025-10-18T03:30:46.315352] [DEBUG] [LOCAL ] Loaded configuration for CMBT: 3 features, 90.0% accuracy [2025-10-18T03:30:46.315717] [DEBUG] [LOCAL ] Loaded configuration for MGRE: 2 features, 60.0% accuracy [2025-10-18T03:30:46.315857] [DEBUG] [LOCAL ] Loaded configuration for PBF: 2 features, 90.0% accuracy [2025-10-18T03:30:46.316223] [DEBUG] [LOCAL ] Loaded configuration for IIF: 2 features, 70.0% accuracy [2025-10-18T03:30:46.316562] [DEBUG] [LOCAL ] Loaded configuration for GDOT: 3 features, 80.0% accuracy [2025-10-18T03:30:46.316925] [DEBUG] [LOCAL ] Loaded configuration for BME: 1 features, 80.0% accuracy [2025-10-18T03:30:46.317056] [DEBUG] [LOCAL ] Loaded configuration for OHI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.317416] [DEBUG] [LOCAL ] Loaded configuration for BNS: 1 features, 70.0% accuracy [2025-10-18T03:30:46.317505] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 70.0% accuracy [2025-10-18T03:30:46.317845] [DEBUG] [LOCAL ] Loaded configuration for BTU: 1 features, 90.0% accuracy [2025-10-18T03:30:46.318179] [DEBUG] [LOCAL ] Loaded configuration for TPB: 2 features, 80.0% accuracy [2025-10-18T03:30:46.318501] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 6 features, 80.0% accuracy [2025-10-18T03:30:46.318631] [DEBUG] [LOCAL ] Loaded configuration for OXM: 2 features, 60.0% accuracy [2025-10-18T03:30:46.319027] [DEBUG] [LOCAL ] Loaded configuration for MBC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.319330] [DEBUG] [LOCAL ] Loaded configuration for BEPC: 2 features, 90.0% accuracy [2025-10-18T03:30:46.319420] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 1 features, 50.0% accuracy [2025-10-18T03:30:46.319520] [DEBUG] [LOCAL ] Loaded configuration for SE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.319898] [DEBUG] [LOCAL ] Loaded configuration for GWW: 5 features, 80.0% accuracy [2025-10-18T03:30:46.320232] [DEBUG] [LOCAL ] Loaded configuration for BGR: 6 features, 60.0% accuracy [2025-10-18T03:30:46.321480] [DEBUG] [LOCAL ] Loaded configuration for LTM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.321695] [DEBUG] [LOCAL ] Loaded configuration for PD: 4 features, 70.0% accuracy [2025-10-18T03:30:46.322100] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 4 features, 70.0% accuracy [2025-10-18T03:30:46.322484] [DEBUG] [LOCAL ] Loaded configuration for LPG: 2 features, 80.0% accuracy [2025-10-18T03:30:46.322574] [DEBUG] [LOCAL ] Loaded configuration for PDI: 1 features, 90.0% accuracy [2025-10-18T03:30:46.322887] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 4 features, 50.0% accuracy [2025-10-18T03:30:46.323266] [DEBUG] [LOCAL ] Loaded configuration for ADT: 1 features, 90.0% accuracy [2025-10-18T03:30:46.323583] [DEBUG] [LOCAL ] Loaded configuration for JHX: 3 features, 80.0% accuracy [2025-10-18T03:30:46.324027] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.324386] [DEBUG] [LOCAL ] Loaded configuration for COP: 5 features, 100.0% accuracy [2025-10-18T03:30:46.324767] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.325113] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.325470] [DEBUG] [LOCAL ] Loaded configuration for LANV: 2 features, 70.0% accuracy [2025-10-18T03:30:46.325581] [DEBUG] [LOCAL ] Loaded configuration for PAY: 2 features, 70.0% accuracy [2025-10-18T03:30:46.325948] [DEBUG] [LOCAL ] Loaded configuration for VMO: 2 features, 90.0% accuracy [2025-10-18T03:30:46.326300] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 4 features, 90.0% accuracy [2025-10-18T03:30:46.326731] [DEBUG] [LOCAL ] Loaded configuration for BALL: 1 features, 90.0% accuracy [2025-10-18T03:30:46.327034] [DEBUG] [LOCAL ] Loaded configuration for TRP: 3 features, 70.0% accuracy [2025-10-18T03:30:46.327383] [DEBUG] [LOCAL ] Loaded configuration for JBND: 1 features, 70.0% accuracy [2025-10-18T03:30:46.328504] [DEBUG] [LOCAL ] Loaded configuration for SF: 0 features, 70.0% accuracy [2025-10-18T03:30:46.328813] [DEBUG] [LOCAL ] Loaded configuration for SARO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.329126] [DEBUG] [LOCAL ] Loaded configuration for GPK: 0 features, 80.0% accuracy [2025-10-18T03:30:46.329462] [DEBUG] [LOCAL ] Loaded configuration for DGX: 1 features, 80.0% accuracy [2025-10-18T03:30:46.329603] [DEBUG] [LOCAL ] Loaded configuration for PM: 4 features, 70.0% accuracy [2025-10-18T03:30:46.329947] [DEBUG] [LOCAL ] Loaded configuration for VGI: 3 features, 60.0% accuracy [2025-10-18T03:30:46.330255] [DEBUG] [LOCAL ] Loaded configuration for JKS: 2 features, 90.0% accuracy [2025-10-18T03:30:46.330558] [DEBUG] [LOCAL ] Loaded configuration for GYLD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.330733] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 1 features, 80.0% accuracy [2025-10-18T03:30:46.330814] [DEBUG] [LOCAL ] Loaded configuration for CPS: 6 features, 80.0% accuracy [2025-10-18T03:30:46.331176] [DEBUG] [LOCAL ] Loaded configuration for CVS: 1 features, 100.0% accuracy [2025-10-18T03:30:46.331536] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 70.0% accuracy [2025-10-18T03:30:46.332536] [DEBUG] [LOCAL ] Loaded configuration for DAR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.332859] [DEBUG] [LOCAL ] Loaded configuration for MCY: 0 features, 70.0% accuracy [2025-10-18T03:30:46.332952] [DEBUG] [LOCAL ] Loaded configuration for JCE: 4 features, 90.0% accuracy [2025-10-18T03:30:46.333027] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.333338] [DEBUG] [LOCAL ] Loaded configuration for MDU: 1 features, 100.0% accuracy [2025-10-18T03:30:46.333709] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.334055] [DEBUG] [LOCAL ] Loaded configuration for NINE: 1 features, 50.0% accuracy [2025-10-18T03:30:46.334358] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 3 features, 60.0% accuracy [2025-10-18T03:30:46.334704] [DEBUG] [LOCAL ] Loaded configuration for ETO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.335143] [DEBUG] [LOCAL ] Loaded configuration for AXP: 0 features, 80.0% accuracy [2025-10-18T03:30:46.335305] [DEBUG] [LOCAL ] Loaded configuration for RMI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.335632] [DEBUG] [LOCAL ] Loaded configuration for JBI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.335778] [DEBUG] [LOCAL ] Loaded configuration for NAD: 3 features, 70.0% accuracy [2025-10-18T03:30:46.336117] [DEBUG] [LOCAL ] Loaded configuration for IBN: 4 features, 80.0% accuracy [2025-10-18T03:30:46.336230] [DEBUG] [LOCAL ] Loaded configuration for BCX: 4 features, 70.0% accuracy [2025-10-18T03:30:46.336324] [DEBUG] [LOCAL ] Loaded configuration for CTRI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.336629] [DEBUG] [LOCAL ] Loaded configuration for XYL: 1 features, 70.0% accuracy [2025-10-18T03:30:46.337032] [DEBUG] [LOCAL ] Loaded configuration for GGG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.337342] [DEBUG] [LOCAL ] Loaded configuration for HAFN: 5 features, 80.0% accuracy [2025-10-18T03:30:46.337671] [DEBUG] [LOCAL ] Loaded configuration for ETD: 1 features, 60.0% accuracy [2025-10-18T03:30:46.338100] [DEBUG] [LOCAL ] Loaded configuration for BGSF: 2 features, 70.0% accuracy [2025-10-18T03:30:46.338467] [DEBUG] [LOCAL ] Loaded configuration for KORE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.338797] [DEBUG] [LOCAL ] Loaded configuration for TEI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.339159] [DEBUG] [LOCAL ] Loaded configuration for BR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.340224] [DEBUG] [LOCAL ] Loaded configuration for LDI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.340580] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 4 features, 80.0% accuracy [2025-10-18T03:30:46.340974] [DEBUG] [LOCAL ] Loaded configuration for WEC: 4 features, 60.0% accuracy [2025-10-18T03:30:46.341095] [DEBUG] [LOCAL ] Loaded configuration for PBI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.341469] [DEBUG] [LOCAL ] Loaded configuration for STXV: 0 features, 80.0% accuracy [2025-10-18T03:30:46.341802] [DEBUG] [LOCAL ] Loaded configuration for HCC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.342166] [DEBUG] [LOCAL ] Loaded configuration for CIB: 2 features, 80.0% accuracy [2025-10-18T03:30:46.342575] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 90.0% accuracy [2025-10-18T03:30:46.342992] [DEBUG] [LOCAL ] Loaded configuration for TXT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.343353] [DEBUG] [LOCAL ] Loaded configuration for WDI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.343813] [DEBUG] [LOCAL ] Loaded configuration for AGD: 3 features, 70.0% accuracy [2025-10-18T03:30:46.344235] [DEBUG] [LOCAL ] Loaded configuration for KYN: 1 features, 80.0% accuracy [2025-10-18T03:30:46.344422] [DEBUG] [LOCAL ] Loaded configuration for RVT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.344788] [DEBUG] [LOCAL ] Loaded configuration for PRCS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.345183] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.345591] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 3 features, 90.0% accuracy [2025-10-18T03:30:46.346044] [DEBUG] [LOCAL ] Loaded configuration for FLUT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.346208] [DEBUG] [LOCAL ] Loaded configuration for RDY: 4 features, 80.0% accuracy [2025-10-18T03:30:46.346613] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 4 features, 50.0% accuracy [2025-10-18T03:30:46.347696] [DEBUG] [LOCAL ] Loaded configuration for BILL: 1 features, 70.0% accuracy [2025-10-18T03:30:46.348096] [DEBUG] [LOCAL ] Loaded configuration for THC: 2 features, 50.0% accuracy [2025-10-18T03:30:46.348230] [DEBUG] [LOCAL ] Loaded configuration for CXH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.348638] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.348795] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 0 features, 50.0% accuracy [2025-10-18T03:30:46.349810] [DEBUG] [LOCAL ] Loaded configuration for CRBD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.350001] [DEBUG] [LOCAL ] Loaded configuration for MRC: 4 features, 90.0% accuracy [2025-10-18T03:30:46.350432] [DEBUG] [LOCAL ] Loaded configuration for UHS: 2 features, 80.0% accuracy [2025-10-18T03:30:46.350789] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 3 features, 70.0% accuracy [2025-10-18T03:30:46.351337] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 1 features, 90.0% accuracy [2025-10-18T03:30:46.351434] [DEBUG] [LOCAL ] Loaded configuration for BHK: 1 features, 90.0% accuracy [2025-10-18T03:30:46.351757] [DEBUG] [LOCAL ] Loaded configuration for INVH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.352142] [DEBUG] [LOCAL ] Loaded configuration for FICO: 2 features, 50.0% accuracy [2025-10-18T03:30:46.352608] [DEBUG] [LOCAL ] Loaded configuration for GPI: 1 features, 90.0% accuracy [2025-10-18T03:30:46.352988] [DEBUG] [LOCAL ] Loaded configuration for CVLG: 3 features, 50.0% accuracy [2025-10-18T03:30:46.353336] [DEBUG] [LOCAL ] Loaded configuration for GGB: 0 features, 70.0% accuracy [2025-10-18T03:30:46.353695] [DEBUG] [LOCAL ] Loaded configuration for MDV: 3 features, 80.0% accuracy [2025-10-18T03:30:46.354053] [DEBUG] [LOCAL ] Loaded configuration for WD: 4 features, 80.0% accuracy [2025-10-18T03:30:46.354194] [DEBUG] [LOCAL ] Loaded configuration for PSX: 6 features, 90.0% accuracy [2025-10-18T03:30:46.354520] [DEBUG] [LOCAL ] Loaded configuration for IBM: 1 features, 90.0% accuracy [2025-10-18T03:30:46.354861] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.355234] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 1 features, 90.0% accuracy [2025-10-18T03:30:46.355599] [DEBUG] [LOCAL ] Loaded configuration for VLO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.356001] [DEBUG] [LOCAL ] Loaded configuration for MCB: 2 features, 90.0% accuracy [2025-10-18T03:30:46.356169] [DEBUG] [LOCAL ] Loaded configuration for MSA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.356303] [DEBUG] [LOCAL ] Loaded configuration for PFE: 1 features, 80.0% accuracy [2025-10-18T03:30:46.356612] [DEBUG] [LOCAL ] Loaded configuration for GDL: 2 features, 90.0% accuracy [2025-10-18T03:30:46.356810] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 1 features, 80.0% accuracy [2025-10-18T03:30:46.357387] [DEBUG] [LOCAL ] Loaded configuration for TXO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.357784] [DEBUG] [LOCAL ] Loaded configuration for FLG: 5 features, 80.0% accuracy [2025-10-18T03:30:46.358162] [DEBUG] [LOCAL ] Loaded configuration for MUE: 1 features, 60.0% accuracy [2025-10-18T03:30:46.358515] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 2 features, 70.0% accuracy [2025-10-18T03:30:46.358851] [DEBUG] [LOCAL ] Loaded configuration for EMD: 3 features, 90.0% accuracy [2025-10-18T03:30:46.358963] [DEBUG] [LOCAL ] Loaded configuration for NX: 0 features, 60.0% accuracy [2025-10-18T03:30:46.359350] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-10-18T03:30:46.359731] [DEBUG] [LOCAL ] Loaded configuration for ASR: 3 features, 70.0% accuracy [2025-10-18T03:30:46.360128] [DEBUG] [LOCAL ] Loaded configuration for EC: 3 features, 60.0% accuracy [2025-10-18T03:30:46.360250] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.360618] [DEBUG] [LOCAL ] Loaded configuration for SEI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.360982] [DEBUG] [LOCAL ] Loaded configuration for CXW: 6 features, 60.0% accuracy [2025-10-18T03:30:46.361078] [DEBUG] [LOCAL ] Loaded configuration for PTA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.361398] [DEBUG] [LOCAL ] Loaded configuration for STXT: 1 features, 90.0% accuracy [2025-10-18T03:30:46.361715] [DEBUG] [LOCAL ] Loaded configuration for MFAN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.362060] [DEBUG] [LOCAL ] Loaded configuration for OWLT: 1 features, 40.0% accuracy [2025-10-18T03:30:46.362155] [DEBUG] [LOCAL ] Loaded configuration for CARR: 1 features, 60.0% accuracy [2025-10-18T03:30:46.362569] [DEBUG] [LOCAL ] Loaded configuration for SQM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.362951] [DEBUG] [LOCAL ] Loaded configuration for AME: 1 features, 80.0% accuracy [2025-10-18T03:30:46.363277] [DEBUG] [LOCAL ] Loaded configuration for LADR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.363391] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 1 features, 70.0% accuracy [2025-10-18T03:30:46.363721] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 1 features, 90.0% accuracy [2025-10-18T03:30:46.364076] [DEBUG] [LOCAL ] Loaded configuration for TMO: 3 features, 90.0% accuracy [2025-10-18T03:30:46.364460] [DEBUG] [LOCAL ] Loaded configuration for DD: 2 features, 60.0% accuracy [2025-10-18T03:30:46.364795] [DEBUG] [LOCAL ] Loaded configuration for TR: 1 features, 80.0% accuracy [2025-10-18T03:30:46.365120] [DEBUG] [LOCAL ] Loaded configuration for RZC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.365449] [DEBUG] [LOCAL ] Loaded configuration for SA: 3 features, 90.0% accuracy [2025-10-18T03:30:46.365778] [DEBUG] [LOCAL ] Loaded configuration for EXPD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.366206] [DEBUG] [LOCAL ] Loaded configuration for STM: 0 features, 70.0% accuracy [2025-10-18T03:30:46.366521] [DEBUG] [LOCAL ] Loaded configuration for HASI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.366837] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.367144] [DEBUG] [LOCAL ] Loaded configuration for TLK: 4 features, 80.0% accuracy [2025-10-18T03:30:46.367457] [DEBUG] [LOCAL ] Loaded configuration for HAYW: 1 features, 80.0% accuracy [2025-10-18T03:30:46.367572] [DEBUG] [LOCAL ] Loaded configuration for KRP: 3 features, 50.0% accuracy [2025-10-18T03:30:46.368012] [DEBUG] [LOCAL ] Loaded configuration for ECL: 2 features, 70.0% accuracy [2025-10-18T03:30:46.368367] [DEBUG] [LOCAL ] Loaded configuration for KRO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.368736] [DEBUG] [LOCAL ] Loaded configuration for ET: 2 features, 90.0% accuracy [2025-10-18T03:30:46.369032] [DEBUG] [LOCAL ] Loaded configuration for MLP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.369358] [DEBUG] [LOCAL ] Loaded configuration for ASAN: 0 features, 70.0% accuracy [2025-10-18T03:30:46.369694] [DEBUG] [LOCAL ] Loaded configuration for DNOW: 3 features, 80.0% accuracy [2025-10-18T03:30:46.370057] [DEBUG] [LOCAL ] Loaded configuration for WHG: 5 features, 80.0% accuracy [2025-10-18T03:30:46.370416] [DEBUG] [LOCAL ] Loaded configuration for MD: 1 features, 60.0% accuracy [2025-10-18T03:30:46.371476] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.371813] [DEBUG] [LOCAL ] Loaded configuration for MDT: 2 features, 90.0% accuracy [2025-10-18T03:30:46.372132] [DEBUG] [LOCAL ] Loaded configuration for ASH: 0 features, 60.0% accuracy [2025-10-18T03:30:46.372463] [DEBUG] [LOCAL ] Loaded configuration for EXP: 1 features, 60.0% accuracy [2025-10-18T03:30:46.372805] [DEBUG] [LOCAL ] Loaded configuration for ONL: 3 features, 80.0% accuracy [2025-10-18T03:30:46.373904] [DEBUG] [LOCAL ] Loaded configuration for BKT: 4 features, 80.0% accuracy [2025-10-18T03:30:46.374295] [DEBUG] [LOCAL ] Loaded configuration for THLV: 3 features, 80.0% accuracy [2025-10-18T03:30:46.374696] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 4 features, 90.0% accuracy [2025-10-18T03:30:46.375056] [DEBUG] [LOCAL ] Loaded configuration for STXE: 2 features, 60.0% accuracy [2025-10-18T03:30:46.375401] [DEBUG] [LOCAL ] Loaded configuration for CM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.375514] [DEBUG] [LOCAL ] Loaded configuration for RJF: 1 features, 70.0% accuracy [2025-10-18T03:30:46.375943] [DEBUG] [LOCAL ] Loaded configuration for NNY: 2 features, 90.0% accuracy [2025-10-18T03:30:46.376090] [DEBUG] [LOCAL ] Loaded configuration for EE: 2 features, 60.0% accuracy [2025-10-18T03:30:46.376469] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 2 features, 90.0% accuracy [2025-10-18T03:30:46.376563] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.377004] [DEBUG] [LOCAL ] Loaded configuration for FF: 2 features, 80.0% accuracy [2025-10-18T03:30:46.377377] [DEBUG] [LOCAL ] Loaded configuration for FDX: 3 features, 60.0% accuracy [2025-10-18T03:30:46.377686] [DEBUG] [LOCAL ] Loaded configuration for ZKH: 1 features, 60.0% accuracy [2025-10-18T03:30:46.377855] [DEBUG] [LOCAL ] Loaded configuration for NSP: 2 features, 80.0% accuracy [2025-10-18T03:30:46.378199] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 60.0% accuracy [2025-10-18T03:30:46.378553] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.378680] [DEBUG] [LOCAL ] Loaded configuration for FHN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.379045] [DEBUG] [LOCAL ] Loaded configuration for LH: 6 features, 70.0% accuracy [2025-10-18T03:30:46.379158] [DEBUG] [LOCAL ] Loaded configuration for EVF: 0 features, 90.0% accuracy [2025-10-18T03:30:46.379250] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 1 features, 80.0% accuracy [2025-10-18T03:30:46.379685] [DEBUG] [LOCAL ] Loaded configuration for KEP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.380042] [DEBUG] [LOCAL ] Loaded configuration for BBW: 1 features, 70.0% accuracy [2025-10-18T03:30:46.380372] [DEBUG] [LOCAL ] Loaded configuration for CIF: 4 features, 90.0% accuracy [2025-10-18T03:30:46.380728] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 1 features, 80.0% accuracy [2025-10-18T03:30:46.381090] [DEBUG] [LOCAL ] Loaded configuration for LXU: 2 features, 70.0% accuracy [2025-10-18T03:30:46.381392] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 4 features, 90.0% accuracy [2025-10-18T03:30:46.381485] [DEBUG] [LOCAL ] Loaded configuration for H: 1 features, 70.0% accuracy [2025-10-18T03:30:46.381846] [DEBUG] [LOCAL ] Loaded configuration for BLD: 3 features, 70.0% accuracy [2025-10-18T03:30:46.382229] [DEBUG] [LOCAL ] Loaded configuration for CLDT: 3 features, 90.0% accuracy [2025-10-18T03:30:46.382604] [DEBUG] [LOCAL ] Loaded configuration for ALUR: 3 features, 90.0% accuracy [2025-10-18T03:30:46.383055] [DEBUG] [LOCAL ] Loaded configuration for TSM: 1 features, 70.0% accuracy [2025-10-18T03:30:46.383410] [DEBUG] [LOCAL ] Loaded configuration for SO: 3 features, 90.0% accuracy [2025-10-18T03:30:46.383792] [DEBUG] [LOCAL ] Loaded configuration for SOS: 2 features, 90.0% accuracy [2025-10-18T03:30:46.384108] [DEBUG] [LOCAL ] Loaded configuration for JOF: 2 features, 80.0% accuracy [2025-10-18T03:30:46.384518] [DEBUG] [LOCAL ] Loaded configuration for AWF: 5 features, 80.0% accuracy [2025-10-18T03:30:46.384901] [DEBUG] [LOCAL ] Loaded configuration for M: 1 features, 80.0% accuracy [2025-10-18T03:30:46.385015] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 1 features, 60.0% accuracy [2025-10-18T03:30:46.385354] [DEBUG] [LOCAL ] Loaded configuration for CL: 2 features, 100.0% accuracy [2025-10-18T03:30:46.385689] [DEBUG] [LOCAL ] Loaded configuration for FMN: 1 features, 80.0% accuracy [2025-10-18T03:30:46.385825] [DEBUG] [LOCAL ] Loaded configuration for MTB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.386173] [DEBUG] [LOCAL ] Loaded configuration for DEC: 3 features, 90.0% accuracy [2025-10-18T03:30:46.386831] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 5 features, 80.0% accuracy [2025-10-18T03:30:46.387381] [DEBUG] [LOCAL ] Loaded configuration for SNDA: 2 features, 80.0% accuracy [2025-10-18T03:30:46.387718] [DEBUG] [LOCAL ] Loaded configuration for FRT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.388089] [DEBUG] [LOCAL ] Loaded configuration for HE: 3 features, 60.0% accuracy [2025-10-18T03:30:46.388475] [DEBUG] [LOCAL ] Loaded configuration for BAH: 1 features, 80.0% accuracy [2025-10-18T03:30:46.388828] [DEBUG] [LOCAL ] Loaded configuration for CURB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.389186] [DEBUG] [LOCAL ] Loaded configuration for MTD: 5 features, 80.0% accuracy [2025-10-18T03:30:46.389563] [DEBUG] [LOCAL ] Loaded configuration for WLY: 2 features, 80.0% accuracy [2025-10-18T03:30:46.389942] [DEBUG] [LOCAL ] Loaded configuration for KGC: 2 features, 40.0% accuracy [2025-10-18T03:30:46.390234] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 2 features, 70.0% accuracy [2025-10-18T03:30:46.390540] [DEBUG] [LOCAL ] Loaded configuration for ADNT: 1 features, 50.0% accuracy [2025-10-18T03:30:46.390839] [DEBUG] [LOCAL ] Loaded configuration for BMO: 6 features, 90.0% accuracy [2025-10-18T03:30:46.391232] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.391588] [DEBUG] [LOCAL ] Loaded configuration for FET: 2 features, 70.0% accuracy [2025-10-18T03:30:46.391944] [DEBUG] [LOCAL ] Loaded configuration for CPK: 2 features, 70.0% accuracy [2025-10-18T03:30:46.392066] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 80.0% accuracy [2025-10-18T03:30:46.392410] [DEBUG] [LOCAL ] Loaded configuration for AER: 1 features, 80.0% accuracy [2025-10-18T03:30:46.392727] [DEBUG] [LOCAL ] Loaded configuration for WDS: 1 features, 70.0% accuracy [2025-10-18T03:30:46.392841] [DEBUG] [LOCAL ] Loaded configuration for NIC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.393128] [DEBUG] [LOCAL ] Loaded configuration for WPC: 2 features, 60.0% accuracy [2025-10-18T03:30:46.393218] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 3 features, 80.0% accuracy [2025-10-18T03:30:46.393283] [DEBUG] [LOCAL ] Loaded configuration for BBU: 1 features, 70.0% accuracy [2025-10-18T03:30:46.393559] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 1 features, 70.0% accuracy [2025-10-18T03:30:46.393927] [DEBUG] [LOCAL ] Loaded configuration for BOC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.394053] [DEBUG] [LOCAL ] Loaded configuration for PKG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.394361] [DEBUG] [LOCAL ] Loaded configuration for CE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.394692] [DEBUG] [LOCAL ] Loaded configuration for BBN: 3 features, 60.0% accuracy [2025-10-18T03:30:46.394982] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 70.0% accuracy [2025-10-18T03:30:46.395322] [DEBUG] [LOCAL ] Loaded configuration for KFY: 2 features, 60.0% accuracy [2025-10-18T03:30:46.395693] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.396003] [DEBUG] [LOCAL ] Loaded configuration for EARN: 0 features, 60.0% accuracy [2025-10-18T03:30:46.396123] [DEBUG] [LOCAL ] Loaded configuration for PRO: 1 features, 80.0% accuracy [2025-10-18T03:30:46.396203] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 0 features, 50.0% accuracy [2025-10-18T03:30:46.396271] [DEBUG] [LOCAL ] Loaded configuration for RYN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.396359] [DEBUG] [LOCAL ] Loaded configuration for OR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.396684] [DEBUG] [LOCAL ] Loaded configuration for BX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.396973] [DEBUG] [LOCAL ] Loaded configuration for NMS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.397331] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.397677] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-10-18T03:30:46.398044] [DEBUG] [LOCAL ] Loaded configuration for MG: 2 features, 60.0% accuracy [2025-10-18T03:30:46.398160] [DEBUG] [LOCAL ] Loaded configuration for PTY: 2 features, 80.0% accuracy [2025-10-18T03:30:46.398585] [DEBUG] [LOCAL ] Loaded configuration for SPR: 1 features, 80.0% accuracy [2025-10-18T03:30:46.398935] [DEBUG] [LOCAL ] Loaded configuration for SKM: 5 features, 80.0% accuracy [2025-10-18T03:30:46.399253] [DEBUG] [LOCAL ] Loaded configuration for AEO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.399559] [DEBUG] [LOCAL ] Loaded configuration for MLNK: 4 features, 70.0% accuracy [2025-10-18T03:30:46.399887] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 2 features, 90.0% accuracy [2025-10-18T03:30:46.400241] [DEBUG] [LOCAL ] Loaded configuration for TBBB: 1 features, 80.0% accuracy [2025-10-18T03:30:46.401432] [DEBUG] [LOCAL ] Loaded configuration for TWN: 2 features, 60.0% accuracy [2025-10-18T03:30:46.401592] [DEBUG] [LOCAL ] Loaded configuration for RACE: 3 features, 80.0% accuracy [2025-10-18T03:30:46.401980] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.402377] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.402492] [DEBUG] [LOCAL ] Loaded configuration for AVD: 3 features, 60.0% accuracy [2025-10-18T03:30:46.402794] [DEBUG] [LOCAL ] Loaded configuration for MIY: 1 features, 100.0% accuracy [2025-10-18T03:30:46.403142] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 4 features, 90.0% accuracy [2025-10-18T03:30:46.403529] [DEBUG] [LOCAL ] Loaded configuration for HXL: 2 features, 60.0% accuracy [2025-10-18T03:30:46.403942] [DEBUG] [LOCAL ] Loaded configuration for PEO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.404282] [DEBUG] [LOCAL ] Loaded configuration for WIA: 2 features, 90.0% accuracy [2025-10-18T03:30:46.404603] [DEBUG] [LOCAL ] Loaded configuration for AMBC: 5 features, 80.0% accuracy [2025-10-18T03:30:46.405005] [DEBUG] [LOCAL ] Loaded configuration for HIO: 4 features, 60.0% accuracy [2025-10-18T03:30:46.405329] [DEBUG] [LOCAL ] Loaded configuration for INSW: 2 features, 70.0% accuracy [2025-10-18T03:30:46.405633] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 3 features, 60.0% accuracy [2025-10-18T03:30:46.406036] [DEBUG] [LOCAL ] Loaded configuration for EPR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.406398] [DEBUG] [LOCAL ] Loaded configuration for ALC: 0 features, 70.0% accuracy [2025-10-18T03:30:46.406510] [DEBUG] [LOCAL ] Loaded configuration for CTOS: 1 features, 90.0% accuracy [2025-10-18T03:30:46.406803] [DEBUG] [LOCAL ] Loaded configuration for BZH: 0 features, 60.0% accuracy [2025-10-18T03:30:46.407133] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.407448] [DEBUG] [LOCAL ] Loaded configuration for BAM: 2 features, 60.0% accuracy [2025-10-18T03:30:46.407786] [DEBUG] [LOCAL ] Loaded configuration for CCI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.408199] [DEBUG] [LOCAL ] Loaded configuration for NMG: 1 features, 50.0% accuracy [2025-10-18T03:30:46.408515] [DEBUG] [LOCAL ] Loaded configuration for YETI: 4 features, 90.0% accuracy [2025-10-18T03:30:46.408833] [DEBUG] [LOCAL ] Loaded configuration for GTN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.408944] [DEBUG] [LOCAL ] Loaded configuration for RMM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.409242] [DEBUG] [LOCAL ] Loaded configuration for SMR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.409580] [DEBUG] [LOCAL ] Loaded configuration for DBI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.409959] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.410093] [DEBUG] [LOCAL ] Loaded configuration for FBP: 1 features, 80.0% accuracy [2025-10-18T03:30:46.410395] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 60.0% accuracy [2025-10-18T03:30:46.410695] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.411058] [DEBUG] [LOCAL ] Loaded configuration for KWR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.411399] [DEBUG] [LOCAL ] Loaded configuration for MGRD: 4 features, 80.0% accuracy [2025-10-18T03:30:46.411722] [DEBUG] [LOCAL ] Loaded configuration for DHF: 4 features, 70.0% accuracy [2025-10-18T03:30:46.411834] [DEBUG] [LOCAL ] Loaded configuration for BC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.412165] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 3 features, 70.0% accuracy [2025-10-18T03:30:46.412478] [DEBUG] [LOCAL ] Loaded configuration for MGM: 5 features, 80.0% accuracy [2025-10-18T03:30:46.412611] [DEBUG] [LOCAL ] Loaded configuration for CNH: 2 features, 50.0% accuracy [2025-10-18T03:30:46.412782] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 0 features, 90.0% accuracy [2025-10-18T03:30:46.413141] [DEBUG] [LOCAL ] Loaded configuration for CPF: 3 features, 50.0% accuracy [2025-10-18T03:30:46.413508] [DEBUG] [LOCAL ] Loaded configuration for NIE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.413839] [DEBUG] [LOCAL ] Loaded configuration for STN: 1 features, 80.0% accuracy [2025-10-18T03:30:46.414222] [DEBUG] [LOCAL ] Loaded configuration for BLE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.414705] [DEBUG] [LOCAL ] Loaded configuration for MCS: 6 features, 80.0% accuracy [2025-10-18T03:30:46.415874] [DEBUG] [LOCAL ] Loaded configuration for TTI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.416202] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.416576] [DEBUG] [LOCAL ] Loaded configuration for AESI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.416961] [DEBUG] [LOCAL ] Loaded configuration for IQI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.417335] [DEBUG] [LOCAL ] Loaded configuration for UBER: 1 features, 80.0% accuracy [2025-10-18T03:30:46.417449] [DEBUG] [LOCAL ] Loaded configuration for ADM: 2 features, 80.0% accuracy [2025-10-18T03:30:46.417777] [DEBUG] [LOCAL ] Loaded configuration for VLT: 3 features, 70.0% accuracy [2025-10-18T03:30:46.418097] [DEBUG] [LOCAL ] Loaded configuration for MHK: 0 features, 90.0% accuracy [2025-10-18T03:30:46.418472] [DEBUG] [LOCAL ] Loaded configuration for AJG: 1 features, 80.0% accuracy [2025-10-18T03:30:46.418624] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 0 features, 60.0% accuracy [2025-10-18T03:30:46.418795] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 1 features, 70.0% accuracy [2025-10-18T03:30:46.419197] [DEBUG] [LOCAL ] Loaded configuration for NC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.419534] [DEBUG] [LOCAL ] Loaded configuration for PRT: 4 features, 100.0% accuracy [2025-10-18T03:30:46.419921] [DEBUG] [LOCAL ] Loaded configuration for AVNT: 3 features, 50.0% accuracy [2025-10-18T03:30:46.420252] [DEBUG] [LOCAL ] Loaded configuration for TREX: 1 features, 60.0% accuracy [2025-10-18T03:30:46.421425] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 0 features, 60.0% accuracy [2025-10-18T03:30:46.421771] [DEBUG] [LOCAL ] Loaded configuration for ACR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.422097] [DEBUG] [LOCAL ] Loaded configuration for TKR: 3 features, 90.0% accuracy [2025-10-18T03:30:46.422438] [DEBUG] [LOCAL ] Loaded configuration for VOYA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.422528] [DEBUG] [LOCAL ] Loaded configuration for CYD: 2 features, 90.0% accuracy [2025-10-18T03:30:46.422808] [DEBUG] [LOCAL ] Loaded configuration for MUA: 4 features, 70.0% accuracy [2025-10-18T03:30:46.423118] [DEBUG] [LOCAL ] Loaded configuration for GNL: 3 features, 60.0% accuracy [2025-10-18T03:30:46.423427] [DEBUG] [LOCAL ] Loaded configuration for JOE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.423773] [DEBUG] [LOCAL ] Loaded configuration for ACCO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.424076] [DEBUG] [LOCAL ] Loaded configuration for TME: 4 features, 80.0% accuracy [2025-10-18T03:30:46.424378] [DEBUG] [LOCAL ] Loaded configuration for TXNM: 3 features, 70.0% accuracy [2025-10-18T03:30:46.424490] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 4 features, 100.0% accuracy [2025-10-18T03:30:46.424799] [DEBUG] [LOCAL ] Loaded configuration for TROX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.424936] [DEBUG] [LOCAL ] Loaded configuration for MTH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.425043] [DEBUG] [LOCAL ] Loaded configuration for CEPU: 2 features, 60.0% accuracy [2025-10-18T03:30:46.425449] [DEBUG] [LOCAL ] Loaded configuration for SWK: 2 features, 60.0% accuracy [2025-10-18T03:30:46.425773] [DEBUG] [LOCAL ] Loaded configuration for BHR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.426064] [DEBUG] [LOCAL ] Loaded configuration for HL: 6 features, 90.0% accuracy [2025-10-18T03:30:46.426174] [DEBUG] [LOCAL ] Loaded configuration for CURV: 2 features, 80.0% accuracy [2025-10-18T03:30:46.426282] [DEBUG] [LOCAL ] Loaded configuration for PDM: 3 features, 70.0% accuracy [2025-10-18T03:30:46.426417] [DEBUG] [LOCAL ] Loaded configuration for RDN: 5 features, 90.0% accuracy [2025-10-18T03:30:46.426528] [DEBUG] [LOCAL ] Loaded configuration for PLD: 1 features, 60.0% accuracy [2025-10-18T03:30:46.426617] [DEBUG] [LOCAL ] Loaded configuration for QSR: 4 features, 80.0% accuracy [2025-10-18T03:30:46.426988] [DEBUG] [LOCAL ] Loaded configuration for EPD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.427329] [DEBUG] [LOCAL ] Loaded configuration for DQ: 1 features, 70.0% accuracy [2025-10-18T03:30:46.427632] [DEBUG] [LOCAL ] Loaded configuration for ULS: 3 features, 70.0% accuracy [2025-10-18T03:30:46.427816] [DEBUG] [LOCAL ] Loaded configuration for RSI: 6 features, 90.0% accuracy [2025-10-18T03:30:46.428153] [DEBUG] [LOCAL ] Loaded configuration for HBM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.428472] [DEBUG] [LOCAL ] Loaded configuration for SREA: 2 features, 80.0% accuracy [2025-10-18T03:30:46.428771] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-10-18T03:30:46.428904] [DEBUG] [LOCAL ] Loaded configuration for NHI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.429254] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 90.0% accuracy [2025-10-18T03:30:46.429615] [DEBUG] [LOCAL ] Loaded configuration for BNED: 5 features, 80.0% accuracy [2025-10-18T03:30:46.430019] [DEBUG] [LOCAL ] Loaded configuration for BSM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.430312] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 0 features, 50.0% accuracy [2025-10-18T03:30:46.430605] [DEBUG] [LOCAL ] Loaded configuration for SPHR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.431029] [DEBUG] [LOCAL ] Loaded configuration for STC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.431344] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.431457] [DEBUG] [LOCAL ] Loaded configuration for NVST: 2 features, 70.0% accuracy [2025-10-18T03:30:46.431805] [DEBUG] [LOCAL ] Loaded configuration for UPS: 3 features, 50.0% accuracy [2025-10-18T03:30:46.432181] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 1 features, 60.0% accuracy [2025-10-18T03:30:46.432477] [DEBUG] [LOCAL ] Loaded configuration for CNX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.432821] [DEBUG] [LOCAL ] Loaded configuration for SD: 3 features, 50.0% accuracy [2025-10-18T03:30:46.433147] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 3 features, 90.0% accuracy [2025-10-18T03:30:46.433248] [DEBUG] [LOCAL ] Loaded configuration for MVO: 3 features, 50.0% accuracy [2025-10-18T03:30:46.433569] [DEBUG] [LOCAL ] Loaded configuration for WAB: 1 features, 70.0% accuracy [2025-10-18T03:30:46.433927] [DEBUG] [LOCAL ] Loaded configuration for MFAO: 1 features, 60.0% accuracy [2025-10-18T03:30:46.434040] [DEBUG] [LOCAL ] Loaded configuration for PPG: 2 features, 90.0% accuracy [2025-10-18T03:30:46.434329] [DEBUG] [LOCAL ] Loaded configuration for DXC: 1 features, 80.0% accuracy [2025-10-18T03:30:46.434691] [DEBUG] [LOCAL ] Loaded configuration for TG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.434986] [DEBUG] [LOCAL ] Loaded configuration for KGS: 4 features, 80.0% accuracy [2025-10-18T03:30:46.435287] [DEBUG] [LOCAL ] Loaded configuration for MOS: 3 features, 60.0% accuracy [2025-10-18T03:30:46.435583] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 70.0% accuracy [2025-10-18T03:30:46.435933] [DEBUG] [LOCAL ] Loaded configuration for VET: 2 features, 60.0% accuracy [2025-10-18T03:30:46.436261] [DEBUG] [LOCAL ] Loaded configuration for FCT: 3 features, 60.0% accuracy [2025-10-18T03:30:46.436557] [DEBUG] [LOCAL ] Loaded configuration for HLN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.436893] [DEBUG] [LOCAL ] Loaded configuration for HIW: 3 features, 80.0% accuracy [2025-10-18T03:30:46.437008] [DEBUG] [LOCAL ] Loaded configuration for BEP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.437098] [DEBUG] [LOCAL ] Loaded configuration for NEM: 4 features, 90.0% accuracy [2025-10-18T03:30:46.437427] [DEBUG] [LOCAL ] Loaded configuration for TAP: 4 features, 90.0% accuracy [2025-10-18T03:30:46.437546] [DEBUG] [LOCAL ] Loaded configuration for OMI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.437878] [DEBUG] [LOCAL ] Loaded configuration for PKE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.437970] [DEBUG] [LOCAL ] Loaded configuration for PHM: 1 features, 60.0% accuracy [2025-10-18T03:30:46.438275] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 2 features, 80.0% accuracy [2025-10-18T03:30:46.438393] [DEBUG] [LOCAL ] Loaded configuration for PEB: 3 features, 90.0% accuracy [2025-10-18T03:30:46.438475] [DEBUG] [LOCAL ] Loaded configuration for NU: 4 features, 80.0% accuracy [2025-10-18T03:30:46.438768] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 0 features, 90.0% accuracy [2025-10-18T03:30:46.439085] [DEBUG] [LOCAL ] Loaded configuration for FMS: 5 features, 80.0% accuracy [2025-10-18T03:30:46.439418] [DEBUG] [LOCAL ] Loaded configuration for AIN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.439728] [DEBUG] [LOCAL ] Loaded configuration for ESS: 2 features, 90.0% accuracy [2025-10-18T03:30:46.440068] [DEBUG] [LOCAL ] Loaded configuration for GHY: 4 features, 70.0% accuracy [2025-10-18T03:30:46.440402] [DEBUG] [LOCAL ] Loaded configuration for WMB: 1 features, 70.0% accuracy [2025-10-18T03:30:46.440695] [DEBUG] [LOCAL ] Loaded configuration for IPI: 4 features, 90.0% accuracy [2025-10-18T03:30:46.440785] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 3 features, 100.0% accuracy [2025-10-18T03:30:46.441107] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.441461] [DEBUG] [LOCAL ] Loaded configuration for ALX: 0 features, 90.0% accuracy [2025-10-18T03:30:46.441761] [DEBUG] [LOCAL ] Loaded configuration for ASC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.442054] [DEBUG] [LOCAL ] Loaded configuration for SM: 1 features, 70.0% accuracy [2025-10-18T03:30:46.442153] [DEBUG] [LOCAL ] Loaded configuration for NAN: 3 features, 60.0% accuracy [2025-10-18T03:30:46.442427] [DEBUG] [LOCAL ] Loaded configuration for BP: 3 features, 80.0% accuracy [2025-10-18T03:30:46.442770] [DEBUG] [LOCAL ] Loaded configuration for ECVT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.442884] [DEBUG] [LOCAL ] Loaded configuration for RL: 3 features, 90.0% accuracy [2025-10-18T03:30:46.443267] [DEBUG] [LOCAL ] Loaded configuration for BLK: 2 features, 90.0% accuracy [2025-10-18T03:30:46.443585] [DEBUG] [LOCAL ] Loaded configuration for TPR: 5 features, 70.0% accuracy [2025-10-18T03:30:46.443975] [DEBUG] [LOCAL ] Loaded configuration for SG: 5 features, 90.0% accuracy [2025-10-18T03:30:46.444327] [DEBUG] [LOCAL ] Loaded configuration for INN: 6 features, 80.0% accuracy [2025-10-18T03:30:46.444481] [DEBUG] [LOCAL ] Loaded configuration for NNN: 1 features, 60.0% accuracy [2025-10-18T03:30:46.444842] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 3 features, 90.0% accuracy [2025-10-18T03:30:46.445139] [DEBUG] [LOCAL ] Loaded configuration for MITT: 1 features, 80.0% accuracy [2025-10-18T03:30:46.445457] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-10-18T03:30:46.445836] [DEBUG] [LOCAL ] Loaded configuration for VNCE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.446155] [DEBUG] [LOCAL ] Loaded configuration for VVV: 4 features, 90.0% accuracy [2025-10-18T03:30:46.446464] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 4 features, 80.0% accuracy [2025-10-18T03:30:46.446557] [DEBUG] [LOCAL ] Loaded configuration for GPOR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.446884] [DEBUG] [LOCAL ] Loaded configuration for BDC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.447234] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 3 features, 60.0% accuracy [2025-10-18T03:30:46.447564] [DEBUG] [LOCAL ] Loaded configuration for BKKT: 2 features, 80.0% accuracy [2025-10-18T03:30:46.447971] [DEBUG] [LOCAL ] Loaded configuration for SYK: 2 features, 60.0% accuracy [2025-10-18T03:30:46.448276] [DEBUG] [LOCAL ] Loaded configuration for CSL: 2 features, 40.0% accuracy [2025-10-18T03:30:46.448370] [DEBUG] [LOCAL ] Loaded configuration for ORA: 3 features, 90.0% accuracy [2025-10-18T03:30:46.448757] [DEBUG] [LOCAL ] Loaded configuration for CVE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.449059] [DEBUG] [LOCAL ] Loaded configuration for ELC: 2 features, 90.0% accuracy [2025-10-18T03:30:46.449376] [DEBUG] [LOCAL ] Loaded configuration for CAH: 2 features, 60.0% accuracy [2025-10-18T03:30:46.449691] [DEBUG] [LOCAL ] Loaded configuration for TTC: 3 features, 50.0% accuracy [2025-10-18T03:30:46.450002] [DEBUG] [LOCAL ] Loaded configuration for EGY: 1 features, 90.0% accuracy [2025-10-18T03:30:46.450344] [DEBUG] [LOCAL ] Loaded configuration for RBOT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.450459] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 4 features, 80.0% accuracy [2025-10-18T03:30:46.450550] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.450918] [DEBUG] [LOCAL ] Loaded configuration for DVA: 4 features, 90.0% accuracy [2025-10-18T03:30:46.451264] [DEBUG] [LOCAL ] Loaded configuration for TBN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.451587] [DEBUG] [LOCAL ] Loaded configuration for CPA: 1 features, 60.0% accuracy [2025-10-18T03:30:46.451925] [DEBUG] [LOCAL ] Loaded configuration for SMG: 0 features, 70.0% accuracy [2025-10-18T03:30:46.452242] [DEBUG] [LOCAL ] Loaded configuration for USNA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.452586] [DEBUG] [LOCAL ] Loaded configuration for GM: 4 features, 70.0% accuracy [2025-10-18T03:30:46.452924] [DEBUG] [LOCAL ] Loaded configuration for K: 3 features, 60.0% accuracy [2025-10-18T03:30:46.453228] [DEBUG] [LOCAL ] Loaded configuration for BVN: 4 features, 80.0% accuracy [2025-10-18T03:30:46.453538] [DEBUG] [LOCAL ] Loaded configuration for THS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.453630] [DEBUG] [LOCAL ] Loaded configuration for BGB: 2 features, 50.0% accuracy [2025-10-18T03:30:46.453793] [DEBUG] [LOCAL ] Loaded configuration for RGR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.454113] [DEBUG] [LOCAL ] Loaded configuration for ITT: 5 features, 80.0% accuracy [2025-10-18T03:30:46.454507] [DEBUG] [LOCAL ] Loaded configuration for GCV: 2 features, 70.0% accuracy [2025-10-18T03:30:46.454865] [DEBUG] [LOCAL ] Loaded configuration for AGO: 2 features, 50.0% accuracy [2025-10-18T03:30:46.454956] [DEBUG] [LOCAL ] Loaded configuration for OGE: 0 features, 60.0% accuracy [2025-10-18T03:30:46.455229] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 80.0% accuracy [2025-10-18T03:30:46.455584] [DEBUG] [LOCAL ] Loaded configuration for SDHC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.455924] [DEBUG] [LOCAL ] Loaded configuration for EQT: 0 features, 60.0% accuracy [2025-10-18T03:30:46.456224] [DEBUG] [LOCAL ] Loaded configuration for CF: 2 features, 80.0% accuracy [2025-10-18T03:30:46.456516] [DEBUG] [LOCAL ] Loaded configuration for INFA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.456835] [DEBUG] [LOCAL ] Loaded configuration for UTL: 4 features, 80.0% accuracy [2025-10-18T03:30:46.457933] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 60.0% accuracy [2025-10-18T03:30:46.458317] [DEBUG] [LOCAL ] Loaded configuration for KLC: 3 features, 80.0% accuracy [2025-10-18T03:30:46.458618] [DEBUG] [LOCAL ] Loaded configuration for HTD: 0 features, 80.0% accuracy [2025-10-18T03:30:46.458768] [DEBUG] [LOCAL ] Loaded configuration for NFG: 0 features, 80.0% accuracy [2025-10-18T03:30:46.458878] [DEBUG] [LOCAL ] Loaded configuration for AOMR: 1 features, 80.0% accuracy [2025-10-18T03:30:46.458987] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-10-18T03:30:46.459336] [DEBUG] [LOCAL ] Loaded configuration for EQNR: 1 features, 60.0% accuracy [2025-10-18T03:30:46.459449] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 3 features, 80.0% accuracy [2025-10-18T03:30:46.459765] [DEBUG] [LOCAL ] Loaded configuration for ALV: 2 features, 80.0% accuracy [2025-10-18T03:30:46.460082] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 2 features, 50.0% accuracy [2025-10-18T03:30:46.460477] [DEBUG] [LOCAL ] Loaded configuration for CII: 0 features, 80.0% accuracy [2025-10-18T03:30:46.460816] [DEBUG] [LOCAL ] Loaded configuration for JHG: 1 features, 100.0% accuracy [2025-10-18T03:30:46.461104] [DEBUG] [LOCAL ] Loaded configuration for CNP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.461418] [DEBUG] [LOCAL ] Loaded configuration for DKS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.461531] [DEBUG] [LOCAL ] Loaded configuration for RIO: 0 features, 70.0% accuracy [2025-10-18T03:30:46.461878] [DEBUG] [LOCAL ] Loaded configuration for DIS: 1 features, 60.0% accuracy [2025-10-18T03:30:46.462166] [DEBUG] [LOCAL ] Loaded configuration for GS: 3 features, 80.0% accuracy [2025-10-18T03:30:46.462507] [DEBUG] [LOCAL ] Loaded configuration for KEN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.462821] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 2 features, 60.0% accuracy [2025-10-18T03:30:46.463167] [DEBUG] [LOCAL ] Loaded configuration for MBI: 1 features, 60.0% accuracy [2025-10-18T03:30:46.463450] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 5 features, 60.0% accuracy [2025-10-18T03:30:46.463735] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 1 features, 80.0% accuracy [2025-10-18T03:30:46.464024] [DEBUG] [LOCAL ] Loaded configuration for CHE: 2 features, 50.0% accuracy [2025-10-18T03:30:46.464118] [DEBUG] [LOCAL ] Loaded configuration for KSS: 4 features, 80.0% accuracy [2025-10-18T03:30:46.464389] [DEBUG] [LOCAL ] Loaded configuration for HLI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.464502] [DEBUG] [LOCAL ] Loaded configuration for OSCR: 4 features, 90.0% accuracy [2025-10-18T03:30:46.464839] [DEBUG] [LOCAL ] Loaded configuration for MPX: 4 features, 80.0% accuracy [2025-10-18T03:30:46.465126] [DEBUG] [LOCAL ] Loaded configuration for EPRT: 3 features, 80.0% accuracy [2025-10-18T03:30:46.465517] [DEBUG] [LOCAL ] Loaded configuration for CNO: 2 features, 60.0% accuracy [2025-10-18T03:30:46.465825] [DEBUG] [LOCAL ] Loaded configuration for NVR: 1 features, 80.0% accuracy [2025-10-18T03:30:46.466129] [DEBUG] [LOCAL ] Loaded configuration for LYV: 4 features, 80.0% accuracy [2025-10-18T03:30:46.466608] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 5 features, 80.0% accuracy [2025-10-18T03:30:46.466943] [DEBUG] [LOCAL ] Loaded configuration for BNH: 1 features, 70.0% accuracy [2025-10-18T03:30:46.467228] [DEBUG] [LOCAL ] Loaded configuration for HD: 3 features, 80.0% accuracy [2025-10-18T03:30:46.467533] [DEBUG] [LOCAL ] Loaded configuration for HTH: 1 features, 80.0% accuracy [2025-10-18T03:30:46.467671] [DEBUG] [LOCAL ] Loaded configuration for REZI: 4 features, 90.0% accuracy [2025-10-18T03:30:46.468023] [DEBUG] [LOCAL ] Loaded configuration for CANG: 0 features, 70.0% accuracy [2025-10-18T03:30:46.468541] [DEBUG] [LOCAL ] Loaded configuration for BEPJ: 4 features, 80.0% accuracy [2025-10-18T03:30:46.468679] [DEBUG] [LOCAL ] Loaded configuration for PRU: 4 features, 80.0% accuracy [2025-10-18T03:30:46.469005] [DEBUG] [LOCAL ] Loaded configuration for WEA: 4 features, 90.0% accuracy [2025-10-18T03:30:46.469369] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.469680] [DEBUG] [LOCAL ] Loaded configuration for BHE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.470013] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 2 features, 80.0% accuracy [2025-10-18T03:30:46.470510] [DEBUG] [LOCAL ] Loaded configuration for SLQT: 5 features, 60.0% accuracy [2025-10-18T03:30:46.470817] [DEBUG] [LOCAL ] Loaded configuration for IQV: 3 features, 70.0% accuracy [2025-10-18T03:30:46.471133] [DEBUG] [LOCAL ] Loaded configuration for DLB: 4 features, 60.0% accuracy [2025-10-18T03:30:46.471441] [DEBUG] [LOCAL ] Loaded configuration for GHI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.471772] [DEBUG] [LOCAL ] Loaded configuration for LITB: 4 features, 100.0% accuracy [2025-10-18T03:30:46.472047] [DEBUG] [LOCAL ] Loaded configuration for SSD: 1 features, 50.0% accuracy [2025-10-18T03:30:46.472368] [DEBUG] [LOCAL ] Loaded configuration for SID: 3 features, 70.0% accuracy [2025-10-18T03:30:46.472670] [DEBUG] [LOCAL ] Loaded configuration for TDY: 4 features, 70.0% accuracy [2025-10-18T03:30:46.472768] [DEBUG] [LOCAL ] Loaded configuration for NAC: 3 features, 100.0% accuracy [2025-10-18T03:30:46.473085] [DEBUG] [LOCAL ] Loaded configuration for BW: 4 features, 90.0% accuracy [2025-10-18T03:30:46.474191] [DEBUG] [LOCAL ] Loaded configuration for FE: 4 features, 80.0% accuracy [2025-10-18T03:30:46.474535] [DEBUG] [LOCAL ] Loaded configuration for CPAY: 5 features, 50.0% accuracy [2025-10-18T03:30:46.474840] [DEBUG] [LOCAL ] Loaded configuration for HMY: 3 features, 70.0% accuracy [2025-10-18T03:30:46.474940] [DEBUG] [LOCAL ] Loaded configuration for EOD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.475628] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 4 features, 70.0% accuracy [2025-10-18T03:30:46.475961] [DEBUG] [LOCAL ] Loaded configuration for AFB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.476246] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.476559] [DEBUG] [LOCAL ] Loaded configuration for CLB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.476717] [DEBUG] [LOCAL ] Loaded configuration for MYD: 2 features, 70.0% accuracy [2025-10-18T03:30:46.477006] [DEBUG] [LOCAL ] Loaded configuration for HPP: 3 features, 70.0% accuracy [2025-10-18T03:30:46.477096] [DEBUG] [LOCAL ] Loaded configuration for RRX: 3 features, 60.0% accuracy [2025-10-18T03:30:46.477185] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 1 features, 80.0% accuracy [2025-10-18T03:30:46.477758] [DEBUG] [LOCAL ] Loaded configuration for NXP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.478084] [DEBUG] [LOCAL ] Loaded configuration for GVA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.478615] [DEBUG] [LOCAL ] Loaded configuration for ARI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.478960] [DEBUG] [LOCAL ] Loaded configuration for DTW: 5 features, 80.0% accuracy [2025-10-18T03:30:46.479288] [DEBUG] [LOCAL ] Loaded configuration for AA: 2 features, 60.0% accuracy [2025-10-18T03:30:46.479397] [DEBUG] [LOCAL ] Loaded configuration for DSMC: 4 features, 90.0% accuracy [2025-10-18T03:30:46.479740] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 3 features, 70.0% accuracy [2025-10-18T03:30:46.480038] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 3 features, 80.0% accuracy [2025-10-18T03:30:46.481106] [DEBUG] [LOCAL ] Loaded configuration for CSV: 2 features, 60.0% accuracy [2025-10-18T03:30:46.481401] [DEBUG] [LOCAL ] Loaded configuration for CCS: 1 features, 70.0% accuracy [2025-10-18T03:30:46.481692] [DEBUG] [LOCAL ] Loaded configuration for THIR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.481781] [DEBUG] [LOCAL ] Loaded configuration for PRMB: 1 features, 60.0% accuracy [2025-10-18T03:30:46.482063] [DEBUG] [LOCAL ] Loaded configuration for SRE: 2 features, 90.0% accuracy [2025-10-18T03:30:46.482411] [DEBUG] [LOCAL ] Loaded configuration for FFA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.482695] [DEBUG] [LOCAL ] Loaded configuration for NXN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.483035] [DEBUG] [LOCAL ] Loaded configuration for STE: 1 features, 90.0% accuracy [2025-10-18T03:30:46.483366] [DEBUG] [LOCAL ] Loaded configuration for CCU: 3 features, 80.0% accuracy [2025-10-18T03:30:46.483689] [DEBUG] [LOCAL ] Loaded configuration for ALG: 1 features, 100.0% accuracy [2025-10-18T03:30:46.484676] [DEBUG] [LOCAL ] Loaded configuration for GPMT: 3 features, 100.0% accuracy [2025-10-18T03:30:46.484809] [DEBUG] [LOCAL ] Loaded configuration for PKX: 3 features, 70.0% accuracy [2025-10-18T03:30:46.484895] [DEBUG] [LOCAL ] Loaded configuration for CIG: 1 features, 70.0% accuracy [2025-10-18T03:30:46.485181] [DEBUG] [LOCAL ] Loaded configuration for MDST: 1 features, 70.0% accuracy [2025-10-18T03:30:46.485530] [DEBUG] [LOCAL ] Loaded configuration for UZE: 4 features, 60.0% accuracy [2025-10-18T03:30:46.485816] [DEBUG] [LOCAL ] Loaded configuration for SBI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.486156] [DEBUG] [LOCAL ] Loaded configuration for GBX: 2 features, 90.0% accuracy [2025-10-18T03:30:46.486559] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 1 features, 80.0% accuracy [2025-10-18T03:30:46.486869] [DEBUG] [LOCAL ] Loaded configuration for DSU: 2 features, 100.0% accuracy [2025-10-18T03:30:46.487161] [DEBUG] [LOCAL ] Loaded configuration for TPC: 1 features, 80.0% accuracy [2025-10-18T03:30:46.487276] [DEBUG] [LOCAL ] Loaded configuration for EHI: 4 features, 80.0% accuracy [2025-10-18T03:30:46.487562] [DEBUG] [LOCAL ] Loaded configuration for TYG: 0 features, 70.0% accuracy [2025-10-18T03:30:46.487957] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 0 features, 60.0% accuracy [2025-10-18T03:30:46.488251] [DEBUG] [LOCAL ] Loaded configuration for CBNA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.488587] [DEBUG] [LOCAL ] Loaded configuration for UTF: 3 features, 70.0% accuracy [2025-10-18T03:30:46.488963] [DEBUG] [LOCAL ] Loaded configuration for WBS: 0 features, 80.0% accuracy [2025-10-18T03:30:46.489288] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.489672] [DEBUG] [LOCAL ] Loaded configuration for ODV: 1 features, 70.0% accuracy [2025-10-18T03:30:46.490022] [DEBUG] [LOCAL ] Loaded configuration for AHH: 3 features, 100.0% accuracy [2025-10-18T03:30:46.490398] [DEBUG] [LOCAL ] Loaded configuration for TDG: 2 features, 60.0% accuracy [2025-10-18T03:30:46.490489] [DEBUG] [LOCAL ] Loaded configuration for PDO: 4 features, 70.0% accuracy [2025-10-18T03:30:46.490790] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.491087] [DEBUG] [LOCAL ] Loaded configuration for SBR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.492126] [DEBUG] [LOCAL ] Loaded configuration for WU: 3 features, 80.0% accuracy [2025-10-18T03:30:46.492444] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 70.0% accuracy [2025-10-18T03:30:46.492746] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.493050] [DEBUG] [LOCAL ] Loaded configuration for DLNG: 3 features, 80.0% accuracy [2025-10-18T03:30:46.493366] [DEBUG] [LOCAL ] Loaded configuration for CAE: 5 features, 70.0% accuracy [2025-10-18T03:30:46.493688] [DEBUG] [LOCAL ] Loaded configuration for CBU: 1 features, 100.0% accuracy [2025-10-18T03:30:46.494766] [DEBUG] [LOCAL ] Loaded configuration for LNC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.495105] [DEBUG] [LOCAL ] Loaded configuration for SBSW: 1 features, 50.0% accuracy [2025-10-18T03:30:46.495434] [DEBUG] [LOCAL ] Loaded configuration for SPRU: 4 features, 90.0% accuracy [2025-10-18T03:30:46.495772] [DEBUG] [LOCAL ] Loaded configuration for TKO: 3 features, 60.0% accuracy [2025-10-18T03:30:46.496075] [DEBUG] [LOCAL ] Loaded configuration for GTY: 3 features, 90.0% accuracy [2025-10-18T03:30:46.496380] [DEBUG] [LOCAL ] Loaded configuration for WEX: 5 features, 90.0% accuracy [2025-10-18T03:30:46.496698] [DEBUG] [LOCAL ] Loaded configuration for SCI: 1 features, 90.0% accuracy [2025-10-18T03:30:46.496981] [DEBUG] [LOCAL ] Loaded configuration for ETW: 4 features, 80.0% accuracy [2025-10-18T03:30:46.497072] [DEBUG] [LOCAL ] Loaded configuration for PEG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.497343] [DEBUG] [LOCAL ] Loaded configuration for KFRC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.497457] [DEBUG] [LOCAL ] Loaded configuration for BCH: 5 features, 90.0% accuracy [2025-10-18T03:30:46.497867] [DEBUG] [LOCAL ] Loaded configuration for BWSN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.498207] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-10-18T03:30:46.498600] [DEBUG] [LOCAL ] Loaded configuration for GEO: 1 features, 50.0% accuracy [2025-10-18T03:30:46.499073] [DEBUG] [LOCAL ] Loaded configuration for SABA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.499391] [DEBUG] [LOCAL ] Loaded configuration for MOV: 3 features, 80.0% accuracy [2025-10-18T03:30:46.499689] [DEBUG] [LOCAL ] Loaded configuration for BIO: 3 features, 60.0% accuracy [2025-10-18T03:30:46.500032] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 70.0% accuracy [2025-10-18T03:30:46.500165] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 50.0% accuracy [2025-10-18T03:30:46.500279] [DEBUG] [LOCAL ] Loaded configuration for PJT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.500366] [DEBUG] [LOCAL ] Loaded configuration for DCI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.500715] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.500802] [DEBUG] [LOCAL ] Loaded configuration for OIA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.501119] [DEBUG] [LOCAL ] Loaded configuration for MHD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.501412] [DEBUG] [LOCAL ] Loaded configuration for EHC: 5 features, 70.0% accuracy [2025-10-18T03:30:46.501723] [DEBUG] [LOCAL ] Loaded configuration for LTH: 0 features, 70.0% accuracy [2025-10-18T03:30:46.502062] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 90.0% accuracy [2025-10-18T03:30:46.502407] [DEBUG] [LOCAL ] Loaded configuration for HWM: 2 features, 90.0% accuracy [2025-10-18T03:30:46.502694] [DEBUG] [LOCAL ] Loaded configuration for NXC: 5 features, 90.0% accuracy [2025-10-18T03:30:46.503004] [DEBUG] [LOCAL ] Loaded configuration for VVX: 1 features, 100.0% accuracy [2025-10-18T03:30:46.503321] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 90.0% accuracy [2025-10-18T03:30:46.503635] [DEBUG] [LOCAL ] Loaded configuration for LCII: 1 features, 100.0% accuracy [2025-10-18T03:30:46.503941] [DEBUG] [LOCAL ] Loaded configuration for BDX: 3 features, 80.0% accuracy [2025-10-18T03:30:46.504274] [DEBUG] [LOCAL ] Loaded configuration for HBB: 4 features, 70.0% accuracy [2025-10-18T03:30:46.504575] [DEBUG] [LOCAL ] Loaded configuration for MET: 0 features, 50.0% accuracy [2025-10-18T03:30:46.504891] [DEBUG] [LOCAL ] Loaded configuration for GDV: 2 features, 70.0% accuracy [2025-10-18T03:30:46.505170] [DEBUG] [LOCAL ] Loaded configuration for GE: 3 features, 90.0% accuracy [2025-10-18T03:30:46.505473] [DEBUG] [LOCAL ] Loaded configuration for ATR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.506586] [DEBUG] [LOCAL ] Loaded configuration for EL: 3 features, 90.0% accuracy [2025-10-18T03:30:46.506971] [DEBUG] [LOCAL ] Loaded configuration for MANU: 3 features, 70.0% accuracy [2025-10-18T03:30:46.507314] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 5 features, 90.0% accuracy [2025-10-18T03:30:46.507635] [DEBUG] [LOCAL ] Loaded configuration for MFM: 4 features, 80.0% accuracy [2025-10-18T03:30:46.507804] [DEBUG] [LOCAL ] Loaded configuration for DHT: 1 features, 90.0% accuracy [2025-10-18T03:30:46.508097] [DEBUG] [LOCAL ] Loaded configuration for FR: 1 features, 80.0% accuracy [2025-10-18T03:30:46.508444] [DEBUG] [LOCAL ] Loaded configuration for MCI: 5 features, 90.0% accuracy [2025-10-18T03:30:46.508747] [DEBUG] [LOCAL ] Loaded configuration for WBX: 3 features, 60.0% accuracy [2025-10-18T03:30:46.508836] [DEBUG] [LOCAL ] Loaded configuration for ROG: 3 features, 80.0% accuracy [2025-10-18T03:30:46.509096] [DEBUG] [LOCAL ] Loaded configuration for YRD: 1 features, 60.0% accuracy [2025-10-18T03:30:46.509439] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.509527] [DEBUG] [LOCAL ] Loaded configuration for MQY: 3 features, 70.0% accuracy [2025-10-18T03:30:46.509821] [DEBUG] [LOCAL ] Loaded configuration for GPC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.509914] [DEBUG] [LOCAL ] Loaded configuration for NABL: 1 features, 60.0% accuracy [2025-10-18T03:30:46.510203] [DEBUG] [LOCAL ] Loaded configuration for AWI: 3 features, 80.0% accuracy [2025-10-18T03:30:46.510528] [DEBUG] [LOCAL ] Loaded configuration for GNE: 4 features, 100.0% accuracy [2025-10-18T03:30:46.510901] [DEBUG] [LOCAL ] Loaded configuration for BWLP: 2 features, 80.0% accuracy [2025-10-18T03:30:46.510991] [DEBUG] [LOCAL ] Loaded configuration for MWA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.511059] [DEBUG] [LOCAL ] Loaded configuration for DKL: 1 features, 60.0% accuracy [2025-10-18T03:30:46.511959] [DEBUG] [LOCAL ] Loaded configuration for GPN: 1 features, 50.0% accuracy [2025-10-18T03:30:46.512102] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 5 features, 70.0% accuracy [2025-10-18T03:30:46.512420] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 1 features, 60.0% accuracy [2025-10-18T03:30:46.513530] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-10-18T03:30:46.513852] [DEBUG] [LOCAL ] Loaded configuration for KMX: 2 features, 60.0% accuracy [2025-10-18T03:30:46.514213] [DEBUG] [LOCAL ] Loaded configuration for CGV: 1 features, 70.0% accuracy [2025-10-18T03:30:46.514561] [DEBUG] [LOCAL ] Loaded configuration for TM: 0 features, 50.0% accuracy [2025-10-18T03:30:46.514934] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 1 features, 60.0% accuracy [2025-10-18T03:30:46.515270] [DEBUG] [LOCAL ] Loaded configuration for TOST: 4 features, 90.0% accuracy [2025-10-18T03:30:46.515395] [DEBUG] [LOCAL ] Loaded configuration for AROC: 0 features, 80.0% accuracy [2025-10-18T03:30:46.515533] [DEBUG] [LOCAL ] Loaded configuration for MTN: 1 features, 100.0% accuracy [2025-10-18T03:30:46.515866] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 4 features, 70.0% accuracy [2025-10-18T03:30:46.516187] [DEBUG] [LOCAL ] Loaded configuration for BWXT: 3 features, 90.0% accuracy [2025-10-18T03:30:46.516516] [DEBUG] [LOCAL ] Loaded configuration for GRDN: 1 features, 50.0% accuracy [2025-10-18T03:30:46.516828] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-10-18T03:30:46.516921] [DEBUG] [LOCAL ] Loaded configuration for DRH: 1 features, 80.0% accuracy [2025-10-18T03:30:46.517248] [DEBUG] [LOCAL ] Loaded configuration for SFB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.517586] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-10-18T03:30:46.518031] [DEBUG] [LOCAL ] Loaded configuration for TFC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.518127] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.518195] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.518479] [DEBUG] [LOCAL ] Loaded configuration for BOH: 3 features, 90.0% accuracy [2025-10-18T03:30:46.518570] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.518889] [DEBUG] [LOCAL ] Loaded configuration for STK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.519201] [DEBUG] [LOCAL ] Loaded configuration for DEO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.519556] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 90.0% accuracy [2025-10-18T03:30:46.519881] [DEBUG] [LOCAL ] Loaded configuration for JILL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.520248] [DEBUG] [LOCAL ] Loaded configuration for CIA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.520613] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 80.0% accuracy [2025-10-18T03:30:46.521066] [DEBUG] [LOCAL ] Loaded configuration for SPB: 2 features, 70.0% accuracy [2025-10-18T03:30:46.521495] [DEBUG] [LOCAL ] Loaded configuration for UMC: 4 features, 60.0% accuracy [2025-10-18T03:30:46.521886] [DEBUG] [LOCAL ] Loaded configuration for MMT: 4 features, 50.0% accuracy [2025-10-18T03:30:46.523020] [DEBUG] [LOCAL ] Loaded configuration for TWI: 0 features, 70.0% accuracy [2025-10-18T03:30:46.523362] [DEBUG] [LOCAL ] Loaded configuration for MLM: 0 features, 60.0% accuracy [2025-10-18T03:30:46.523687] [DEBUG] [LOCAL ] Loaded configuration for ACM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.524795] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 2 features, 60.0% accuracy [2025-10-18T03:30:46.525130] [DEBUG] [LOCAL ] Loaded configuration for WSR: 1 features, 50.0% accuracy [2025-10-18T03:30:46.525486] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.525843] [DEBUG] [LOCAL ] Loaded configuration for TCBX: 3 features, 90.0% accuracy [2025-10-18T03:30:46.526195] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.526343] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 90.0% accuracy [2025-10-18T03:30:46.526680] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 70.0% accuracy [2025-10-18T03:30:46.527048] [DEBUG] [LOCAL ] Loaded configuration for EDU: 3 features, 80.0% accuracy [2025-10-18T03:30:46.527369] [DEBUG] [LOCAL ] Loaded configuration for TWO: 4 features, 90.0% accuracy [2025-10-18T03:30:46.527686] [DEBUG] [LOCAL ] Loaded configuration for AMTD: 7 features, 90.0% accuracy [2025-10-18T03:30:46.528093] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 70.0% accuracy [2025-10-18T03:30:46.528395] [DEBUG] [LOCAL ] Loaded configuration for ATEN: 1 features, 60.0% accuracy [2025-10-18T03:30:46.528487] [DEBUG] [LOCAL ] Loaded configuration for MTW: 2 features, 80.0% accuracy [2025-10-18T03:30:46.528831] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 80.0% accuracy [2025-10-18T03:30:46.529252] [DEBUG] [LOCAL ] Loaded configuration for INGR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.529620] [DEBUG] [LOCAL ] Loaded configuration for FINV: 3 features, 90.0% accuracy [2025-10-18T03:30:46.529954] [DEBUG] [LOCAL ] Loaded configuration for ENO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.530271] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.530617] [DEBUG] [LOCAL ] Loaded configuration for C: 3 features, 70.0% accuracy [2025-10-18T03:30:46.530748] [DEBUG] [LOCAL ] Loaded configuration for ROK: 4 features, 60.0% accuracy [2025-10-18T03:30:46.531058] [DEBUG] [LOCAL ] Loaded configuration for WOR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.531445] [DEBUG] [LOCAL ] Loaded configuration for EOG: 1 features, 80.0% accuracy [2025-10-18T03:30:46.531761] [DEBUG] [LOCAL ] Loaded configuration for HQH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.532056] [DEBUG] [LOCAL ] Loaded configuration for ORN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.532426] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 1 features, 90.0% accuracy [2025-10-18T03:30:46.532742] [DEBUG] [LOCAL ] Loaded configuration for WWW: 2 features, 70.0% accuracy [2025-10-18T03:30:46.533035] [DEBUG] [LOCAL ] Loaded configuration for BOE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.533405] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.533701] [DEBUG] [LOCAL ] Loaded configuration for SB: 3 features, 90.0% accuracy [2025-10-18T03:30:46.533816] [DEBUG] [LOCAL ] Loaded configuration for PRKS: 2 features, 80.0% accuracy [2025-10-18T03:30:46.534177] [DEBUG] [LOCAL ] Loaded configuration for VAC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.534475] [DEBUG] [LOCAL ] Loaded configuration for VPV: 1 features, 80.0% accuracy [2025-10-18T03:30:46.534565] [DEBUG] [LOCAL ] Loaded configuration for PMT: 1 features, 90.0% accuracy [2025-10-18T03:30:46.534835] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 4 features, 90.0% accuracy [2025-10-18T03:30:46.535174] [DEBUG] [LOCAL ] Loaded configuration for DOC: 1 features, 50.0% accuracy [2025-10-18T03:30:46.535553] [DEBUG] [LOCAL ] Loaded configuration for GD: 0 features, 90.0% accuracy [2025-10-18T03:30:46.535931] [DEBUG] [LOCAL ] Loaded configuration for MAIN: 4 features, 100.0% accuracy [2025-10-18T03:30:46.536356] [DEBUG] [LOCAL ] Loaded configuration for AL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.536448] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 1 features, 50.0% accuracy [2025-10-18T03:30:46.536516] [DEBUG] [LOCAL ] Loaded configuration for PKST: 1 features, 80.0% accuracy [2025-10-18T03:30:46.536808] [DEBUG] [LOCAL ] Loaded configuration for LVS: 1 features, 90.0% accuracy [2025-10-18T03:30:46.536931] [DEBUG] [LOCAL ] Loaded configuration for NMM: 2 features, 90.0% accuracy [2025-10-18T03:30:46.537236] [DEBUG] [LOCAL ] Loaded configuration for THQ: 3 features, 60.0% accuracy [2025-10-18T03:30:46.537578] [DEBUG] [LOCAL ] Loaded configuration for SJM: 2 features, 60.0% accuracy [2025-10-18T03:30:46.538015] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 6 features, 70.0% accuracy [2025-10-18T03:30:46.538580] [DEBUG] [LOCAL ] Loaded configuration for HGLB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.539408] [DEBUG] [LOCAL ] Loaded configuration for ANET: 4 features, 100.0% accuracy [2025-10-18T03:30:46.539519] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.539829] [DEBUG] [LOCAL ] Loaded configuration for IDA: 1 features, 60.0% accuracy [2025-10-18T03:30:46.539923] [DEBUG] [LOCAL ] Loaded configuration for QXO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.540255] [DEBUG] [LOCAL ] Loaded configuration for IRS: 1 features, 50.0% accuracy [2025-10-18T03:30:46.540694] [DEBUG] [LOCAL ] Loaded configuration for BKH: 1 features, 90.0% accuracy [2025-10-18T03:30:46.541086] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-10-18T03:30:46.541488] [DEBUG] [LOCAL ] Loaded configuration for ONIT: 0 features, 60.0% accuracy [2025-10-18T03:30:46.541583] [DEBUG] [LOCAL ] Loaded configuration for OMC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.541951] [DEBUG] [LOCAL ] Loaded configuration for BXSL: 5 features, 80.0% accuracy [2025-10-18T03:30:46.542065] [DEBUG] [LOCAL ] Loaded configuration for FN: 1 features, 50.0% accuracy [2025-10-18T03:30:46.542389] [DEBUG] [LOCAL ] Loaded configuration for SON: 4 features, 80.0% accuracy [2025-10-18T03:30:46.542717] [DEBUG] [LOCAL ] Loaded configuration for TRU: 0 features, 70.0% accuracy [2025-10-18T03:30:46.543039] [DEBUG] [LOCAL ] Loaded configuration for ASGN: 1 features, 80.0% accuracy [2025-10-18T03:30:46.543430] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.543796] [DEBUG] [LOCAL ] Loaded configuration for ESNT: 2 features, 60.0% accuracy [2025-10-18T03:30:46.544120] [DEBUG] [LOCAL ] Loaded configuration for NMR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.544213] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-10-18T03:30:46.544544] [DEBUG] [LOCAL ] Loaded configuration for IVT: 4 features, 80.0% accuracy [2025-10-18T03:30:46.544883] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.545165] [DEBUG] [LOCAL ] Loaded configuration for MODG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.545481] [DEBUG] [LOCAL ] Loaded configuration for DB: 1 features, 60.0% accuracy [2025-10-18T03:30:46.545572] [DEBUG] [LOCAL ] Loaded configuration for RHP: 1 features, 50.0% accuracy [2025-10-18T03:30:46.545880] [DEBUG] [LOCAL ] Loaded configuration for CLF: 4 features, 80.0% accuracy [2025-10-18T03:30:46.546936] [DEBUG] [LOCAL ] Loaded configuration for ELV: 1 features, 70.0% accuracy [2025-10-18T03:30:46.547254] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.547607] [DEBUG] [LOCAL ] Loaded configuration for QD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.548028] [DEBUG] [LOCAL ] Loaded configuration for CLW: 0 features, 60.0% accuracy [2025-10-18T03:30:46.549127] [DEBUG] [LOCAL ] Loaded configuration for AUNA: 1 features, 100.0% accuracy [2025-10-18T03:30:46.549466] [DEBUG] [LOCAL ] Loaded configuration for BCE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.549757] [DEBUG] [LOCAL ] Loaded configuration for TNC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.550049] [DEBUG] [LOCAL ] Loaded configuration for DXYZ: 1 features, 80.0% accuracy [2025-10-18T03:30:46.551063] [DEBUG] [LOCAL ] Loaded configuration for BAX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.551405] [DEBUG] [LOCAL ] Loaded configuration for LND: 1 features, 80.0% accuracy [2025-10-18T03:30:46.551518] [DEBUG] [LOCAL ] Loaded configuration for PK: 3 features, 80.0% accuracy [2025-10-18T03:30:46.551698] [DEBUG] [LOCAL ] Loaded configuration for BRO: 0 features, 60.0% accuracy [2025-10-18T03:30:46.552033] [DEBUG] [LOCAL ] Loaded configuration for SEE: 3 features, 80.0% accuracy [2025-10-18T03:30:46.552368] [DEBUG] [LOCAL ] Loaded configuration for SW: 1 features, 100.0% accuracy [2025-10-18T03:30:46.552460] [DEBUG] [LOCAL ] Loaded configuration for OGN: 1 features, 80.0% accuracy [2025-10-18T03:30:46.552744] [DEBUG] [LOCAL ] Loaded configuration for LGI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.553029] [DEBUG] [LOCAL ] Loaded configuration for GFI: 3 features, 80.0% accuracy [2025-10-18T03:30:46.553394] [DEBUG] [LOCAL ] Loaded configuration for MMD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.553702] [DEBUG] [LOCAL ] Loaded configuration for NBB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.553834] [DEBUG] [LOCAL ] Loaded configuration for BRT: 1 features, 80.0% accuracy [2025-10-18T03:30:46.553965] [DEBUG] [LOCAL ] Loaded configuration for MSDL: 0 features, 70.0% accuracy [2025-10-18T03:30:46.554057] [DEBUG] [LOCAL ] Loaded configuration for PII: 2 features, 70.0% accuracy [2025-10-18T03:30:46.554323] [DEBUG] [LOCAL ] Loaded configuration for ETB: 0 features, 70.0% accuracy [2025-10-18T03:30:46.554638] [DEBUG] [LOCAL ] Loaded configuration for FPI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.555009] [DEBUG] [LOCAL ] Loaded configuration for PMO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.555313] [DEBUG] [LOCAL ] Loaded configuration for EGP: 1 features, 70.0% accuracy [2025-10-18T03:30:46.555594] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 2 features, 60.0% accuracy [2025-10-18T03:30:46.556147] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 80.0% accuracy [2025-10-18T03:30:46.556486] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 3 features, 80.0% accuracy [2025-10-18T03:30:46.556830] [DEBUG] [LOCAL ] Loaded configuration for FDP: 2 features, 100.0% accuracy [2025-10-18T03:30:46.557164] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 0 features, 80.0% accuracy [2025-10-18T03:30:46.557482] [DEBUG] [LOCAL ] Loaded configuration for NCA: 0 features, 40.0% accuracy [2025-10-18T03:30:46.557846] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 3 features, 90.0% accuracy [2025-10-18T03:30:46.558199] [DEBUG] [LOCAL ] Loaded configuration for RFI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.558481] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 100.0% accuracy [2025-10-18T03:30:46.558763] [DEBUG] [LOCAL ] Loaded configuration for BXMT: 5 features, 70.0% accuracy [2025-10-18T03:30:46.559045] [DEBUG] [LOCAL ] Loaded configuration for SPE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.559153] [DEBUG] [LOCAL ] Loaded configuration for PCG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.559479] [DEBUG] [LOCAL ] Loaded configuration for SOLV: 1 features, 70.0% accuracy [2025-10-18T03:30:46.559570] [DEBUG] [LOCAL ] Loaded configuration for NRG: 1 features, 80.0% accuracy [2025-10-18T03:30:46.559861] [DEBUG] [LOCAL ] Loaded configuration for WAL: 2 features, 70.0% accuracy [2025-10-18T03:30:46.560142] [DEBUG] [LOCAL ] Loaded configuration for THO: 1 features, 80.0% accuracy [2025-10-18T03:30:46.560437] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 3 features, 80.0% accuracy [2025-10-18T03:30:46.560797] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 4 features, 90.0% accuracy [2025-10-18T03:30:46.561099] [DEBUG] [LOCAL ] Loaded configuration for ABCB: 1 features, 70.0% accuracy [2025-10-18T03:30:46.561557] [DEBUG] [LOCAL ] Loaded configuration for FMC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.561682] [DEBUG] [LOCAL ] Loaded configuration for KT: 5 features, 80.0% accuracy [2025-10-18T03:30:46.562036] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 1 features, 70.0% accuracy [2025-10-18T03:30:46.562393] [DEBUG] [LOCAL ] Loaded configuration for GIS: 1 features, 100.0% accuracy [2025-10-18T03:30:46.562704] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 0 features, 60.0% accuracy [2025-10-18T03:30:46.562807] [DEBUG] [LOCAL ] Loaded configuration for RCD: 1 features, 50.0% accuracy [2025-10-18T03:30:46.562901] [DEBUG] [LOCAL ] Loaded configuration for EBF: 1 features, 60.0% accuracy [2025-10-18T03:30:46.563011] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 2 features, 80.0% accuracy [2025-10-18T03:30:46.563100] [DEBUG] [LOCAL ] Loaded configuration for DAO: 3 features, 90.0% accuracy [2025-10-18T03:30:46.563518] [DEBUG] [LOCAL ] Loaded configuration for VTS: 3 features, 70.0% accuracy [2025-10-18T03:30:46.563807] [DEBUG] [LOCAL ] Loaded configuration for MMM: 5 features, 90.0% accuracy [2025-10-18T03:30:46.564110] [DEBUG] [LOCAL ] Loaded configuration for AIO: 0 features, 70.0% accuracy [2025-10-18T03:30:46.564423] [DEBUG] [LOCAL ] Loaded configuration for HGV: 3 features, 60.0% accuracy [2025-10-18T03:30:46.564761] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 0 features, 70.0% accuracy [2025-10-18T03:30:46.564853] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 3 features, 80.0% accuracy [2025-10-18T03:30:46.565181] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 2 features, 90.0% accuracy [2025-10-18T03:30:46.566186] [DEBUG] [LOCAL ] Loaded configuration for GCI: 1 features, 50.0% accuracy [2025-10-18T03:30:46.566535] [DEBUG] [LOCAL ] Loaded configuration for AXS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.566917] [DEBUG] [LOCAL ] Loaded configuration for S: 5 features, 90.0% accuracy [2025-10-18T03:30:46.567249] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 3 features, 70.0% accuracy [2025-10-18T03:30:46.567343] [DEBUG] [LOCAL ] Loaded configuration for CHPT: 0 features, 50.0% accuracy [2025-10-18T03:30:46.567438] [DEBUG] [LOCAL ] Loaded configuration for NE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.567714] [DEBUG] [LOCAL ] Loaded configuration for FTS: 0 features, 60.0% accuracy [2025-10-18T03:30:46.568053] [DEBUG] [LOCAL ] Loaded configuration for CCO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.568167] [DEBUG] [LOCAL ] Loaded configuration for RELX: 0 features, 50.0% accuracy [2025-10-18T03:30:46.568539] [DEBUG] [LOCAL ] Loaded configuration for AMP: 2 features, 70.0% accuracy [2025-10-18T03:30:46.568827] [DEBUG] [LOCAL ] Loaded configuration for CBL: 3 features, 60.0% accuracy [2025-10-18T03:30:46.568970] [DEBUG] [LOCAL ] Loaded configuration for NXJ: 3 features, 70.0% accuracy [2025-10-18T03:30:46.569110] [DEBUG] [LOCAL ] Loaded configuration for WPP: 3 features, 100.0% accuracy [2025-10-18T03:30:46.569464] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 1 features, 70.0% accuracy [2025-10-18T03:30:46.569879] [DEBUG] [LOCAL ] Loaded configuration for IPG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.570026] [DEBUG] [LOCAL ] Loaded configuration for R: 3 features, 100.0% accuracy [2025-10-18T03:30:46.570418] [DEBUG] [LOCAL ] Loaded configuration for ICL: 3 features, 90.0% accuracy [2025-10-18T03:30:46.570808] [DEBUG] [LOCAL ] Loaded configuration for CRM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.571191] [DEBUG] [LOCAL ] Loaded configuration for CNM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.571592] [DEBUG] [LOCAL ] Loaded configuration for SRV: 4 features, 90.0% accuracy [2025-10-18T03:30:46.571783] [DEBUG] [LOCAL ] Loaded configuration for DTG: 0 features, 40.0% accuracy [2025-10-18T03:30:46.572158] [DEBUG] [LOCAL ] Loaded configuration for DEI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.572506] [DEBUG] [LOCAL ] Loaded configuration for DTB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.572681] [DEBUG] [LOCAL ] Loaded configuration for MSM: 1 features, 90.0% accuracy [2025-10-18T03:30:46.572961] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 3 features, 80.0% accuracy [2025-10-18T03:30:46.573261] [DEBUG] [LOCAL ] Loaded configuration for COF: 3 features, 70.0% accuracy [2025-10-18T03:30:46.573613] [DEBUG] [LOCAL ] Loaded configuration for CWT: 4 features, 50.0% accuracy [2025-10-18T03:30:46.573931] [DEBUG] [LOCAL ] Loaded configuration for GNT: 3 features, 70.0% accuracy [2025-10-18T03:30:46.574217] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.574552] [DEBUG] [LOCAL ] Loaded configuration for AORT: 1 features, 80.0% accuracy [2025-10-18T03:30:46.574879] [DEBUG] [LOCAL ] Loaded configuration for TSI: 5 features, 80.0% accuracy [2025-10-18T03:30:46.575207] [DEBUG] [LOCAL ] Loaded configuration for EVTR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.575501] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.575794] [DEBUG] [LOCAL ] Loaded configuration for WS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.576066] [DEBUG] [LOCAL ] Loaded configuration for EMN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.576375] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-10-18T03:30:46.576685] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 100.0% accuracy [2025-10-18T03:30:46.576957] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.577283] [DEBUG] [LOCAL ] Loaded configuration for EMO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.577576] [DEBUG] [LOCAL ] Loaded configuration for RWT: 5 features, 60.0% accuracy [2025-10-18T03:30:46.577890] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 70.0% accuracy [2025-10-18T03:30:46.578212] [DEBUG] [LOCAL ] Loaded configuration for DOW: 1 features, 80.0% accuracy [2025-10-18T03:30:46.578525] [DEBUG] [LOCAL ] Loaded configuration for KMT: 4 features, 90.0% accuracy [2025-10-18T03:30:46.578613] [DEBUG] [LOCAL ] Loaded configuration for RKT: 1 features, 90.0% accuracy [2025-10-18T03:30:46.578730] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 4 features, 70.0% accuracy [2025-10-18T03:30:46.579006] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 0 features, 70.0% accuracy [2025-10-18T03:30:46.579113] [DEBUG] [LOCAL ] Loaded configuration for NGVT: 1 features, 100.0% accuracy [2025-10-18T03:30:46.579385] [DEBUG] [LOCAL ] Loaded configuration for HRB: 4 features, 80.0% accuracy [2025-10-18T03:30:46.579732] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 90.0% accuracy [2025-10-18T03:30:46.580107] [DEBUG] [LOCAL ] Loaded configuration for VYX: 2 features, 100.0% accuracy [2025-10-18T03:30:46.580475] [DEBUG] [LOCAL ] Loaded configuration for LVWR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.580778] [DEBUG] [LOCAL ] Loaded configuration for ETY: 4 features, 80.0% accuracy [2025-10-18T03:30:46.581121] [DEBUG] [LOCAL ] Loaded configuration for A: 0 features, 70.0% accuracy [2025-10-18T03:30:46.582109] [DEBUG] [LOCAL ] Loaded configuration for LOB: 2 features, 70.0% accuracy [2025-10-18T03:30:46.582418] [DEBUG] [LOCAL ] Loaded configuration for NPK: 3 features, 90.0% accuracy [2025-10-18T03:30:46.582749] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.583043] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.583334] [DEBUG] [LOCAL ] Loaded configuration for BRC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.583610] [DEBUG] [LOCAL ] Loaded configuration for BA: 2 features, 80.0% accuracy [2025-10-18T03:30:46.583931] [DEBUG] [LOCAL ] Loaded configuration for PFN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.584458] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 3 features, 70.0% accuracy [2025-10-18T03:30:46.584761] [DEBUG] [LOCAL ] Loaded configuration for KOF: 2 features, 60.0% accuracy [2025-10-18T03:30:46.585045] [DEBUG] [LOCAL ] Loaded configuration for EQH: 2 features, 90.0% accuracy [2025-10-18T03:30:46.585184] [DEBUG] [LOCAL ] Loaded configuration for RITM: 5 features, 80.0% accuracy [2025-10-18T03:30:46.585587] [DEBUG] [LOCAL ] Loaded configuration for FRA: 1 features, 70.0% accuracy [2025-10-18T03:30:46.585965] [DEBUG] [LOCAL ] Loaded configuration for STLA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.586261] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 2 features, 70.0% accuracy [2025-10-18T03:30:46.586352] [DEBUG] [LOCAL ] Loaded configuration for RCI: 4 features, 100.0% accuracy [2025-10-18T03:30:46.586627] [DEBUG] [LOCAL ] Loaded configuration for MCN: 3 features, 80.0% accuracy [2025-10-18T03:30:46.586953] [DEBUG] [LOCAL ] Loaded configuration for IDT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.587274] [DEBUG] [LOCAL ] Loaded configuration for HYI: 1 features, 90.0% accuracy [2025-10-18T03:30:46.587545] [DEBUG] [LOCAL ] Loaded configuration for SKE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.587891] [DEBUG] [LOCAL ] Loaded configuration for MAC: 3 features, 90.0% accuracy [2025-10-18T03:30:46.587983] [DEBUG] [LOCAL ] Loaded configuration for OKE: 2 features, 40.0% accuracy [2025-10-18T03:30:46.588314] [DEBUG] [LOCAL ] Loaded configuration for SPG: 3 features, 60.0% accuracy [2025-10-18T03:30:46.588616] [DEBUG] [LOCAL ] Loaded configuration for ITW: 3 features, 80.0% accuracy [2025-10-18T03:30:46.588928] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 1 features, 80.0% accuracy [2025-10-18T03:30:46.589020] [DEBUG] [LOCAL ] Loaded configuration for PCOR: 4 features, 100.0% accuracy [2025-10-18T03:30:46.589335] [DEBUG] [LOCAL ] Loaded configuration for SBS: 4 features, 70.0% accuracy [2025-10-18T03:30:46.589449] [DEBUG] [LOCAL ] Loaded configuration for PFH: 4 features, 70.0% accuracy [2025-10-18T03:30:46.589740] [DEBUG] [LOCAL ] Loaded configuration for SUPV: 1 features, 80.0% accuracy [2025-10-18T03:30:46.590040] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 4 features, 80.0% accuracy [2025-10-18T03:30:46.590360] [DEBUG] [LOCAL ] Loaded configuration for U: 1 features, 90.0% accuracy [2025-10-18T03:30:46.590452] [DEBUG] [LOCAL ] Loaded configuration for RTO: 5 features, 90.0% accuracy [2025-10-18T03:30:46.590739] [DEBUG] [LOCAL ] Loaded configuration for PSF: 2 features, 80.0% accuracy [2025-10-18T03:30:46.591036] [DEBUG] [LOCAL ] Loaded configuration for PNNT: 5 features, 80.0% accuracy [2025-10-18T03:30:46.591370] [DEBUG] [LOCAL ] Loaded configuration for PSBD: 5 features, 80.0% accuracy [2025-10-18T03:30:46.591483] [DEBUG] [LOCAL ] Loaded configuration for PSN: 4 features, 80.0% accuracy [2025-10-18T03:30:46.591773] [DEBUG] [LOCAL ] Loaded configuration for SNN: 1 features, 60.0% accuracy [2025-10-18T03:30:46.592031] [DEBUG] [LOCAL ] Loaded configuration for TUYA: 3 features, 50.0% accuracy [2025-10-18T03:30:46.592341] [DEBUG] [LOCAL ] Loaded configuration for ATMU: 1 features, 60.0% accuracy [2025-10-18T03:30:46.592605] [DEBUG] [LOCAL ] Loaded configuration for GETY: 3 features, 50.0% accuracy [2025-10-18T03:30:46.592979] [DEBUG] [LOCAL ] Loaded configuration for PDS: 1 features, 80.0% accuracy [2025-10-18T03:30:46.593310] [DEBUG] [LOCAL ] Loaded configuration for FTI: 4 features, 90.0% accuracy [2025-10-18T03:30:46.593597] [DEBUG] [LOCAL ] Loaded configuration for LNG: 4 features, 70.0% accuracy [2025-10-18T03:30:46.593962] [DEBUG] [LOCAL ] Loaded configuration for WSO: 0 features, 60.0% accuracy [2025-10-18T03:30:46.594307] [DEBUG] [LOCAL ] Loaded configuration for SMP: 5 features, 60.0% accuracy [2025-10-18T03:30:46.594595] [DEBUG] [LOCAL ] Loaded configuration for LXP: 0 features, 60.0% accuracy [2025-10-18T03:30:46.594732] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 5 features, 90.0% accuracy [2025-10-18T03:30:46.595007] [DEBUG] [LOCAL ] Loaded configuration for SNX: 3 features, 90.0% accuracy [2025-10-18T03:30:46.595307] [DEBUG] [LOCAL ] Loaded configuration for ABM: 1 features, 70.0% accuracy [2025-10-18T03:30:46.595722] [DEBUG] [LOCAL ] Loaded configuration for AZZ: 3 features, 70.0% accuracy [2025-10-18T03:30:46.596050] [DEBUG] [LOCAL ] Loaded configuration for AIG: 2 features, 60.0% accuracy [2025-10-18T03:30:46.597172] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 90.0% accuracy [2025-10-18T03:30:46.597456] [DEBUG] [LOCAL ] Loaded configuration for GAB: 1 features, 90.0% accuracy [2025-10-18T03:30:46.597567] [DEBUG] [LOCAL ] Loaded configuration for HIX: 1 features, 70.0% accuracy [2025-10-18T03:30:46.597943] [DEBUG] [LOCAL ] Loaded configuration for BMN: 2 features, 90.0% accuracy [2025-10-18T03:30:46.598268] [DEBUG] [LOCAL ] Loaded configuration for DINO: 1 features, 80.0% accuracy [2025-10-18T03:30:46.598631] [DEBUG] [LOCAL ] Loaded configuration for AMPX: 4 features, 80.0% accuracy [2025-10-18T03:30:46.598759] [DEBUG] [LOCAL ] Loaded configuration for OC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.599017] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 90.0% accuracy [2025-10-18T03:30:46.599129] [DEBUG] [LOCAL ] Loaded configuration for CACI: 1 features, 60.0% accuracy [2025-10-18T03:30:46.599397] [DEBUG] [LOCAL ] Loaded configuration for MPA: 3 features, 80.0% accuracy [2025-10-18T03:30:46.599811] [DEBUG] [LOCAL ] Loaded configuration for GEV: 1 features, 70.0% accuracy [2025-10-18T03:30:46.600151] [DEBUG] [LOCAL ] Loaded configuration for GNW: 4 features, 80.0% accuracy [2025-10-18T03:30:46.600461] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 1 features, 70.0% accuracy [2025-10-18T03:30:46.600554] [DEBUG] [LOCAL ] Loaded configuration for NPWR: 4 features, 80.0% accuracy [2025-10-18T03:30:46.600810] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.601096] [DEBUG] [LOCAL ] Loaded configuration for IHD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.601444] [DEBUG] [LOCAL ] Loaded configuration for NNI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.601536] [DEBUG] [LOCAL ] Loaded configuration for NOW: 1 features, 80.0% accuracy [2025-10-18T03:30:46.601824] [DEBUG] [LOCAL ] Loaded configuration for NCV: 1 features, 90.0% accuracy [2025-10-18T03:30:46.602101] [DEBUG] [LOCAL ] Loaded configuration for SGU: 4 features, 80.0% accuracy [2025-10-18T03:30:46.602377] [DEBUG] [LOCAL ] Loaded configuration for MEI: 4 features, 90.0% accuracy [2025-10-18T03:30:46.602703] [DEBUG] [LOCAL ] Loaded configuration for SPH: 1 features, 70.0% accuracy [2025-10-18T03:30:46.602975] [DEBUG] [LOCAL ] Loaded configuration for SBH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.603243] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-10-18T03:30:46.603354] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 2 features, 90.0% accuracy [2025-10-18T03:30:46.603689] [DEBUG] [LOCAL ] Loaded configuration for BBAR: 1 features, 60.0% accuracy [2025-10-18T03:30:46.604011] [DEBUG] [LOCAL ] Loaded configuration for BOND: 4 features, 50.0% accuracy [2025-10-18T03:30:46.604325] [DEBUG] [LOCAL ] Loaded configuration for MHO: 0 features, 70.0% accuracy [2025-10-18T03:30:46.604606] [DEBUG] [LOCAL ] Loaded configuration for AMC: 3 features, 80.0% accuracy [2025-10-18T03:30:46.604919] [DEBUG] [LOCAL ] Loaded configuration for CFR: 1 features, 90.0% accuracy [2025-10-18T03:30:46.605296] [DEBUG] [LOCAL ] Loaded configuration for TDF: 1 features, 60.0% accuracy [2025-10-18T03:30:46.605602] [DEBUG] [LOCAL ] Loaded configuration for ALK: 1 features, 90.0% accuracy [2025-10-18T03:30:46.605971] [DEBUG] [LOCAL ] Loaded configuration for WY: 3 features, 60.0% accuracy [2025-10-18T03:30:46.606062] [DEBUG] [LOCAL ] Loaded configuration for PPL: 4 features, 50.0% accuracy [2025-10-18T03:30:46.606368] [DEBUG] [LOCAL ] Loaded configuration for KW: 2 features, 70.0% accuracy [2025-10-18T03:30:46.606695] [DEBUG] [LOCAL ] Loaded configuration for ECG: 1 features, 100.0% accuracy [2025-10-18T03:30:46.607003] [DEBUG] [LOCAL ] Loaded configuration for MMU: 2 features, 80.0% accuracy [2025-10-18T03:30:46.607461] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.607584] [DEBUG] [LOCAL ] Loaded configuration for JRS: 3 features, 90.0% accuracy [2025-10-18T03:30:46.607916] [DEBUG] [LOCAL ] Loaded configuration for LOAR: 4 features, 80.0% accuracy [2025-10-18T03:30:46.608222] [DEBUG] [LOCAL ] Loaded configuration for AMG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.608516] [DEBUG] [LOCAL ] Loaded configuration for SVV: 3 features, 80.0% accuracy [2025-10-18T03:30:46.608813] [DEBUG] [LOCAL ] Loaded configuration for STT: 3 features, 70.0% accuracy [2025-10-18T03:30:46.609099] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 2 features, 70.0% accuracy [2025-10-18T03:30:46.609209] [DEBUG] [LOCAL ] Loaded configuration for PGR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.609466] [DEBUG] [LOCAL ] Loaded configuration for FRO: 1 features, 60.0% accuracy [2025-10-18T03:30:46.609755] [DEBUG] [LOCAL ] Loaded configuration for GWH: 2 features, 70.0% accuracy [2025-10-18T03:30:46.610022] [DEBUG] [LOCAL ] Loaded configuration for KKR: 3 features, 60.0% accuracy [2025-10-18T03:30:46.610331] [DEBUG] [LOCAL ] Loaded configuration for IRM: 4 features, 90.0% accuracy [2025-10-18T03:30:46.610679] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 3 features, 80.0% accuracy [2025-10-18T03:30:46.610999] [DEBUG] [LOCAL ] Loaded configuration for LAW: 2 features, 60.0% accuracy [2025-10-18T03:30:46.611272] [DEBUG] [LOCAL ] Loaded configuration for GENI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.611614] [DEBUG] [LOCAL ] Loaded configuration for WKC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.611937] [DEBUG] [LOCAL ] Loaded configuration for FMY: 2 features, 80.0% accuracy [2025-10-18T03:30:46.612273] [DEBUG] [LOCAL ] Loaded configuration for VTR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.612364] [DEBUG] [LOCAL ] Loaded configuration for NEE: 3 features, 80.0% accuracy [2025-10-18T03:30:46.612431] [DEBUG] [LOCAL ] Loaded configuration for DDD: 2 features, 70.0% accuracy [2025-10-18T03:30:46.612702] [DEBUG] [LOCAL ] Loaded configuration for AS: 3 features, 80.0% accuracy [2025-10-18T03:30:46.612972] [DEBUG] [LOCAL ] Loaded configuration for JCI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.613062] [DEBUG] [LOCAL ] Loaded configuration for NET: 2 features, 80.0% accuracy [2025-10-18T03:30:46.613133] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 0 features, 70.0% accuracy [2025-10-18T03:30:46.613436] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 50.0% accuracy [2025-10-18T03:30:46.613720] [DEBUG] [LOCAL ] Loaded configuration for SR: 3 features, 90.0% accuracy [2025-10-18T03:30:46.614039] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 3 features, 70.0% accuracy [2025-10-18T03:30:46.614325] [DEBUG] [LOCAL ] Loaded configuration for KB: 3 features, 70.0% accuracy [2025-10-18T03:30:46.614611] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 2 features, 60.0% accuracy [2025-10-18T03:30:46.614918] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.615008] [DEBUG] [LOCAL ] Loaded configuration for ACA: 3 features, 90.0% accuracy [2025-10-18T03:30:46.615075] [DEBUG] [LOCAL ] Loaded configuration for CRT: 2 features, 90.0% accuracy [2025-10-18T03:30:46.615327] [DEBUG] [LOCAL ] Loaded configuration for CAL: 4 features, 80.0% accuracy [2025-10-18T03:30:46.615439] [DEBUG] [LOCAL ] Loaded configuration for DELL: 3 features, 60.0% accuracy [2025-10-18T03:30:46.615760] [DEBUG] [LOCAL ] Loaded configuration for IAG: 3 features, 80.0% accuracy [2025-10-18T03:30:46.616033] [DEBUG] [LOCAL ] Loaded configuration for MEG: 5 features, 80.0% accuracy [2025-10-18T03:30:46.616342] [DEBUG] [LOCAL ] Loaded configuration for GRNT: 3 features, 90.0% accuracy [2025-10-18T03:30:46.616685] [DEBUG] [LOCAL ] Loaded configuration for KFS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.616970] [DEBUG] [LOCAL ] Loaded configuration for RIG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.617305] [DEBUG] [LOCAL ] Loaded configuration for MC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.617603] [DEBUG] [LOCAL ] Loaded configuration for MED: 2 features, 70.0% accuracy [2025-10-18T03:30:46.617962] [DEBUG] [LOCAL ] Loaded configuration for BUI: 0 features, 70.0% accuracy [2025-10-18T03:30:46.618288] [DEBUG] [LOCAL ] Loaded configuration for SWX: 2 features, 60.0% accuracy [2025-10-18T03:30:46.618596] [DEBUG] [LOCAL ] Loaded configuration for BXP: 0 features, 80.0% accuracy [2025-10-18T03:30:46.618912] [DEBUG] [LOCAL ] Loaded configuration for FXED: 5 features, 60.0% accuracy [2025-10-18T03:30:46.619211] [DEBUG] [LOCAL ] Loaded configuration for APLE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.619522] [DEBUG] [LOCAL ] Loaded configuration for ATHS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.619800] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 1 features, 90.0% accuracy [2025-10-18T03:30:46.619947] [DEBUG] [LOCAL ] Loaded configuration for SNOW: 0 features, 90.0% accuracy [2025-10-18T03:30:46.620254] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.620396] [DEBUG] [LOCAL ] Loaded configuration for MUX: 7 features, 90.0% accuracy [2025-10-18T03:30:46.620832] [DEBUG] [LOCAL ] Loaded configuration for GIL: 2 features, 70.0% accuracy [2025-10-18T03:30:46.621134] [DEBUG] [LOCAL ] Loaded configuration for COMP: 3 features, 70.0% accuracy [2025-10-18T03:30:46.621254] [DEBUG] [LOCAL ] Loaded configuration for ADC: 4 features, 70.0% accuracy [2025-10-18T03:30:46.621544] [DEBUG] [LOCAL ] Loaded configuration for CPT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.621843] [DEBUG] [LOCAL ] Loaded configuration for BUD: 3 features, 100.0% accuracy [2025-10-18T03:30:46.622150] [DEBUG] [LOCAL ] Loaded configuration for AI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.622488] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 3 features, 80.0% accuracy [2025-10-18T03:30:46.622774] [DEBUG] [LOCAL ] Loaded configuration for BHP: 3 features, 60.0% accuracy [2025-10-18T03:30:46.623041] [DEBUG] [LOCAL ] Loaded configuration for HR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.623132] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 3 features, 60.0% accuracy [2025-10-18T03:30:46.623469] [DEBUG] [LOCAL ] Loaded configuration for SEMR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.623580] [DEBUG] [LOCAL ] Loaded configuration for OUT: 4 features, 80.0% accuracy [2025-10-18T03:30:46.623904] [DEBUG] [LOCAL ] Loaded configuration for GCTS: 1 features, 70.0% accuracy [2025-10-18T03:30:46.624246] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 100.0% accuracy [2025-10-18T03:30:46.624545] [DEBUG] [LOCAL ] Loaded configuration for FOF: 3 features, 80.0% accuracy [2025-10-18T03:30:46.624680] [DEBUG] [LOCAL ] Loaded configuration for RLI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.625003] [DEBUG] [LOCAL ] Loaded configuration for UNP: 1 features, 80.0% accuracy [2025-10-18T03:30:46.625297] [DEBUG] [LOCAL ] Loaded configuration for TRC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.625586] [DEBUG] [LOCAL ] Loaded configuration for HZO: 4 features, 90.0% accuracy [2025-10-18T03:30:46.625895] [DEBUG] [LOCAL ] Loaded configuration for IONQ: 1 features, 50.0% accuracy [2025-10-18T03:30:46.625985] [DEBUG] [LOCAL ] Loaded configuration for DSL: 4 features, 60.0% accuracy [2025-10-18T03:30:46.626282] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 70.0% accuracy [2025-10-18T03:30:46.626602] [DEBUG] [LOCAL ] Loaded configuration for NIM: 1 features, 60.0% accuracy [2025-10-18T03:30:46.626909] [DEBUG] [LOCAL ] Loaded configuration for NPV: 2 features, 70.0% accuracy [2025-10-18T03:30:46.627231] [DEBUG] [LOCAL ] Loaded configuration for LW: 6 features, 90.0% accuracy [2025-10-18T03:30:46.627534] [DEBUG] [LOCAL ] Loaded configuration for VICI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.627820] [DEBUG] [LOCAL ] Loaded configuration for MITP: 1 features, 70.0% accuracy [2025-10-18T03:30:46.628103] [DEBUG] [LOCAL ] Loaded configuration for CXM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.628410] [DEBUG] [LOCAL ] Loaded configuration for DDL: 2 features, 70.0% accuracy [2025-10-18T03:30:46.628501] [DEBUG] [LOCAL ] Loaded configuration for PBH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.628591] [DEBUG] [LOCAL ] Loaded configuration for PRI: 2 features, 50.0% accuracy [2025-10-18T03:30:46.628957] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 2 features, 90.0% accuracy [2025-10-18T03:30:46.629252] [DEBUG] [LOCAL ] Loaded configuration for AWP: 1 features, 50.0% accuracy [2025-10-18T03:30:46.629546] [DEBUG] [LOCAL ] Loaded configuration for ESE: 1 features, 90.0% accuracy [2025-10-18T03:30:46.629838] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 90.0% accuracy [2025-10-18T03:30:46.630176] [DEBUG] [LOCAL ] Loaded configuration for FCN: 2 features, 60.0% accuracy [2025-10-18T03:30:46.630506] [DEBUG] [LOCAL ] Loaded configuration for FVR: 1 features, 60.0% accuracy [2025-10-18T03:30:46.630780] [DEBUG] [LOCAL ] Loaded configuration for GAM: 2 features, 80.0% accuracy [2025-10-18T03:30:46.631058] [DEBUG] [LOCAL ] Loaded configuration for GFL: 1 features, 80.0% accuracy [2025-10-18T03:30:46.631169] [DEBUG] [LOCAL ] Loaded configuration for RSG: 1 features, 50.0% accuracy [2025-10-18T03:30:46.631496] [DEBUG] [LOCAL ] Loaded configuration for CMU: 3 features, 60.0% accuracy [2025-10-18T03:30:46.631587] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.631911] [DEBUG] [LOCAL ] Loaded configuration for MYN: 2 features, 60.0% accuracy [2025-10-18T03:30:46.632198] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 3 features, 40.0% accuracy [2025-10-18T03:30:46.632480] [DEBUG] [LOCAL ] Loaded configuration for DECK: 3 features, 70.0% accuracy [2025-10-18T03:30:46.632774] [DEBUG] [LOCAL ] Loaded configuration for GNK: 0 features, 80.0% accuracy [2025-10-18T03:30:46.633093] [DEBUG] [LOCAL ] Loaded configuration for AWR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.633370] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 3 features, 60.0% accuracy [2025-10-18T03:30:46.633681] [DEBUG] [LOCAL ] Loaded configuration for VBF: 1 features, 80.0% accuracy [2025-10-18T03:30:46.634022] [DEBUG] [LOCAL ] Loaded configuration for BGX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.634345] [DEBUG] [LOCAL ] Loaded configuration for DNA: 3 features, 90.0% accuracy [2025-10-18T03:30:46.634684] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 80.0% accuracy [2025-10-18T03:30:46.634795] [DEBUG] [LOCAL ] Loaded configuration for OEC: 3 features, 100.0% accuracy [2025-10-18T03:30:46.635073] [DEBUG] [LOCAL ] Loaded configuration for WAT: 1 features, 80.0% accuracy [2025-10-18T03:30:46.635343] [DEBUG] [LOCAL ] Loaded configuration for TDW: 2 features, 70.0% accuracy [2025-10-18T03:30:46.635616] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.635746] [DEBUG] [LOCAL ] Loaded configuration for NTB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.636058] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 40.0% accuracy [2025-10-18T03:30:46.636353] [DEBUG] [LOCAL ] Loaded configuration for SCD: 4 features, 80.0% accuracy [2025-10-18T03:30:46.636665] [DEBUG] [LOCAL ] Loaded configuration for KTB: 5 features, 90.0% accuracy [2025-10-18T03:30:46.637000] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-10-18T03:30:46.637525] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 1 features, 90.0% accuracy [2025-10-18T03:30:46.637865] [DEBUG] [LOCAL ] Loaded configuration for LOW: 2 features, 80.0% accuracy [2025-10-18T03:30:46.638167] [DEBUG] [LOCAL ] Loaded configuration for LNN: 2 features, 70.0% accuracy [2025-10-18T03:30:46.638503] [DEBUG] [LOCAL ] Loaded configuration for DIAX: 5 features, 90.0% accuracy [2025-10-18T03:30:46.638609] [DEBUG] [LOCAL ] Loaded configuration for PAG: 4 features, 90.0% accuracy [2025-10-18T03:30:46.638961] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 5 features, 90.0% accuracy [2025-10-18T03:30:46.639247] [DEBUG] [LOCAL ] Loaded configuration for DOV: 7 features, 80.0% accuracy [2025-10-18T03:30:46.639541] [DEBUG] [LOCAL ] Loaded configuration for TBI: 1 features, 90.0% accuracy [2025-10-18T03:30:46.639864] [DEBUG] [LOCAL ] Loaded configuration for TRAK: 1 features, 70.0% accuracy [2025-10-18T03:30:46.640199] [DEBUG] [LOCAL ] Loaded configuration for JLL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.640470] [DEBUG] [LOCAL ] Loaded configuration for MGF: 3 features, 70.0% accuracy [2025-10-18T03:30:46.640758] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 2 features, 90.0% accuracy [2025-10-18T03:30:46.641083] [DEBUG] [LOCAL ] Loaded configuration for AON: 3 features, 90.0% accuracy [2025-10-18T03:30:46.641497] [DEBUG] [LOCAL ] Loaded configuration for UL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.641773] [DEBUG] [LOCAL ] Loaded configuration for FCF: 0 features, 70.0% accuracy [2025-10-18T03:30:46.641892] [DEBUG] [LOCAL ] Loaded configuration for CQP: 1 features, 90.0% accuracy [2025-10-18T03:30:46.642152] [DEBUG] [LOCAL ] Loaded configuration for SOL: 1 features, 90.0% accuracy [2025-10-18T03:30:46.642432] [DEBUG] [LOCAL ] Loaded configuration for WELL: 4 features, 80.0% accuracy [2025-10-18T03:30:46.642705] [DEBUG] [LOCAL ] Loaded configuration for VVR: 4 features, 80.0% accuracy [2025-10-18T03:30:46.642816] [DEBUG] [LOCAL ] Loaded configuration for PG: 1 features, 60.0% accuracy [2025-10-18T03:30:46.643215] [DEBUG] [LOCAL ] Loaded configuration for BEKE: 4 features, 90.0% accuracy [2025-10-18T03:30:46.643530] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 1 features, 80.0% accuracy [2025-10-18T03:30:46.643823] [DEBUG] [LOCAL ] Loaded configuration for CVI: 3 features, 80.0% accuracy [2025-10-18T03:30:46.644156] [DEBUG] [LOCAL ] Loaded configuration for SPNT: 5 features, 70.0% accuracy [2025-10-18T03:30:46.644246] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 3 features, 80.0% accuracy [2025-10-18T03:30:46.644517] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 3 features, 80.0% accuracy [2025-10-18T03:30:46.644840] [DEBUG] [LOCAL ] Loaded configuration for CHCT: 3 features, 90.0% accuracy [2025-10-18T03:30:46.644929] [DEBUG] [LOCAL ] Loaded configuration for BSBR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.645178] [DEBUG] [LOCAL ] Loaded configuration for VZ: 1 features, 80.0% accuracy [2025-10-18T03:30:46.645516] [DEBUG] [LOCAL ] Loaded configuration for AMH: 2 features, 50.0% accuracy [2025-10-18T03:30:46.645803] [DEBUG] [LOCAL ] Loaded configuration for DTE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.646139] [DEBUG] [LOCAL ] Loaded configuration for NGS: 1 features, 70.0% accuracy [2025-10-18T03:30:46.646242] [DEBUG] [LOCAL ] Loaded configuration for OVV: 1 features, 50.0% accuracy [2025-10-18T03:30:46.646522] [DEBUG] [LOCAL ] Loaded configuration for BAC: 2 features, 100.0% accuracy [2025-10-18T03:30:46.646809] [DEBUG] [LOCAL ] Loaded configuration for TPH: 1 features, 60.0% accuracy [2025-10-18T03:30:46.647083] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 3 features, 70.0% accuracy [2025-10-18T03:30:46.647382] [DEBUG] [LOCAL ] Loaded configuration for SSB: 2 features, 80.0% accuracy [2025-10-18T03:30:46.647679] [DEBUG] [LOCAL ] Loaded configuration for MGR: 2 features, 100.0% accuracy [2025-10-18T03:30:46.648017] [DEBUG] [LOCAL ] Loaded configuration for TK: 0 features, 80.0% accuracy [2025-10-18T03:30:46.648122] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 1 features, 60.0% accuracy [2025-10-18T03:30:46.648414] [DEBUG] [LOCAL ] Loaded configuration for ISD: 3 features, 60.0% accuracy [2025-10-18T03:30:46.648743] [DEBUG] [LOCAL ] Loaded configuration for PMM: 3 features, 80.0% accuracy [2025-10-18T03:30:46.649021] [DEBUG] [LOCAL ] Loaded configuration for WEAV: 2 features, 40.0% accuracy [2025-10-18T03:30:46.649309] [DEBUG] [LOCAL ] Loaded configuration for WFG: 0 features, 50.0% accuracy [2025-10-18T03:30:46.649399] [DEBUG] [LOCAL ] Loaded configuration for AVY: 4 features, 80.0% accuracy [2025-10-18T03:30:46.649702] [DEBUG] [LOCAL ] Loaded configuration for FLR: 2 features, 60.0% accuracy [2025-10-18T03:30:46.649968] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 6 features, 80.0% accuracy [2025-10-18T03:30:46.650314] [DEBUG] [LOCAL ] Loaded configuration for SU: 1 features, 70.0% accuracy [2025-10-18T03:30:46.650410] [DEBUG] [LOCAL ] Loaded configuration for MYI: 3 features, 90.0% accuracy [2025-10-18T03:30:46.650681] [DEBUG] [LOCAL ] Loaded configuration for LDP: 4 features, 90.0% accuracy [2025-10-18T03:30:46.651039] [DEBUG] [LOCAL ] Loaded configuration for CXE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.651312] [DEBUG] [LOCAL ] Loaded configuration for DY: 1 features, 80.0% accuracy [2025-10-18T03:30:46.651597] [DEBUG] [LOCAL ] Loaded configuration for STAG: 3 features, 80.0% accuracy [2025-10-18T03:30:46.651907] [DEBUG] [LOCAL ] Loaded configuration for BLX: 3 features, 70.0% accuracy [2025-10-18T03:30:46.652017] [DEBUG] [LOCAL ] Loaded configuration for RNR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.652146] [DEBUG] [LOCAL ] Loaded configuration for CX: 1 features, 90.0% accuracy [2025-10-18T03:30:46.652436] [DEBUG] [LOCAL ] Loaded configuration for WM: 3 features, 60.0% accuracy [2025-10-18T03:30:46.652704] [DEBUG] [LOCAL ] Loaded configuration for BYM: 3 features, 60.0% accuracy [2025-10-18T03:30:46.652967] [DEBUG] [LOCAL ] Loaded configuration for DAL: 5 features, 100.0% accuracy [2025-10-18T03:30:46.653076] [DEBUG] [LOCAL ] Loaded configuration for PBT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.653365] [DEBUG] [LOCAL ] Loaded configuration for NMT: 1 features, 90.0% accuracy [2025-10-18T03:30:46.653693] [DEBUG] [LOCAL ] Loaded configuration for SAH: 1 features, 100.0% accuracy [2025-10-18T03:30:46.653976] [DEBUG] [LOCAL ] Loaded configuration for HYTR: 3 features, 60.0% accuracy [2025-10-18T03:30:46.654260] [DEBUG] [LOCAL ] Loaded configuration for CINT: 0 features, 70.0% accuracy [2025-10-18T03:30:46.654565] [DEBUG] [LOCAL ] Loaded configuration for CC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.654727] [DEBUG] [LOCAL ] Loaded configuration for PACS: 6 features, 90.0% accuracy [2025-10-18T03:30:46.654818] [DEBUG] [LOCAL ] Loaded configuration for DEA: 4 features, 90.0% accuracy [2025-10-18T03:30:46.654886] [DEBUG] [LOCAL ] Loaded configuration for PIPR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.655202] [DEBUG] [LOCAL ] Loaded configuration for SKT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.655524] [DEBUG] [LOCAL ] Loaded configuration for BOOT: 0 features, 70.0% accuracy [2025-10-18T03:30:46.655845] [DEBUG] [LOCAL ] Loaded configuration for PCM: 2 features, 80.0% accuracy [2025-10-18T03:30:46.656130] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 2 features, 40.0% accuracy [2025-10-18T03:30:46.656446] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 2 features, 80.0% accuracy [2025-10-18T03:30:46.656777] [DEBUG] [LOCAL ] Loaded configuration for BH: 2 features, 50.0% accuracy [2025-10-18T03:30:46.656934] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 4 features, 90.0% accuracy [2025-10-18T03:30:46.657293] [DEBUG] [LOCAL ] Loaded configuration for SLB: 1 features, 80.0% accuracy [2025-10-18T03:30:46.657631] [DEBUG] [LOCAL ] Loaded configuration for VGM: 0 features, 60.0% accuracy [2025-10-18T03:30:46.658046] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.658342] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-10-18T03:30:46.658465] [DEBUG] [LOCAL ] Loaded configuration for NOG: 0 features, 80.0% accuracy [2025-10-18T03:30:46.658876] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.659174] [DEBUG] [LOCAL ] Loaded configuration for SHG: 5 features, 80.0% accuracy [2025-10-18T03:30:46.659461] [DEBUG] [LOCAL ] Loaded configuration for FOR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.659731] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 70.0% accuracy [2025-10-18T03:30:46.660030] [DEBUG] [LOCAL ] Loaded configuration for KRC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.660330] [DEBUG] [LOCAL ] Loaded configuration for SKY: 2 features, 80.0% accuracy [2025-10-18T03:30:46.660681] [DEBUG] [LOCAL ] Loaded configuration for BDJ: 1 features, 80.0% accuracy [2025-10-18T03:30:46.660975] [DEBUG] [LOCAL ] Loaded configuration for UA: 1 features, 60.0% accuracy [2025-10-18T03:30:46.661303] [DEBUG] [LOCAL ] Loaded configuration for EGO: 2 features, 60.0% accuracy [2025-10-18T03:30:46.661633] [DEBUG] [LOCAL ] Loaded configuration for EQR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.661963] [DEBUG] [LOCAL ] Loaded configuration for MAS: 0 features, 80.0% accuracy [2025-10-18T03:30:46.662256] [DEBUG] [LOCAL ] Loaded configuration for SITC: 0 features, 70.0% accuracy [2025-10-18T03:30:46.662580] [DEBUG] [LOCAL ] Loaded configuration for CUBE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.662897] [DEBUG] [LOCAL ] Loaded configuration for EW: 3 features, 70.0% accuracy [2025-10-18T03:30:46.663236] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 4 features, 50.0% accuracy [2025-10-18T03:30:46.663511] [DEBUG] [LOCAL ] Loaded configuration for PERF: 2 features, 80.0% accuracy [2025-10-18T03:30:46.663839] [DEBUG] [LOCAL ] Loaded configuration for SSL: 1 features, 50.0% accuracy [2025-10-18T03:30:46.664148] [DEBUG] [LOCAL ] Loaded configuration for SXT: 4 features, 70.0% accuracy [2025-10-18T03:30:46.664454] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 80.0% accuracy [2025-10-18T03:30:46.664775] [DEBUG] [LOCAL ] Loaded configuration for UGP: 2 features, 80.0% accuracy [2025-10-18T03:30:46.665075] [DEBUG] [LOCAL ] Loaded configuration for FUL: 4 features, 70.0% accuracy [2025-10-18T03:30:46.665386] [DEBUG] [LOCAL ] Loaded configuration for YSG: 3 features, 80.0% accuracy [2025-10-18T03:30:46.665676] [DEBUG] [LOCAL ] Loaded configuration for DLY: 1 features, 60.0% accuracy [2025-10-18T03:30:46.665965] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.666301] [DEBUG] [LOCAL ] Loaded configuration for VFC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.666580] [DEBUG] [LOCAL ] Loaded configuration for CDP: 7 features, 90.0% accuracy [2025-10-18T03:30:46.666729] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 0 features, 60.0% accuracy [2025-10-18T03:30:46.666998] [DEBUG] [LOCAL ] Loaded configuration for AIT: 0 features, 50.0% accuracy [2025-10-18T03:30:46.667340] [DEBUG] [LOCAL ] Loaded configuration for TKC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.667612] [DEBUG] [LOCAL ] Loaded configuration for SPIR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.667946] [DEBUG] [LOCAL ] Loaded configuration for BMA: 1 features, 80.0% accuracy [2025-10-18T03:30:46.668217] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.668557] [DEBUG] [LOCAL ] Loaded configuration for MPV: 3 features, 80.0% accuracy [2025-10-18T03:30:46.668893] [DEBUG] [LOCAL ] Loaded configuration for BKD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.669002] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 50.0% accuracy [2025-10-18T03:30:46.669289] [DEBUG] [LOCAL ] Loaded configuration for SRG: 3 features, 60.0% accuracy [2025-10-18T03:30:46.669579] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-10-18T03:30:46.669917] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 2 features, 70.0% accuracy [2025-10-18T03:30:46.670027] [DEBUG] [LOCAL ] Loaded configuration for NI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.670144] [DEBUG] [LOCAL ] Loaded configuration for NJR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.670442] [DEBUG] [LOCAL ] Loaded configuration for CNA: 1 features, 80.0% accuracy [2025-10-18T03:30:46.670763] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 70.0% accuracy [2025-10-18T03:30:46.671093] [DEBUG] [LOCAL ] Loaded configuration for GIC: 1 features, 50.0% accuracy [2025-10-18T03:30:46.671388] [DEBUG] [LOCAL ] Loaded configuration for GLW: 1 features, 70.0% accuracy [2025-10-18T03:30:46.671479] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.671567] [DEBUG] [LOCAL ] Loaded configuration for PDX: 3 features, 60.0% accuracy [2025-10-18T03:30:46.671926] [DEBUG] [LOCAL ] Loaded configuration for RFM: 1 features, 50.0% accuracy [2025-10-18T03:30:46.672258] [DEBUG] [LOCAL ] Loaded configuration for VMC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.672526] [DEBUG] [LOCAL ] Loaded configuration for FTK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.672802] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.673107] [DEBUG] [LOCAL ] Loaded configuration for WINN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.673452] [DEBUG] [LOCAL ] Loaded configuration for CMG: 1 features, 60.0% accuracy [2025-10-18T03:30:46.673542] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.673796] [DEBUG] [LOCAL ] Loaded configuration for EEX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.673906] [DEBUG] [LOCAL ] Loaded configuration for ECAT: 3 features, 80.0% accuracy [2025-10-18T03:30:46.674209] [DEBUG] [LOCAL ] Loaded configuration for CDLR: 1 features, 90.0% accuracy [2025-10-18T03:30:46.674537] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 1 features, 80.0% accuracy [2025-10-18T03:30:46.674858] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 100.0% accuracy [2025-10-18T03:30:46.675139] [DEBUG] [LOCAL ] Loaded configuration for TEN: 1 features, 100.0% accuracy [2025-10-18T03:30:46.675467] [DEBUG] [LOCAL ] Loaded configuration for JRI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.675798] [DEBUG] [LOCAL ] Loaded configuration for ALIT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.676139] [DEBUG] [LOCAL ] Loaded configuration for KOP: 4 features, 80.0% accuracy [2025-10-18T03:30:46.676434] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 4 features, 60.0% accuracy [2025-10-18T03:30:46.676712] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 4 features, 60.0% accuracy [2025-10-18T03:30:46.676999] [DEBUG] [LOCAL ] Loaded configuration for FGN: 5 features, 80.0% accuracy [2025-10-18T03:30:46.677299] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 80.0% accuracy [2025-10-18T03:30:46.677594] [DEBUG] [LOCAL ] Loaded configuration for PIM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.677916] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.678027] [DEBUG] [LOCAL ] Loaded configuration for EB: 1 features, 80.0% accuracy [2025-10-18T03:30:46.678311] [DEBUG] [LOCAL ] Loaded configuration for FSM: 1 features, 80.0% accuracy [2025-10-18T03:30:46.678410] [DEBUG] [LOCAL ] Loaded configuration for ECCU: 2 features, 70.0% accuracy [2025-10-18T03:30:46.678737] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 1 features, 100.0% accuracy [2025-10-18T03:30:46.679083] [DEBUG] [LOCAL ] Loaded configuration for UNM: 0 features, 70.0% accuracy [2025-10-18T03:30:46.679397] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 5 features, 90.0% accuracy [2025-10-18T03:30:46.679508] [DEBUG] [LOCAL ] Loaded configuration for PL: 6 features, 90.0% accuracy [2025-10-18T03:30:46.679775] [DEBUG] [LOCAL ] Loaded configuration for BK: 3 features, 90.0% accuracy [2025-10-18T03:30:46.680071] [DEBUG] [LOCAL ] Loaded configuration for STZ: 3 features, 90.0% accuracy [2025-10-18T03:30:46.681138] [DEBUG] [LOCAL ] Loaded configuration for LTC: 2 features, 60.0% accuracy [2025-10-18T03:30:46.681430] [DEBUG] [LOCAL ] Loaded configuration for WOLF: 1 features, 70.0% accuracy [2025-10-18T03:30:46.681706] [DEBUG] [LOCAL ] Loaded configuration for PAI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.681998] [DEBUG] [LOCAL ] Loaded configuration for TJX: 1 features, 60.0% accuracy [2025-10-18T03:30:46.682303] [DEBUG] [LOCAL ] Loaded configuration for ETR: 3 features, 70.0% accuracy [2025-10-18T03:30:46.682622] [DEBUG] [LOCAL ] Loaded configuration for HKD: 3 features, 50.0% accuracy [2025-10-18T03:30:46.682978] [DEBUG] [LOCAL ] Loaded configuration for AMTM: 2 features, 80.0% accuracy [2025-10-18T03:30:46.683309] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-10-18T03:30:46.683592] [DEBUG] [LOCAL ] Loaded configuration for RC: 3 features, 60.0% accuracy [2025-10-18T03:30:46.683965] [DEBUG] [LOCAL ] Loaded configuration for HBI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.684301] [DEBUG] [LOCAL ] Loaded configuration for STWD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.684589] [DEBUG] [LOCAL ] Loaded configuration for UP: 1 features, 80.0% accuracy [2025-10-18T03:30:46.684738] [DEBUG] [LOCAL ] Loaded configuration for NPCT: 3 features, 70.0% accuracy [2025-10-18T03:30:46.684847] [DEBUG] [LOCAL ] Loaded configuration for APH: 0 features, 80.0% accuracy [2025-10-18T03:30:46.684965] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 2 features, 80.0% accuracy [2025-10-18T03:30:46.685101] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.685453] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 3 features, 80.0% accuracy [2025-10-18T03:30:46.685754] [DEBUG] [LOCAL ] Loaded configuration for HRI: 2 features, 30.0% accuracy [2025-10-18T03:30:46.686084] [DEBUG] [LOCAL ] Loaded configuration for YUM: 1 features, 90.0% accuracy [2025-10-18T03:30:46.686178] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.686458] [DEBUG] [LOCAL ] Loaded configuration for ARW: 4 features, 90.0% accuracy [2025-10-18T03:30:46.686547] [DEBUG] [LOCAL ] Loaded configuration for OI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.686614] [DEBUG] [LOCAL ] Loaded configuration for ABBV: 2 features, 100.0% accuracy [2025-10-18T03:30:46.686967] [DEBUG] [LOCAL ] Loaded configuration for VNO: 3 features, 100.0% accuracy [2025-10-18T03:30:46.687265] [DEBUG] [LOCAL ] Loaded configuration for JFR: 0 features, 50.0% accuracy [2025-10-18T03:30:46.687376] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 4 features, 70.0% accuracy [2025-10-18T03:30:46.687684] [DEBUG] [LOCAL ] Loaded configuration for AGX: 4 features, 80.0% accuracy [2025-10-18T03:30:46.688030] [DEBUG] [LOCAL ] Loaded configuration for SUN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.688376] [DEBUG] [LOCAL ] Loaded configuration for GIB: 5 features, 80.0% accuracy [2025-10-18T03:30:46.688732] [DEBUG] [LOCAL ] Loaded configuration for CHGG: 3 features, 60.0% accuracy [2025-10-18T03:30:46.689003] [DEBUG] [LOCAL ] Loaded configuration for DUK: 3 features, 40.0% accuracy [2025-10-18T03:30:46.689348] [DEBUG] [LOCAL ] Loaded configuration for CWEN: 4 features, 70.0% accuracy [2025-10-18T03:30:46.689639] [DEBUG] [LOCAL ] Loaded configuration for HLX: 1 features, 80.0% accuracy [2025-10-18T03:30:46.689973] [DEBUG] [LOCAL ] Loaded configuration for ITGR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.690267] [DEBUG] [LOCAL ] Loaded configuration for ASX: 1 features, 80.0% accuracy [2025-10-18T03:30:46.690386] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 3 features, 90.0% accuracy [2025-10-18T03:30:46.690674] [DEBUG] [LOCAL ] Loaded configuration for EXR: 1 features, 50.0% accuracy [2025-10-18T03:30:46.691007] [DEBUG] [LOCAL ] Loaded configuration for CNI: 3 features, 70.0% accuracy [2025-10-18T03:30:46.691283] [DEBUG] [LOCAL ] Loaded configuration for EVG: 1 features, 70.0% accuracy [2025-10-18T03:30:46.691551] [DEBUG] [LOCAL ] Loaded configuration for MHF: 3 features, 80.0% accuracy [2025-10-18T03:30:46.691898] [DEBUG] [LOCAL ] Loaded configuration for DDT: 1 features, 90.0% accuracy [2025-10-18T03:30:46.692232] [DEBUG] [LOCAL ] Loaded configuration for ST: 1 features, 50.0% accuracy [2025-10-18T03:30:46.692565] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.692921] [DEBUG] [LOCAL ] Loaded configuration for MMI: 0 features, 50.0% accuracy [2025-10-18T03:30:46.693385] [DEBUG] [LOCAL ] Loaded configuration for TDC: 3 features, 90.0% accuracy [2025-10-18T03:30:46.693493] [DEBUG] [LOCAL ] Loaded configuration for RIV: 0 features, 70.0% accuracy [2025-10-18T03:30:46.693768] [DEBUG] [LOCAL ] Loaded configuration for GOF: 4 features, 90.0% accuracy [2025-10-18T03:30:46.694090] [DEBUG] [LOCAL ] Loaded configuration for ETV: 3 features, 90.0% accuracy [2025-10-18T03:30:46.694180] [DEBUG] [LOCAL ] Loaded configuration for APAM: 3 features, 90.0% accuracy [2025-10-18T03:30:46.694461] [DEBUG] [LOCAL ] Loaded configuration for AVA: 0 features, 80.0% accuracy [2025-10-18T03:30:46.694754] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.695057] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-10-18T03:30:46.695353] [DEBUG] [LOCAL ] Loaded configuration for ADX: 1 features, 70.0% accuracy [2025-10-18T03:30:46.695683] [DEBUG] [LOCAL ] Loaded configuration for GUT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.695951] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 0 features, 70.0% accuracy [2025-10-18T03:30:46.696251] [DEBUG] [LOCAL ] Loaded configuration for CCRD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.696386] [DEBUG] [LOCAL ] Loaded configuration for CRL: 1 features, 50.0% accuracy [2025-10-18T03:30:46.696717] [DEBUG] [LOCAL ] Loaded configuration for JPM: 4 features, 90.0% accuracy [2025-10-18T03:30:46.697009] [DEBUG] [LOCAL ] Loaded configuration for BTO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.697317] [DEBUG] [LOCAL ] Loaded configuration for GROV: 1 features, 60.0% accuracy [2025-10-18T03:30:46.697608] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.697779] [DEBUG] [LOCAL ] Loaded configuration for ZK: 2 features, 90.0% accuracy [2025-10-18T03:30:46.698086] [DEBUG] [LOCAL ] Loaded configuration for ATO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.698396] [DEBUG] [LOCAL ] Loaded configuration for UAN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.698724] [DEBUG] [LOCAL ] Loaded configuration for CGAU: 0 features, 60.0% accuracy [2025-10-18T03:30:46.699054] [DEBUG] [LOCAL ] Loaded configuration for MOH: 2 features, 90.0% accuracy [2025-10-18T03:30:46.699396] [DEBUG] [LOCAL ] Loaded configuration for FC: 1 features, 90.0% accuracy [2025-10-18T03:30:46.699717] [DEBUG] [LOCAL ] Loaded configuration for TAK: 2 features, 70.0% accuracy [2025-10-18T03:30:46.700564] [DEBUG] [LOCAL ] Loaded configuration for TD: 1 features, 80.0% accuracy [2025-10-18T03:30:46.700891] [DEBUG] [LOCAL ] Loaded configuration for AGL: 3 features, 70.0% accuracy [2025-10-18T03:30:46.701163] [DEBUG] [LOCAL ] Loaded configuration for KRG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.701454] [DEBUG] [LOCAL ] Loaded configuration for EOT: 1 features, 50.0% accuracy [2025-10-18T03:30:46.701734] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.702026] [DEBUG] [LOCAL ] Loaded configuration for IR: 0 features, 60.0% accuracy [2025-10-18T03:30:46.702343] [DEBUG] [LOCAL ] Loaded configuration for EVR: 2 features, 60.0% accuracy [2025-10-18T03:30:46.702685] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 3 features, 90.0% accuracy [2025-10-18T03:30:46.702997] [DEBUG] [LOCAL ] Loaded configuration for EAT: 2 features, 90.0% accuracy [2025-10-18T03:30:46.703106] [DEBUG] [LOCAL ] Loaded configuration for V: 2 features, 80.0% accuracy [2025-10-18T03:30:46.703384] [DEBUG] [LOCAL ] Loaded configuration for G: 2 features, 80.0% accuracy [2025-10-18T03:30:46.703679] [DEBUG] [LOCAL ] Loaded configuration for FTWO: 4 features, 100.0% accuracy [2025-10-18T03:30:46.703967] [DEBUG] [LOCAL ] Loaded configuration for SPMC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.704238] [DEBUG] [LOCAL ] Loaded configuration for BYD: 1 features, 70.0% accuracy [2025-10-18T03:30:46.704552] [DEBUG] [LOCAL ] Loaded configuration for BWA: 2 features, 90.0% accuracy [2025-10-18T03:30:46.705389] [DEBUG] [LOCAL ] Loaded configuration for ING: 0 features, 80.0% accuracy [2025-10-18T03:30:46.705478] [DEBUG] [LOCAL ] Loaded configuration for APD: 2 features, 70.0% accuracy [2025-10-18T03:30:46.705734] [DEBUG] [LOCAL ] Loaded configuration for BEN: 4 features, 90.0% accuracy [2025-10-18T03:30:46.706072] [DEBUG] [LOCAL ] Loaded configuration for VCV: 2 features, 60.0% accuracy [2025-10-18T03:30:46.706364] [DEBUG] [LOCAL ] Loaded configuration for HOV: 2 features, 60.0% accuracy [2025-10-18T03:30:46.706690] [DEBUG] [LOCAL ] Loaded configuration for DLX: 0 features, 70.0% accuracy [2025-10-18T03:30:46.706967] [DEBUG] [LOCAL ] Loaded configuration for CNF: 1 features, 60.0% accuracy [2025-10-18T03:30:46.707090] [DEBUG] [LOCAL ] Loaded configuration for AU: 3 features, 90.0% accuracy [2025-10-18T03:30:46.707404] [DEBUG] [LOCAL ] Loaded configuration for USPH: 4 features, 80.0% accuracy [2025-10-18T03:30:46.708489] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 2 features, 80.0% accuracy [2025-10-18T03:30:46.708829] [DEBUG] [LOCAL ] Loaded configuration for FBRT: 3 features, 60.0% accuracy [2025-10-18T03:30:46.709198] [DEBUG] [LOCAL ] Loaded configuration for PFO: 4 features, 80.0% accuracy [2025-10-18T03:30:46.709531] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 0 features, 70.0% accuracy [2025-10-18T03:30:46.709848] [DEBUG] [LOCAL ] Loaded configuration for CALX: 3 features, 70.0% accuracy [2025-10-18T03:30:46.710200] [DEBUG] [LOCAL ] Loaded configuration for ERO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.710292] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 2 features, 70.0% accuracy [2025-10-18T03:30:46.710576] [DEBUG] [LOCAL ] Loaded configuration for AFGD: 3 features, 70.0% accuracy [2025-10-18T03:30:46.710945] [DEBUG] [LOCAL ] Loaded configuration for EMP: 3 features, 50.0% accuracy [2025-10-18T03:30:46.711289] [DEBUG] [LOCAL ] Loaded configuration for AIR: 0 features, 80.0% accuracy [2025-10-18T03:30:46.711667] [DEBUG] [LOCAL ] Loaded configuration for FI: 3 features, 80.0% accuracy [2025-10-18T03:30:46.711971] [DEBUG] [LOCAL ] Loaded configuration for GDO: 1 features, 50.0% accuracy [2025-10-18T03:30:46.712061] [DEBUG] [LOCAL ] Loaded configuration for REXR: 5 features, 90.0% accuracy [2025-10-18T03:30:46.712317] [DEBUG] [LOCAL ] Loaded configuration for UNF: 3 features, 90.0% accuracy [2025-10-18T03:30:46.712584] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 90.0% accuracy [2025-10-18T03:30:46.712867] [DEBUG] [LOCAL ] Loaded configuration for NWN: 2 features, 80.0% accuracy [2025-10-18T03:30:46.712977] [DEBUG] [LOCAL ] Loaded configuration for BNY: 1 features, 60.0% accuracy [2025-10-18T03:30:46.713275] [DEBUG] [LOCAL ] Loaded configuration for GCO: 2 features, 80.0% accuracy [2025-10-18T03:30:46.713610] [DEBUG] [LOCAL ] Loaded configuration for FLC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.714003] [DEBUG] [LOCAL ] Loaded configuration for SRI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.714318] [DEBUG] [LOCAL ] Loaded configuration for FNV: 0 features, 60.0% accuracy [2025-10-18T03:30:46.714583] [DEBUG] [LOCAL ] Loaded configuration for BCAT: 3 features, 70.0% accuracy [2025-10-18T03:30:46.714961] [DEBUG] [LOCAL ] Loaded configuration for FG: 0 features, 80.0% accuracy [2025-10-18T03:30:46.715236] [DEBUG] [LOCAL ] Loaded configuration for GXO: 1 features, 50.0% accuracy [2025-10-18T03:30:46.715555] [DEBUG] [LOCAL ] Loaded configuration for COUR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.715956] [DEBUG] [LOCAL ] Loaded configuration for AGM: 3 features, 90.0% accuracy [2025-10-18T03:30:46.716253] [DEBUG] [LOCAL ] Loaded configuration for GRND: 3 features, 60.0% accuracy [2025-10-18T03:30:46.716540] [DEBUG] [LOCAL ] Loaded configuration for BBY: 0 features, 60.0% accuracy [2025-10-18T03:30:46.717439] [DEBUG] [LOCAL ] Loaded configuration for BIPJ: 1 features, 90.0% accuracy [2025-10-18T03:30:46.717786] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 80.0% accuracy [2025-10-18T03:30:46.718076] [DEBUG] [LOCAL ] Loaded configuration for COOK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.718453] [DEBUG] [LOCAL ] Loaded configuration for BURL: 3 features, 50.0% accuracy [2025-10-18T03:30:46.718761] [DEBUG] [LOCAL ] Loaded configuration for AVB: 1 features, 70.0% accuracy [2025-10-18T03:30:46.718850] [DEBUG] [LOCAL ] Loaded configuration for RBC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.719141] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 1 features, 60.0% accuracy [2025-10-18T03:30:46.719448] [DEBUG] [LOCAL ] Loaded configuration for PML: 3 features, 60.0% accuracy [2025-10-18T03:30:46.719750] [DEBUG] [LOCAL ] Loaded configuration for MFC: 2 features, 70.0% accuracy [2025-10-18T03:30:46.720057] [DEBUG] [LOCAL ] Loaded configuration for CIM: 1 features, 80.0% accuracy [2025-10-18T03:30:46.720421] [DEBUG] [LOCAL ] Loaded configuration for NOK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.720709] [DEBUG] [LOCAL ] Loaded configuration for VST: 2 features, 70.0% accuracy [2025-10-18T03:30:46.720997] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.721329] [DEBUG] [LOCAL ] Loaded configuration for HY: 3 features, 100.0% accuracy [2025-10-18T03:30:46.721671] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 1 features, 40.0% accuracy [2025-10-18T03:30:46.721967] [DEBUG] [LOCAL ] Loaded configuration for IIPR: 3 features, 70.0% accuracy [2025-10-18T03:30:46.722098] [DEBUG] [LOCAL ] Loaded configuration for IRT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.722390] [DEBUG] [LOCAL ] Loaded configuration for ANRO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.722724] [DEBUG] [LOCAL ] Loaded configuration for TY: 2 features, 80.0% accuracy [2025-10-18T03:30:46.722813] [DEBUG] [LOCAL ] Loaded configuration for RNG: 1 features, 50.0% accuracy [2025-10-18T03:30:46.723092] [DEBUG] [LOCAL ] Loaded configuration for L: 1 features, 80.0% accuracy [2025-10-18T03:30:46.723442] [DEBUG] [LOCAL ] Loaded configuration for E: 3 features, 90.0% accuracy [2025-10-18T03:30:46.723532] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 3 features, 90.0% accuracy [2025-10-18T03:30:46.723852] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 2 features, 100.0% accuracy [2025-10-18T03:30:46.724157] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 2 features, 70.0% accuracy [2025-10-18T03:30:46.724464] [DEBUG] [LOCAL ] Loaded configuration for RES: 5 features, 90.0% accuracy [2025-10-18T03:30:46.724807] [DEBUG] [LOCAL ] Loaded configuration for BAK: 2 features, 70.0% accuracy [2025-10-18T03:30:46.725097] [DEBUG] [LOCAL ] Loaded configuration for EOS: 5 features, 60.0% accuracy [2025-10-18T03:30:46.725421] [DEBUG] [LOCAL ] Loaded configuration for CRC: 3 features, 70.0% accuracy [2025-10-18T03:30:46.725530] [DEBUG] [LOCAL ] Loaded configuration for CW: 3 features, 80.0% accuracy [2025-10-18T03:30:46.726161] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 0 features, 80.0% accuracy [2025-10-18T03:30:46.726487] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 1 features, 70.0% accuracy [2025-10-18T03:30:46.726783] [DEBUG] [LOCAL ] Loaded configuration for EFR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.727131] [DEBUG] [LOCAL ] Loaded configuration for FINS: 3 features, 80.0% accuracy [2025-10-18T03:30:46.727427] [DEBUG] [LOCAL ] Loaded configuration for MFSI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.727537] [DEBUG] [LOCAL ] Loaded configuration for RQI: 4 features, 100.0% accuracy [2025-10-18T03:30:46.727884] [DEBUG] [LOCAL ] Loaded configuration for MSD: 2 features, 80.0% accuracy [2025-10-18T03:30:46.728205] [DEBUG] [LOCAL ] Loaded configuration for FCPT: 1 features, 80.0% accuracy [2025-10-18T03:30:46.728506] [DEBUG] [LOCAL ] Loaded configuration for BIPC: 2 features, 60.0% accuracy [2025-10-18T03:30:46.728862] [DEBUG] [LOCAL ] Loaded configuration for UNH: 2 features, 70.0% accuracy [2025-10-18T03:30:46.729166] [DEBUG] [LOCAL ] Loaded configuration for VLN: 3 features, 80.0% accuracy [2025-10-18T03:30:46.729276] [DEBUG] [LOCAL ] Loaded configuration for TGT: 4 features, 70.0% accuracy [2025-10-18T03:30:46.729388] [DEBUG] [LOCAL ] Loaded configuration for BSTZ: 1 features, 50.0% accuracy [2025-10-18T03:30:46.729698] [DEBUG] [LOCAL ] Loaded configuration for EMR: 1 features, 90.0% accuracy [2025-10-18T03:30:46.729991] [DEBUG] [LOCAL ] Loaded configuration for TYL: 1 features, 60.0% accuracy [2025-10-18T03:30:46.730342] [DEBUG] [LOCAL ] Loaded configuration for INGM: 3 features, 90.0% accuracy [2025-10-18T03:30:46.730674] [DEBUG] [LOCAL ] Loaded configuration for ACHR: 2 features, 70.0% accuracy [2025-10-18T03:30:46.731013] [DEBUG] [LOCAL ] Loaded configuration for TBB: 1 features, 70.0% accuracy [2025-10-18T03:30:46.731330] [DEBUG] [LOCAL ] Loaded configuration for RM: 2 features, 60.0% accuracy [2025-10-18T03:30:46.731627] [DEBUG] [LOCAL ] Loaded configuration for CADE: 2 features, 100.0% accuracy [2025-10-18T03:30:46.732008] [DEBUG] [LOCAL ] Loaded configuration for HAE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.732325] [DEBUG] [LOCAL ] Loaded configuration for SAN: 4 features, 80.0% accuracy [2025-10-18T03:30:46.732691] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 4 features, 80.0% accuracy [2025-10-18T03:30:46.732800] [DEBUG] [LOCAL ] Loaded configuration for NUS: 2 features, 80.0% accuracy [2025-10-18T03:30:46.733099] [DEBUG] [LOCAL ] Loaded configuration for FPF: 3 features, 80.0% accuracy [2025-10-18T03:30:46.733209] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 0 features, 70.0% accuracy [2025-10-18T03:30:46.733557] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 3 features, 70.0% accuracy [2025-10-18T03:30:46.733867] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 4 features, 90.0% accuracy [2025-10-18T03:30:46.733957] [DEBUG] [LOCAL ] Loaded configuration for PLOW: 3 features, 60.0% accuracy [2025-10-18T03:30:46.734022] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 2 features, 70.0% accuracy [2025-10-18T03:30:46.734310] [DEBUG] [LOCAL ] Loaded configuration for STXK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.734617] [DEBUG] [LOCAL ] Loaded configuration for TGS: 2 features, 80.0% accuracy [2025-10-18T03:30:46.734759] [DEBUG] [LOCAL ] Loaded configuration for NCDL: 3 features, 70.0% accuracy [2025-10-18T03:30:46.735134] [DEBUG] [LOCAL ] Loaded configuration for DV: 0 features, 50.0% accuracy [2025-10-18T03:30:46.735466] [DEBUG] [LOCAL ] Loaded configuration for APG: 1 features, 70.0% accuracy [2025-10-18T03:30:46.735796] [DEBUG] [LOCAL ] Loaded configuration for VIV: 1 features, 100.0% accuracy [2025-10-18T03:30:46.736119] [DEBUG] [LOCAL ] Loaded configuration for SNDR: 0 features, 40.0% accuracy [2025-10-18T03:30:46.736246] [DEBUG] [LOCAL ] Loaded configuration for NSC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.736564] [DEBUG] [LOCAL ] Loaded configuration for AAT: 2 features, 80.0% accuracy [2025-10-18T03:30:46.737028] [DEBUG] [LOCAL ] Loaded configuration for THW: 3 features, 80.0% accuracy [2025-10-18T03:30:46.737397] [DEBUG] [LOCAL ] Loaded configuration for USB: 5 features, 90.0% accuracy [2025-10-18T03:30:46.737567] [DEBUG] [LOCAL ] Loaded configuration for RTX: 5 features, 70.0% accuracy [2025-10-18T03:30:46.738006] [DEBUG] [LOCAL ] Loaded configuration for AYI: 5 features, 80.0% accuracy [2025-10-18T03:30:46.738623] [DEBUG] [LOCAL ] Loaded configuration for CLH: 0 features, 60.0% accuracy [2025-10-18T03:30:46.739041] [DEBUG] [LOCAL ] Loaded configuration for CBT: 0 features, 70.0% accuracy [2025-10-18T03:30:46.739372] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.739703] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 90.0% accuracy [2025-10-18T03:30:46.740115] [DEBUG] [LOCAL ] Loaded configuration for VNT: 7 features, 90.0% accuracy [2025-10-18T03:30:46.740442] [DEBUG] [LOCAL ] Loaded configuration for AMCR: 2 features, 90.0% accuracy [2025-10-18T03:30:46.740568] [DEBUG] [LOCAL ] Loaded configuration for NPKI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.741779] [DEBUG] [LOCAL ] Loaded configuration for EG: 1 features, 70.0% accuracy [2025-10-18T03:30:46.741923] [DEBUG] [LOCAL ] Loaded configuration for NOV: 2 features, 90.0% accuracy [2025-10-18T03:30:46.742257] [DEBUG] [LOCAL ] Loaded configuration for CP: 3 features, 80.0% accuracy [2025-10-18T03:30:46.742671] [DEBUG] [LOCAL ] Loaded configuration for LUV: 4 features, 70.0% accuracy [2025-10-18T03:30:46.743057] [DEBUG] [LOCAL ] Loaded configuration for EFXT: 3 features, 80.0% accuracy [2025-10-18T03:30:46.743425] [DEBUG] [LOCAL ] Loaded configuration for ES: 4 features, 90.0% accuracy [2025-10-18T03:30:46.743793] [DEBUG] [LOCAL ] Loaded configuration for PFD: 2 features, 90.0% accuracy [2025-10-18T03:30:46.743982] [DEBUG] [LOCAL ] Loaded configuration for MTG: 2 features, 80.0% accuracy [2025-10-18T03:30:46.744311] [DEBUG] [LOCAL ] Loaded configuration for GFR: 4 features, 70.0% accuracy [2025-10-18T03:30:46.744458] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 1 features, 90.0% accuracy [2025-10-18T03:30:46.744828] [DEBUG] [LOCAL ] Loaded configuration for BNT: 2 features, 60.0% accuracy [2025-10-18T03:30:46.745202] [DEBUG] [LOCAL ] Loaded configuration for JQC: 0 features, 60.0% accuracy [2025-10-18T03:30:46.745339] [DEBUG] [LOCAL ] Loaded configuration for POR: 2 features, 60.0% accuracy [2025-10-18T03:30:46.745690] [DEBUG] [LOCAL ] Loaded configuration for TIXT: 2 features, 80.0% accuracy [2025-10-18T03:30:46.746002] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 1 features, 60.0% accuracy [2025-10-18T03:30:46.746358] [DEBUG] [LOCAL ] Loaded configuration for WMS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.746704] [DEBUG] [LOCAL ] Loaded configuration for BLND: 3 features, 80.0% accuracy [2025-10-18T03:30:46.747075] [DEBUG] [LOCAL ] Loaded configuration for WF: 4 features, 90.0% accuracy [2025-10-18T03:30:46.747193] [DEBUG] [LOCAL ] Loaded configuration for NVG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.747502] [DEBUG] [LOCAL ] Loaded configuration for CAT: 5 features, 80.0% accuracy [2025-10-18T03:30:46.747839] [DEBUG] [LOCAL ] Loaded configuration for ETN: 3 features, 80.0% accuracy [2025-10-18T03:30:46.748156] [DEBUG] [LOCAL ] Loaded configuration for CRK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.748289] [DEBUG] [LOCAL ] Loaded configuration for RZB: 2 features, 60.0% accuracy [2025-10-18T03:30:46.748435] [DEBUG] [LOCAL ] Loaded configuration for NBR: 3 features, 80.0% accuracy [2025-10-18T03:30:46.748579] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 5 features, 70.0% accuracy [2025-10-18T03:30:46.748949] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.749088] [DEBUG] [LOCAL ] Loaded configuration for PRA: 2 features, 80.0% accuracy [2025-10-18T03:30:46.749192] [DEBUG] [LOCAL ] Loaded configuration for PWR: 3 features, 70.0% accuracy [2025-10-18T03:30:46.749538] [DEBUG] [LOCAL ] Loaded configuration for ELP: 3 features, 70.0% accuracy [2025-10-18T03:30:46.749707] [DEBUG] [LOCAL ] Loaded configuration for REX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.750061] [DEBUG] [LOCAL ] Loaded configuration for ARDT: 2 features, 60.0% accuracy [2025-10-18T03:30:46.750399] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-10-18T03:30:46.750719] [DEBUG] [LOCAL ] Loaded configuration for FLXR: 2 features, 60.0% accuracy [2025-10-18T03:30:46.751110] [DEBUG] [LOCAL ] Loaded configuration for CSR: 1 features, 60.0% accuracy [2025-10-18T03:30:46.751479] [DEBUG] [LOCAL ] Loaded configuration for KEX: 1 features, 80.0% accuracy [2025-10-18T03:30:46.751792] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 60.0% accuracy [2025-10-18T03:30:46.752118] [DEBUG] [LOCAL ] Loaded configuration for HOG: 2 features, 70.0% accuracy [2025-10-18T03:30:46.752445] [DEBUG] [LOCAL ] Loaded configuration for AKR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.752826] [DEBUG] [LOCAL ] Loaded configuration for EMF: 4 features, 70.0% accuracy [2025-10-18T03:30:46.753157] [DEBUG] [LOCAL ] Loaded configuration for FFC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.753266] [DEBUG] [LOCAL ] Loaded configuration for PR: 0 features, 70.0% accuracy [2025-10-18T03:30:46.753576] [DEBUG] [LOCAL ] Loaded configuration for MLR: 3 features, 60.0% accuracy [2025-10-18T03:30:46.753892] [DEBUG] [LOCAL ] Loaded configuration for IT: 3 features, 70.0% accuracy [2025-10-18T03:30:46.754215] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 2 features, 80.0% accuracy [2025-10-18T03:30:46.754534] [DEBUG] [LOCAL ] Loaded configuration for ASA: 2 features, 80.0% accuracy [2025-10-18T03:30:46.754675] [DEBUG] [LOCAL ] Loaded configuration for NZF: 3 features, 60.0% accuracy [2025-10-18T03:30:46.754788] [DEBUG] [LOCAL ] Loaded configuration for CVEO: 1 features, 80.0% accuracy [2025-10-18T03:30:46.755160] [DEBUG] [LOCAL ] Loaded configuration for NUV: 1 features, 50.0% accuracy [2025-10-18T03:30:46.755479] [DEBUG] [LOCAL ] Loaded configuration for ED: 2 features, 80.0% accuracy [2025-10-18T03:30:46.755570] [DEBUG] [LOCAL ] Loaded configuration for RVLV: 1 features, 70.0% accuracy [2025-10-18T03:30:46.755867] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 70.0% accuracy [2025-10-18T03:30:46.756135] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.756454] [DEBUG] [LOCAL ] Loaded configuration for SES: 3 features, 70.0% accuracy [2025-10-18T03:30:46.756720] [DEBUG] [LOCAL ] Loaded configuration for WMK: 0 features, 90.0% accuracy [2025-10-18T03:30:46.757011] [DEBUG] [LOCAL ] Loaded configuration for EXG: 2 features, 80.0% accuracy [2025-10-18T03:30:46.757100] [DEBUG] [LOCAL ] Loaded configuration for RA: 2 features, 70.0% accuracy [2025-10-18T03:30:46.757363] [DEBUG] [LOCAL ] Loaded configuration for MX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.757679] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 1 features, 60.0% accuracy [2025-10-18T03:30:46.757831] [DEBUG] [LOCAL ] Loaded configuration for RBRK: 2 features, 70.0% accuracy [2025-10-18T03:30:46.757941] [DEBUG] [LOCAL ] Loaded configuration for RS: 0 features, 90.0% accuracy [2025-10-18T03:30:46.758213] [DEBUG] [LOCAL ] Loaded configuration for YPF: 2 features, 100.0% accuracy [2025-10-18T03:30:46.758480] [DEBUG] [LOCAL ] Loaded configuration for IFF: 2 features, 80.0% accuracy [2025-10-18T03:30:46.758765] [DEBUG] [LOCAL ] Loaded configuration for ERJ: 4 features, 80.0% accuracy [2025-10-18T03:30:46.759127] [DEBUG] [LOCAL ] Loaded configuration for KAR: 2 features, 80.0% accuracy [2025-10-18T03:30:46.759448] [DEBUG] [LOCAL ] Loaded configuration for SOBO: 1 features, 50.0% accuracy [2025-10-18T03:30:46.759716] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 1 features, 80.0% accuracy [2025-10-18T03:30:46.760021] [DEBUG] [LOCAL ] Loaded configuration for EBS: 6 features, 70.0% accuracy [2025-10-18T03:30:46.760295] [DEBUG] [LOCAL ] Loaded configuration for TVE: 3 features, 70.0% accuracy [2025-10-18T03:30:46.760578] [DEBUG] [LOCAL ] Loaded configuration for HHH: 1 features, 80.0% accuracy [2025-10-18T03:30:46.760885] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 70.0% accuracy [2025-10-18T03:30:46.761164] [DEBUG] [LOCAL ] Loaded configuration for UMH: 1 features, 60.0% accuracy [2025-10-18T03:30:46.761532] [DEBUG] [LOCAL ] Loaded configuration for CAF: 3 features, 70.0% accuracy [2025-10-18T03:30:46.761816] [DEBUG] [LOCAL ] Loaded configuration for MGY: 3 features, 80.0% accuracy [2025-10-18T03:30:46.761908] [DEBUG] [LOCAL ] Loaded configuration for BRW: 1 features, 70.0% accuracy [2025-10-18T03:30:46.762164] [DEBUG] [LOCAL ] Loaded configuration for MPW: 3 features, 80.0% accuracy [2025-10-18T03:30:46.762458] [DEBUG] [LOCAL ] Loaded configuration for WGO: 2 features, 60.0% accuracy [2025-10-18T03:30:46.762551] [DEBUG] [LOCAL ] Loaded configuration for PB: 1 features, 60.0% accuracy [2025-10-18T03:30:46.762822] [DEBUG] [LOCAL ] Loaded configuration for STNG: 0 features, 40.0% accuracy [2025-10-18T03:30:46.763135] [DEBUG] [LOCAL ] Loaded configuration for TRV: 3 features, 70.0% accuracy [2025-10-18T03:30:46.763428] [DEBUG] [LOCAL ] Loaded configuration for VMI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.763543] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.763635] [DEBUG] [LOCAL ] Loaded configuration for ELME: 1 features, 50.0% accuracy [2025-10-18T03:30:46.763759] [DEBUG] [LOCAL ] Loaded configuration for PX: 2 features, 70.0% accuracy [2025-10-18T03:30:46.764208] [DEBUG] [LOCAL ] Loaded configuration for BAP: 1 features, 70.0% accuracy [2025-10-18T03:30:46.764548] [DEBUG] [LOCAL ] Loaded configuration for VRE: 2 features, 70.0% accuracy [2025-10-18T03:30:46.764903] [DEBUG] [LOCAL ] Loaded configuration for SCM: 5 features, 90.0% accuracy [2025-10-18T03:30:46.765220] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 1 features, 90.0% accuracy [2025-10-18T03:30:46.766371] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 1 features, 90.0% accuracy [2025-10-18T03:30:46.766689] [DEBUG] [LOCAL ] Loaded configuration for TEO: 1 features, 70.0% accuracy [2025-10-18T03:30:46.766968] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-10-18T03:30:46.767294] [DEBUG] [LOCAL ] Loaded configuration for CHH: 3 features, 100.0% accuracy [2025-10-18T03:30:46.767662] [DEBUG] [LOCAL ] Loaded configuration for GLP: 3 features, 80.0% accuracy [2025-10-18T03:30:46.768031] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 1 features, 80.0% accuracy [2025-10-18T03:30:46.768335] [DEBUG] [LOCAL ] Loaded configuration for BOW: 1 features, 70.0% accuracy [2025-10-18T03:30:46.768685] [DEBUG] [LOCAL ] Loaded configuration for SAR: 0 features, 80.0% accuracy [2025-10-18T03:30:46.768977] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 1 features, 60.0% accuracy [2025-10-18T03:30:46.769410] [DEBUG] [LOCAL ] Loaded configuration for HII: 4 features, 90.0% accuracy [2025-10-18T03:30:46.769714] [DEBUG] [LOCAL ] Loaded configuration for ACI: 2 features, 90.0% accuracy [2025-10-18T03:30:46.770004] [DEBUG] [LOCAL ] Loaded configuration for EXK: 3 features, 100.0% accuracy [2025-10-18T03:30:46.770095] [DEBUG] [LOCAL ] Loaded configuration for ELS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.770356] [DEBUG] [LOCAL ] Loaded configuration for TEAF: 2 features, 50.0% accuracy [2025-10-18T03:30:46.770686] [DEBUG] [LOCAL ] Loaded configuration for GHC: 2 features, 100.0% accuracy [2025-10-18T03:30:46.771017] [DEBUG] [LOCAL ] Loaded configuration for BUXX: 5 features, 80.0% accuracy [2025-10-18T03:30:46.771135] [DEBUG] [LOCAL ] Loaded configuration for RDW: 3 features, 100.0% accuracy [2025-10-18T03:30:46.771471] [DEBUG] [LOCAL ] Loaded configuration for CMI: 1 features, 70.0% accuracy [2025-10-18T03:30:46.771798] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 2 features, 80.0% accuracy [2025-10-18T03:30:46.772072] [DEBUG] [LOCAL ] Loaded configuration for RPT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.772165] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 1 features, 80.0% accuracy [2025-10-18T03:30:46.772419] [DEBUG] [LOCAL ] Loaded configuration for GSL: 5 features, 70.0% accuracy [2025-10-18T03:30:46.772717] [DEBUG] [LOCAL ] Loaded configuration for STXG: 1 features, 70.0% accuracy [2025-10-18T03:30:46.773044] [DEBUG] [LOCAL ] Loaded configuration for KF: 3 features, 60.0% accuracy [2025-10-18T03:30:46.773377] [DEBUG] [LOCAL ] Loaded configuration for TRN: 0 features, 50.0% accuracy [2025-10-18T03:30:46.773707] [DEBUG] [LOCAL ] Loaded configuration for NKX: 6 features, 80.0% accuracy [2025-10-18T03:30:46.773983] [DEBUG] [LOCAL ] Loaded configuration for GME: 4 features, 90.0% accuracy [2025-10-18T03:30:46.774262] [DEBUG] [LOCAL ] Loaded configuration for STVN: 2 features, 70.0% accuracy [2025-10-18T03:30:46.774590] [DEBUG] [LOCAL ] Loaded configuration for BMI: 3 features, 90.0% accuracy [2025-10-18T03:30:46.774739] [DEBUG] [LOCAL ] Loaded configuration for PNR: 4 features, 100.0% accuracy [2025-10-18T03:30:46.775002] [DEBUG] [LOCAL ] Loaded configuration for HDB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.775325] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-10-18T03:30:46.775605] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 0 features, 70.0% accuracy [2025-10-18T03:30:46.775927] [DEBUG] [LOCAL ] Loaded configuration for VRT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.776216] [DEBUG] [LOCAL ] Loaded configuration for RNP: 3 features, 70.0% accuracy [2025-10-18T03:30:46.776509] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 80.0% accuracy [2025-10-18T03:30:46.776782] [DEBUG] [LOCAL ] Loaded configuration for AVK: 3 features, 80.0% accuracy [2025-10-18T03:30:46.777108] [DEBUG] [LOCAL ] Loaded configuration for ATKR: 6 features, 80.0% accuracy [2025-10-18T03:30:46.777406] [DEBUG] [LOCAL ] Loaded configuration for CFG: 0 features, 70.0% accuracy [2025-10-18T03:30:46.777709] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 3 features, 70.0% accuracy [2025-10-18T03:30:46.778088] [DEBUG] [LOCAL ] Loaded configuration for TDS: 4 features, 60.0% accuracy [2025-10-18T03:30:46.778201] [DEBUG] [LOCAL ] Loaded configuration for ROL: 0 features, 50.0% accuracy [2025-10-18T03:30:46.778503] [DEBUG] [LOCAL ] Loaded configuration for RSF: 4 features, 80.0% accuracy [2025-10-18T03:30:46.778791] [DEBUG] [LOCAL ] Loaded configuration for WT: 1 features, 60.0% accuracy [2025-10-18T03:30:46.779136] [DEBUG] [LOCAL ] Loaded configuration for AMPY: 5 features, 90.0% accuracy [2025-10-18T03:30:46.779425] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 2 features, 60.0% accuracy [2025-10-18T03:30:46.779701] [DEBUG] [LOCAL ] Loaded configuration for CIVI: 5 features, 100.0% accuracy [2025-10-18T03:30:46.779988] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 1 features, 70.0% accuracy [2025-10-18T03:30:46.780310] [DEBUG] [LOCAL ] Loaded configuration for EDF: 1 features, 80.0% accuracy [2025-10-18T03:30:46.780578] [DEBUG] [LOCAL ] Loaded configuration for ACN: 0 features, 60.0% accuracy [2025-10-18T03:30:46.780912] [DEBUG] [LOCAL ] Loaded configuration for KBR: 3 features, 70.0% accuracy [2025-10-18T03:30:46.781404] [DEBUG] [LOCAL ] Loaded configuration for BUR: 5 features, 80.0% accuracy [2025-10-18T03:30:46.781678] [DEBUG] [LOCAL ] Loaded configuration for LFT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.782002] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 1 features, 80.0% accuracy [2025-10-18T03:30:46.782337] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 3 features, 80.0% accuracy [2025-10-18T03:30:46.782614] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 1 features, 100.0% accuracy [2025-10-18T03:30:46.782954] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 4 features, 80.0% accuracy [2025-10-18T03:30:46.783216] [DEBUG] [LOCAL ] Loaded configuration for VIK: 1 features, 70.0% accuracy [2025-10-18T03:30:46.783509] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 4 features, 80.0% accuracy [2025-10-18T03:30:46.783795] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 80.0% accuracy [2025-10-18T03:30:46.784083] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 80.0% accuracy [2025-10-18T03:30:46.784348] [DEBUG] [LOCAL ] Loaded configuration for STXD: 4 features, 50.0% accuracy [2025-10-18T03:30:46.784689] [DEBUG] [LOCAL ] Loaded configuration for LU: 0 features, 80.0% accuracy [2025-10-18T03:30:46.784953] [DEBUG] [LOCAL ] Loaded configuration for NRT: 3 features, 90.0% accuracy [2025-10-18T03:30:46.785066] [DEBUG] [LOCAL ] Loaded configuration for MTDR: 4 features, 50.0% accuracy [2025-10-18T03:30:46.785355] [DEBUG] [LOCAL ] Loaded configuration for JLS: 3 features, 70.0% accuracy [2025-10-18T03:30:46.785681] [DEBUG] [LOCAL ] Loaded configuration for JEF: 4 features, 70.0% accuracy [2025-10-18T03:30:46.786026] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 0 features, 80.0% accuracy [2025-10-18T03:30:46.786147] [DEBUG] [LOCAL ] Loaded configuration for PUK: 1 features, 80.0% accuracy [2025-10-18T03:30:46.786406] [DEBUG] [LOCAL ] Loaded configuration for XPO: 2 features, 70.0% accuracy [2025-10-18T03:30:46.786863] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 2 features, 70.0% accuracy [2025-10-18T03:30:46.787199] [DEBUG] [LOCAL ] Loaded configuration for UZD: 3 features, 80.0% accuracy [2025-10-18T03:30:46.787297] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 2 features, 70.0% accuracy [2025-10-18T03:30:46.787572] [DEBUG] [LOCAL ] Loaded configuration for BKU: 5 features, 80.0% accuracy [2025-10-18T03:30:46.787941] [DEBUG] [LOCAL ] Loaded configuration for YOU: 1 features, 60.0% accuracy [2025-10-18T03:30:46.788218] [DEBUG] [LOCAL ] Loaded configuration for ABR: 1 features, 100.0% accuracy [2025-10-18T03:30:46.788490] [DEBUG] [LOCAL ] Loaded configuration for RCS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.788776] [DEBUG] [LOCAL ] Loaded configuration for SXI: 2 features, 60.0% accuracy [2025-10-18T03:30:46.789091] [DEBUG] [LOCAL ] Loaded configuration for T: 5 features, 90.0% accuracy [2025-10-18T03:30:46.789377] [DEBUG] [LOCAL ] Loaded configuration for AR: 1 features, 70.0% accuracy [2025-10-18T03:30:46.789487] [DEBUG] [LOCAL ] Loaded configuration for DRI: 3 features, 60.0% accuracy [2025-10-18T03:30:46.789815] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 3 features, 80.0% accuracy [2025-10-18T03:30:46.789905] [DEBUG] [LOCAL ] Loaded configuration for RNGR: 1 features, 50.0% accuracy [2025-10-18T03:30:46.789993] [DEBUG] [LOCAL ] Loaded configuration for NTST: 4 features, 80.0% accuracy [2025-10-18T03:30:46.790326] [DEBUG] [LOCAL ] Loaded configuration for KNX: 3 features, 70.0% accuracy [2025-10-18T03:30:46.790602] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 4 features, 80.0% accuracy [2025-10-18T03:30:46.791000] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 2 features, 80.0% accuracy [2025-10-18T03:30:46.791160] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 1 features, 60.0% accuracy [2025-10-18T03:30:46.791472] [DEBUG] [LOCAL ] Loaded configuration for ESI: 1 features, 80.0% accuracy [2025-10-18T03:30:46.791776] [DEBUG] [LOCAL ] Loaded configuration for XFLT: 4 features, 90.0% accuracy [2025-10-18T03:30:46.792076] [DEBUG] [LOCAL ] Loaded configuration for FCX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.792397] [DEBUG] [LOCAL ] Loaded configuration for MCR: 2 features, 60.0% accuracy [2025-10-18T03:30:46.792679] [DEBUG] [LOCAL ] Loaded configuration for MLI: 1 features, 60.0% accuracy [2025-10-18T03:30:46.793016] [DEBUG] [LOCAL ] Loaded configuration for PRH: 2 features, 80.0% accuracy [2025-10-18T03:30:46.793343] [DEBUG] [LOCAL ] Loaded configuration for LOCL: 3 features, 80.0% accuracy [2025-10-18T03:30:46.793695] [DEBUG] [LOCAL ] Loaded configuration for HQL: 4 features, 80.0% accuracy [2025-10-18T03:30:46.793967] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 2 features, 80.0% accuracy [2025-10-18T03:30:46.794303] [DEBUG] [LOCAL ] Loaded configuration for FLO: 3 features, 80.0% accuracy [2025-10-18T03:30:46.794425] [DEBUG] [LOCAL ] Loaded configuration for PAR: 4 features, 90.0% accuracy [2025-10-18T03:30:46.794710] [DEBUG] [LOCAL ] Loaded configuration for CCL: 3 features, 80.0% accuracy [2025-10-18T03:30:46.795005] [DEBUG] [LOCAL ] Loaded configuration for MSB: 1 features, 80.0% accuracy [2025-10-18T03:30:46.795318] [DEBUG] [LOCAL ] Loaded configuration for VEEV: 3 features, 100.0% accuracy [2025-10-18T03:30:46.795604] [DEBUG] [LOCAL ] Loaded configuration for ALL: 2 features, 60.0% accuracy [2025-10-18T03:30:46.795972] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 70.0% accuracy [2025-10-18T03:30:46.796304] [DEBUG] [LOCAL ] Loaded configuration for WH: 3 features, 70.0% accuracy [2025-10-18T03:30:46.796620] [DEBUG] [LOCAL ] Loaded configuration for SFL: 2 features, 70.0% accuracy [2025-10-18T03:30:46.796938] [DEBUG] [LOCAL ] Loaded configuration for CHN: 1 features, 50.0% accuracy [2025-10-18T03:30:46.797212] [DEBUG] [LOCAL ] Loaded configuration for FPH: 3 features, 70.0% accuracy [2025-10-18T03:30:46.797530] [DEBUG] [LOCAL ] Loaded configuration for BWNB: 4 features, 70.0% accuracy [2025-10-18T03:30:46.797667] [DEBUG] [LOCAL ] Loaded configuration for SYF: 1 features, 70.0% accuracy [2025-10-18T03:30:46.797820] [DEBUG] [LOCAL ] Loaded configuration for OWL: 4 features, 90.0% accuracy [2025-10-18T03:30:46.797909] [DEBUG] [LOCAL ] Loaded configuration for UCB: 4 features, 90.0% accuracy [2025-10-18T03:30:46.798164] [DEBUG] [LOCAL ] Loaded configuration for CMC: 2 features, 80.0% accuracy [2025-10-18T03:30:46.798428] [DEBUG] [LOCAL ] Loaded configuration for AWK: 2 features, 70.0% accuracy [2025-10-18T03:30:46.798699] [DEBUG] [LOCAL ] Loaded configuration for CTS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.798982] [DEBUG] [LOCAL ] Loaded configuration for CULP: 1 features, 70.0% accuracy [2025-10-18T03:30:46.799311] [DEBUG] [LOCAL ] Loaded configuration for NGL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.799603] [DEBUG] [LOCAL ] Loaded configuration for PGP: 5 features, 100.0% accuracy [2025-10-18T03:30:46.800082] [DEBUG] [LOCAL ] Loaded configuration for OIS: 2 features, 60.0% accuracy [2025-10-18T03:30:46.800192] [DEBUG] [LOCAL ] Loaded configuration for NYT: 2 features, 70.0% accuracy [2025-10-18T03:30:46.800495] [DEBUG] [LOCAL ] Loaded configuration for MATV: 3 features, 90.0% accuracy [2025-10-18T03:30:46.800817] [DEBUG] [LOCAL ] Loaded configuration for BOX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.801113] [DEBUG] [LOCAL ] Loaded configuration for EVH: 0 features, 40.0% accuracy [2025-10-18T03:30:46.801401] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.801509] [DEBUG] [LOCAL ] Loaded configuration for NWG: 2 features, 50.0% accuracy [2025-10-18T03:30:46.801881] [DEBUG] [LOCAL ] Loaded configuration for TT: 5 features, 80.0% accuracy [2025-10-18T03:30:46.802201] [DEBUG] [LOCAL ] Loaded configuration for SMRT: 3 features, 90.0% accuracy [2025-10-18T03:30:46.802555] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 2 features, 70.0% accuracy [2025-10-18T03:30:46.802921] [DEBUG] [LOCAL ] Loaded configuration for ODC: 4 features, 80.0% accuracy [2025-10-18T03:30:46.803186] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 2 features, 80.0% accuracy [2025-10-18T03:30:46.803473] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 4 features, 80.0% accuracy [2025-10-18T03:30:46.803787] [DEBUG] [LOCAL ] Loaded configuration for XHR: 6 features, 70.0% accuracy [2025-10-18T03:30:46.804074] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 3 features, 60.0% accuracy [2025-10-18T03:30:46.805265] [DEBUG] [LOCAL ] Loaded configuration for CUK: 3 features, 60.0% accuracy [2025-10-18T03:30:46.805559] [DEBUG] [LOCAL ] Loaded configuration for RFL: 0 features, 70.0% accuracy [2025-10-18T03:30:46.805849] [DEBUG] [LOCAL ] Loaded configuration for W: 4 features, 80.0% accuracy [2025-10-18T03:30:46.806121] [DEBUG] [LOCAL ] Loaded configuration for SAP: 2 features, 80.0% accuracy [2025-10-18T03:30:46.806409] [DEBUG] [LOCAL ] Loaded configuration for ETSY: 3 features, 80.0% accuracy [2025-10-18T03:30:46.806701] [DEBUG] [LOCAL ] Loaded configuration for VAL: 4 features, 70.0% accuracy [2025-10-18T03:30:46.807014] [DEBUG] [LOCAL ] Loaded configuration for MAA: 3 features, 90.0% accuracy [2025-10-18T03:30:46.807392] [DEBUG] [LOCAL ] Loaded configuration for KBDC: 4 features, 60.0% accuracy [2025-10-18T03:30:46.807689] [DEBUG] [LOCAL ] Loaded configuration for NREF: 1 features, 70.0% accuracy [2025-10-18T03:30:46.808031] [DEBUG] [LOCAL ] Loaded configuration for VIRT: 3 features, 70.0% accuracy [2025-10-18T03:30:46.808431] [DEBUG] [LOCAL ] Loaded configuration for XYF: 0 features, 70.0% accuracy [2025-10-18T03:30:46.808825] [DEBUG] [LOCAL ] Loaded configuration for WMT: 1 features, 70.0% accuracy [2025-10-18T03:30:46.809131] [DEBUG] [LOCAL ] Loaded configuration for NMI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.809241] [DEBUG] [LOCAL ] Loaded configuration for MUR: 4 features, 90.0% accuracy [2025-10-18T03:30:46.809526] [DEBUG] [LOCAL ] Loaded configuration for UFI: 2 features, 80.0% accuracy [2025-10-18T03:30:46.809831] [DEBUG] [LOCAL ] Loaded configuration for UHT: 1 features, 40.0% accuracy [2025-10-18T03:30:46.809941] [DEBUG] [LOCAL ] Loaded configuration for RF: 2 features, 50.0% accuracy [2025-10-18T03:30:46.810298] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 6 features, 80.0% accuracy [2025-10-18T03:30:46.810602] [DEBUG] [LOCAL ] Loaded configuration for BY: 3 features, 90.0% accuracy [2025-10-18T03:30:46.810752] [DEBUG] [LOCAL ] Loaded configuration for APTV: 2 features, 80.0% accuracy [2025-10-18T03:30:46.811053] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 2 features, 100.0% accuracy [2025-10-18T03:30:46.811360] [DEBUG] [LOCAL ] Loaded configuration for GEL: 4 features, 100.0% accuracy [2025-10-18T03:30:46.811469] [DEBUG] [LOCAL ] Loaded configuration for OGS: 3 features, 60.0% accuracy [2025-10-18T03:30:46.811922] [DEBUG] [LOCAL ] Loaded configuration for LPX: 2 features, 80.0% accuracy [2025-10-18T03:30:46.812231] [DEBUG] [LOCAL ] Loaded configuration for EFX: 0 features, 70.0% accuracy [2025-10-18T03:30:46.812538] [DEBUG] [LOCAL ] Loaded configuration for TU: 2 features, 50.0% accuracy [2025-10-18T03:30:46.812839] [DEBUG] [LOCAL ] Loaded configuration for WIW: 0 features, 70.0% accuracy [2025-10-18T03:30:46.813138] [DEBUG] [LOCAL ] Loaded configuration for JHI: 0 features, 70.0% accuracy [2025-10-18T03:30:46.813479] [DEBUG] [LOCAL ] Loaded configuration for MCO: 3 features, 70.0% accuracy [2025-10-18T03:30:46.813791] [DEBUG] [LOCAL ] Loaded configuration for CODI: 4 features, 70.0% accuracy [2025-10-18T03:30:46.814098] [DEBUG] [LOCAL ] Loaded configuration for LEN: 1 features, 70.0% accuracy [2025-10-18T03:30:46.814231] [DEBUG] [LOCAL ] Loaded configuration for CIO: 3 features, 90.0% accuracy [2025-10-18T03:30:46.814561] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 3 features, 80.0% accuracy [2025-10-18T03:30:46.814692] [DEBUG] [LOCAL ] Loaded configuration for CRS: 2 features, 70.0% accuracy [2025-10-18T03:30:46.814965] [DEBUG] [LOCAL ] Loaded configuration for EFC: 3 features, 80.0% accuracy [2025-10-18T03:30:46.815260] [DEBUG] [LOCAL ] Loaded configuration for EAI: 1 features, 60.0% accuracy [2025-10-18T03:30:46.815610] [DEBUG] [LOCAL ] Loaded configuration for AMT: 2 features, 80.0% accuracy [2025-10-18T03:30:46.815935] [DEBUG] [LOCAL ] Loaded configuration for OPP: 2 features, 90.0% accuracy [2025-10-18T03:30:46.817968] [INFO ] [LOCAL ] Saved consolidated report: 2083 forecasts -> ./output/forecasts/full/2025-10-20.txt [2025-10-18T03:30:46.818159] [INFO ] [sig ] [7/7] Successfully generated report for 2025-10-20: 2083 entries [2025-10-18T03:30:46.818228] [INFO ] [sig ] ================================================== [2025-10-18T03:30:46.818283] [INFO ] [sig ] Report generation complete: 7/7 reports succeeded [2025-10-18T03:30:47.347223] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-10-18T03:30:47.347450] [INFO ] [sig ] Email notification sent [2025-10-18T03:30:47.348032] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-10-18T03:30:47.348349] [INFO ] [STATE ] Last completion updated: 2025-10-18T03:30:47.348187