[2025-09-24T00:07:28.658287] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T00:07:28.658463] [FATAL] [LOCAL     ] Symbols list cache file not found: ./output//cache/active_symbols_list.txt
[2025-09-24T00:07:28.658508] [WARN ] [LOCAL     ] No cached symbols list available
[2025-09-24T00:07:28.658541] [FATAL] [sig       ] No active symbols available from cache
[2025-09-24T00:07:50.468723] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T00:07:50.469320] [FATAL] [LOCAL     ] Symbols list cache file not found: ./output/cache/active_symbols_list.txt
[2025-09-24T00:07:50.469458] [WARN ] [LOCAL     ] No cached symbols list available
[2025-09-24T00:07:50.469550] [FATAL] [sig       ] No active symbols available from cache
[2025-09-24T00:08:33.828268] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T00:08:33.828376] [FATAL] [LOCAL     ] Symbols list cache file not found: ./output/cache/active_symbols_list.txt
[2025-09-24T00:08:33.828433] [WARN ] [LOCAL     ] No cached symbols list available
[2025-09-24T00:08:33.828477] [FATAL] [sig       ] No active symbols available from cache
[2025-09-24T00:10:02.811441] [INFO ] [CACHE     ] Starting cache update
[2025-09-24T00:10:02.811536] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-09-24T00:10:03.453156] [DEBUG] [REMOTE    ] Fetched 2077 unique symbols from directory listing.
[2025-09-24T00:10:03.456556] [DEBUG] [LOCAL     ] Cached 2077 symbols to ./output/cache/active_symbols_list.txt
[2025-09-24T00:10:03.456617] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-09-24T00:10:03.623449] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-09-24T00:10:03.624450] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates to ./output/cache/unscheduled_blackout_dates.txt
[2025-09-24T00:10:03.624494] [INFO ] [CACHE     ] Cache update completed successfully
[2025-09-24T00:10:03.624547] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T00:10:03.624965] [FATAL] [LOCAL     ] Error getting active symbols from cache: name 'active_symbols' is not defined
[2025-09-24T00:10:03.625067] [FATAL] [sig       ] No active symbols available from cache
[2025-09-24T00:11:23.299157] [INFO ] [CACHE     ] Starting cache update
[2025-09-24T00:11:23.299253] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-09-24T00:11:23.826861] [DEBUG] [REMOTE    ] Fetched 2077 unique symbols from directory listing.
[2025-09-24T00:11:23.833434] [DEBUG] [LOCAL     ] Cached 2077 symbols to ./output/cache/active_symbols_list.txt
[2025-09-24T00:11:23.833523] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-09-24T00:11:24.002472] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-09-24T00:11:24.003288] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates to ./output/cache/unscheduled_blackout_dates.txt
[2025-09-24T00:11:24.003341] [INFO ] [CACHE     ] Cache update completed successfully
[2025-09-24T00:11:24.003398] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T00:11:24.003838] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T00:11:24.003913] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T00:11:24.003949] [INFO ] [sig       ] Found 2077 active symbols to configure
[2025-09-24T00:11:24.004327] [INFO ] [sig       ] [1/2077] Configuring AA...
[2025-09-24T00:11:24.004369] [INFO ] [CONFIGURE ] AA: Configurate test run.
[2025-09-24T00:11:24.004403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T00:11:24.373132] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T00:11:24.374116] [INFO ] [CONFIGURE ] AA: Testing with 29 available features
[2025-09-24T00:11:24.374176] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features...
[2025-09-24T00:11:24.542151] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T00:11:24.744875] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T00:11:24.868346] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T00:11:24.985797] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T00:11:25.113704] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T00:11:25.227347] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T00:11:25.359858] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T00:11:25.478179] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T00:11:25.592101] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T00:11:25.714435] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T00:11:25.714691] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 50.00%
[2025-09-24T00:11:25.714739] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands
[2025-09-24T00:11:25.714774] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands']
[2025-09-24T00:11:25.841668] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T00:11:25.978505] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T00:11:27.011969] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T00:11:27.180087] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T00:11:27.325915] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T00:11:27.455498] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T00:11:27.588498] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T00:11:27.723816] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T00:11:27.870705] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T00:11:28.005447] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T00:11:28.005779] [INFO ] [CONFIGURE ] AA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T00:11:28.005838] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta
[2025-09-24T00:11:28.005875] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta']
[2025-09-24T00:11:28.151746] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:44:17.050780] [INFO ] [CACHE     ] Starting cache update
[2025-09-24T02:44:17.050874] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-09-24T02:44:17.570550] [DEBUG] [REMOTE    ] Fetched 2077 unique symbols from directory listing.
[2025-09-24T02:44:17.576314] [DEBUG] [LOCAL     ] Cached 2077 symbols to ./output/cache/active_symbols_list.txt
[2025-09-24T02:44:17.576399] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-09-24T02:44:17.774022] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-09-24T02:44:17.775081] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates to ./output/cache/unscheduled_blackout_dates.txt
[2025-09-24T02:44:17.775134] [INFO ] [CACHE     ] Cache update completed successfully
[2025-09-24T02:44:17.775190] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T02:44:17.775614] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T02:44:17.775693] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T02:44:17.775730] [INFO ] [sig       ] Found 2077 active symbols to configure
[2025-09-24T02:44:17.776107] [INFO ] [sig       ] [1/2077] Configuring AA...
[2025-09-24T02:44:17.776148] [INFO ] [CONFIGURE ] AA: Configurate test run.
[2025-09-24T02:44:17.776183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T02:44:18.141245] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T02:44:18.142222] [INFO ] [CONFIGURE ] AA: Testing with 29 available features
[2025-09-24T02:44:18.142285] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features...
[2025-09-24T02:44:18.299262] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:44:18.418337] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:44:18.580699] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:44:18.695704] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:44:18.821205] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:44:18.936192] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:44:19.056600] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:44:19.181477] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:44:19.298869] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:44:19.415493] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:44:19.415796] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 50.00%
[2025-09-24T02:44:19.415851] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands
[2025-09-24T02:44:19.415891] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands']
[2025-09-24T02:44:19.544159] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:44:19.703828] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:44:19.850867] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:44:19.979806] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:44:20.130247] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:44:20.275565] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:44:20.406875] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:44:20.550299] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:44:20.694634] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:44:20.842682] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:44:20.843003] [INFO ] [CONFIGURE ] AA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T02:44:20.843066] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta
[2025-09-24T02:44:20.843106] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta']
[2025-09-24T02:44:20.989235] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:44:21.146708] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:44:21.283885] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:44:21.443211] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:44:21.590386] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:44:21.738632] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:44:21.875345] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:44:22.020299] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:44:22.888421] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:44:23.049919] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:44:23.050259] [INFO ] [CONFIGURE ] AA: KEPT add_cumulative_delta (score: 70.00%)
[2025-09-24T02:44:23.050306] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns
[2025-09-24T02:44:23.050341] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T02:44:23.212149] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:44:23.349231] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:44:23.516190] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:44:23.655329] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:44:23.795462] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:44:23.940767] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:44:24.084168] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:44:24.249786] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:44:24.394685] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:44:24.570804] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:44:24.571165] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-24T02:44:24.571214] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema
[2025-09-24T02:44:24.571250] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T02:44:24.725271] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:44:24.892694] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:44:25.054043] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:44:25.258141] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:46:28.998577] [INFO ] [sig       ] Generating forecast for: IBM
[2025-09-24T02:46:28.998676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-24T02:46:29.366757] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBM'.
[2025-09-24T02:46:29.367734] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-09-24T02:46:29.391175] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T02:46:29.391795] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-09-24T02:46:29.391852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T02:46:29.391896] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T02:46:29.391938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T02:46:29.392020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T02:46:29.406995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T02:46:29.407501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T02:46:29.407592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T02:46:29.407633] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T02:46:29.517256] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T02:46:29.518706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T02:46:29.518780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T02:46:29.518831] [INFO ] [FORECASTER] Training complete
[2025-09-24T02:46:29.532892] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-09-24T02:46:29.533266] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-09-24T02:46:29.533383] [INFO ] [sig       ] IBM: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T02:46:29.678851] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-09-24	1.0
[2025-09-24T02:51:34.483118] [INFO ] [CACHE     ] Starting cache update
[2025-09-24T02:51:34.483212] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-09-24T02:51:35.005480] [DEBUG] [REMOTE    ] Fetched 2077 unique symbols from directory listing.
[2025-09-24T02:51:35.012553] [DEBUG] [LOCAL     ] Cached 2077 symbols to ./output/cache/active_symbols_list.txt
[2025-09-24T02:51:35.012640] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-09-24T02:51:35.176138] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-09-24T02:51:35.177175] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates to ./output/cache/unscheduled_blackout_dates.txt
[2025-09-24T02:51:35.177235] [INFO ] [CACHE     ] Cache update completed successfully
[2025-09-24T02:51:35.177293] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T02:51:35.177713] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T02:51:35.177788] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T02:51:35.177831] [INFO ] [sig       ] Found 2077 active symbols to configure
[2025-09-24T02:51:35.178217] [INFO ] [sig       ] [1/2077] Configuring AA...
[2025-09-24T02:51:35.178266] [INFO ] [CONFIGURE ] AA: Configurate test run.
[2025-09-24T02:51:35.178306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T02:51:35.729754] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T02:51:35.730697] [INFO ] [CONFIGURE ] AA: Testing with 29 available features
[2025-09-24T02:51:35.730752] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features...
[2025-09-24T02:51:35.884622] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:35.993607] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:51:36.156253] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:36.273332] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:36.391276] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:36.513429] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:37.526642] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:37.706456] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:51:37.827087] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:37.948452] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:37.948716] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 50.00%
[2025-09-24T02:51:37.948766] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands
[2025-09-24T02:51:37.948814] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands']
[2025-09-24T02:51:38.091399] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:38.244432] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:51:38.371380] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:38.511755] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:51:38.642711] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:38.778139] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:51:38.910172] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:39.040651] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:51:39.189534] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:39.329743] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:39.330015] [INFO ] [CONFIGURE ] AA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T02:51:39.330065] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta
[2025-09-24T02:51:39.330102] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta']
[2025-09-24T02:51:39.483083] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:39.621036] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:39.765728] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:39.948058] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:40.223528] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:40.370773] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:40.519789] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:40.679919] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:51:40.825394] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:40.964903] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:40.965168] [INFO ] [CONFIGURE ] AA: KEPT add_cumulative_delta (score: 70.00%)
[2025-09-24T02:51:40.965217] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns
[2025-09-24T02:51:40.965253] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T02:51:41.290188] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:41.477709] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:41.615078] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:41.788753] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:41.946594] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:42.131501] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:42.284739] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:42.451840] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:51:42.600906] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:42.745482] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:42.745817] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-24T02:51:42.745864] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema
[2025-09-24T02:51:42.745898] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T02:51:42.899699] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:43.065479] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:43.222871] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:51:43.385436] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:43.543770] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:43.713961] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:43.881003] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:44.047217] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:51:44.255614] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:44.431588] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:44.431921] [INFO ] [CONFIGURE ] AA: DISCARDED add_ema (score: 70.00%)
[2025-09-24T02:51:44.431982] [INFO ] [CONFIGURE ] AA: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T02:51:44.432077] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T02:51:44.605001] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:51:44.768430] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:51:44.935434] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:51:45.202961] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:45.399926] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:51:45.606516] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:45.777921] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:51:45.952480] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:51:46.137913] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:46.308472] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:46.308822] [INFO ] [CONFIGURE ] AA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T02:51:46.308871] [INFO ] [CONFIGURE ] AA: Testing feature 6/29: add_failed_moves
[2025-09-24T02:51:46.308907] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-09-24T02:51:46.511950] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:46.705833] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:46.874065] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:47.455537] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:47.630154] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:47.834114] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:48.001651] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:48.187716] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:51:48.344526] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:48.498588] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:48.498838] [INFO ] [CONFIGURE ] AA: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T02:51:48.498882] [INFO ] [CONFIGURE ] AA: Testing feature 7/29: add_lag_shelf
[2025-09-24T02:51:48.498916] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T02:51:48.636798] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:48.787522] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:48.925945] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:49.074339] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:49.215544] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:49.349875] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:49.488578] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:49.626855] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:51:49.765753] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:49.916934] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:49.917205] [INFO ] [CONFIGURE ] AA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T02:51:49.917254] [INFO ] [CONFIGURE ] AA: Testing feature 8/29: add_macd
[2025-09-24T02:51:49.917290] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T02:51:50.099111] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:51:50.281734] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:51:50.454781] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:51:50.633898] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:50.810026] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:50.999338] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:51.211363] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:51.392827] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:51:51.594568] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:51.792880] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:51.793264] [INFO ] [CONFIGURE ] AA: DISCARDED add_macd (score: 60.00%)
[2025-09-24T02:51:51.793312] [INFO ] [CONFIGURE ] AA: Testing feature 9/29: add_mfi
[2025-09-24T02:51:51.793347] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-09-24T02:51:51.956078] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:52.124509] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:52.283843] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:52.489900] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:52.642654] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:52.798417] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:52.959752] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:53.122090] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:51:53.286164] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:53.455256] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:53.455552] [INFO ] [CONFIGURE ] AA: DISCARDED add_mfi (score: 70.00%)
[2025-09-24T02:51:53.455603] [INFO ] [CONFIGURE ] AA: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T02:51:53.455643] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T02:51:53.620327] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:53.783555] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:53.956541] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:51:54.160160] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:54.334709] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:54.499586] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:54.665390] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:51:54.844835] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:51:55.026918] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:55.208375] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:55.208719] [INFO ] [CONFIGURE ] AA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T02:51:55.208767] [INFO ] [CONFIGURE ] AA: Testing feature 11/29: add_obv_daily
[2025-09-24T02:51:55.208802] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-09-24T02:51:55.355226] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:55.501489] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:51:55.642235] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:51:55.793275] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:55.977642] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:56.144614] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:51:56.298791] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:56.472179] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:51:56.643254] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:56.794899] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:56.795218] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T02:51:56.795266] [INFO ] [CONFIGURE ] AA: Testing feature 12/29: add_obv_interval
[2025-09-24T02:51:56.795302] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-09-24T02:51:56.952928] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:51:57.104393] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:51:57.249710] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:51:57.412558] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:51:57.570401] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:57.725736] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:51:57.881063] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:58.030886] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:51:58.179349] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:51:58.325761] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:51:58.326133] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T02:51:58.326203] [INFO ] [CONFIGURE ] AA: Testing feature 13/29: add_opening_strength
[2025-09-24T02:51:58.326246] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T02:51:58.486178] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:51:58.654978] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:51:58.820802] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:51:58.977875] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:51:59.175259] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:51:59.352063] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:51:59.514916] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:51:59.674560] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:51:59.846194] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:00.017153] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:00.017434] [INFO ] [CONFIGURE ] AA: DISCARDED add_opening_strength (score: 50.00%)
[2025-09-24T02:52:00.017485] [INFO ] [CONFIGURE ] AA: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T02:52:00.017524] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-09-24T02:52:00.191733] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:00.349252] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:00.528894] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:00.711782] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:00.882034] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:01.050679] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:52:01.209664] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:01.374315] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:01.551823] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:01.759775] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:01.760132] [INFO ] [CONFIGURE ] AA: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-09-24T02:52:01.760179] [INFO ] [CONFIGURE ] AA: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T02:52:01.760214] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-09-24T02:52:02.494468] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:02.652730] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:02.886341] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:03.037194] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:03.197605] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:03.344189] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:03.576967] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:03.769363] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:52:03.945542] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:04.569838] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:04.570176] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T02:52:04.570229] [INFO ] [CONFIGURE ] AA: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T02:52:04.570264] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-09-24T02:52:04.869934] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:05.030720] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:05.273144] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:05.441369] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:05.592568] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:05.749283] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:05.993459] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:06.176270] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:06.348470] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:06.511644] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:06.511949] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-09-24T02:52:06.512006] [INFO ] [CONFIGURE ] AA: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T02:52:06.512044] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-09-24T02:52:06.675295] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:06.842141] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:07.006398] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:07.194713] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:07.378864] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:07.543951] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:07.709786] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:07.878858] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:52:08.039818] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:08.202996] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:08.203349] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T02:52:08.203422] [INFO ] [CONFIGURE ] AA: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T02:52:08.203469] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-09-24T02:52:08.357781] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:08.504167] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:08.642858] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:08.781568] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:08.927246] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:09.077602] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:09.215514] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:09.398495] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:52:09.563062] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:09.706608] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:09.706902] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T02:52:09.706951] [INFO ] [CONFIGURE ] AA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T02:52:09.706996] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-09-24T02:52:09.877218] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:10.025567] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:10.220533] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:10.418975] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:10.583710] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:10.754275] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:10.935741] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:11.112523] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:52:11.289998] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:11.440115] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:11.440438] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T02:52:11.440487] [INFO ] [CONFIGURE ] AA: Testing feature 20/29: add_price_rejection
[2025-09-24T02:52:11.440524] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T02:52:11.592934] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:11.762944] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:11.917231] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:12.075310] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:12.248302] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:12.413907] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:12.731694] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:12.912977] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:13.102983] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:13.265601] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:13.265918] [INFO ] [CONFIGURE ] AA: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T02:52:13.265971] [INFO ] [CONFIGURE ] AA: Testing feature 21/29: add_range_position
[2025-09-24T02:52:13.266025] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-09-24T02:52:13.461670] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:13.617890] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:13.783635] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:13.957887] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:14.137729] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:14.316390] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:52:14.537772] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:14.708948] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:52:14.899370] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:15.103733] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:15.104049] [INFO ] [CONFIGURE ] AA: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T02:52:15.104100] [INFO ] [CONFIGURE ] AA: Testing feature 22/29: add_realized_volatility
[2025-09-24T02:52:15.104136] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-09-24T02:52:15.314861] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:15.524749] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:15.726718] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:15.902081] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:16.102201] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:16.284071] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:16.461581] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:16.659864] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:52:16.842225] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:17.465085] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:17.465446] [INFO ] [CONFIGURE ] AA: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T02:52:17.465514] [INFO ] [CONFIGURE ] AA: Testing feature 23/29: add_recent_range_context
[2025-09-24T02:52:17.465562] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-09-24T02:52:17.661942] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:17.850827] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:18.117103] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:18.294149] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:18.529403] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:18.730665] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:18.894792] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:19.066029] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:19.232094] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:19.432444] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:19.432776] [INFO ] [CONFIGURE ] AA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-09-24T02:52:19.432825] [INFO ] [CONFIGURE ] AA: Testing feature 24/29: add_rsi
[2025-09-24T02:52:19.432861] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-09-24T02:52:19.646410] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:19.841935] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:20.026163] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:20.226176] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:20.747969] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:20.979782] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:52:21.215339] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:21.426958] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:21.613447] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:21.806006] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:21.806282] [INFO ] [CONFIGURE ] AA: DISCARDED add_rsi (score: 40.00%)
[2025-09-24T02:52:21.806329] [INFO ] [CONFIGURE ] AA: Testing feature 25/29: add_tick_distribution
[2025-09-24T02:52:21.806364] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-09-24T02:52:21.983174] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:22.164030] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:22.342468] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:22.498241] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:22.713401] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:22.967735] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:23.737298] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:23.890491] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:24.083561] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:24.284542] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:24.284817] [INFO ] [CONFIGURE ] AA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-09-24T02:52:24.284864] [INFO ] [CONFIGURE ] AA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T02:52:24.284900] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-09-24T02:52:24.483284] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:24.663073] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:24.855880] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:25.044631] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:25.235830] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:25.403206] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:52:25.602684] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:25.906113] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:26.160567] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:26.346830] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:26.347239] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-09-24T02:52:26.347301] [INFO ] [CONFIGURE ] AA: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T02:52:26.347343] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-09-24T02:52:26.545860] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:26.757005] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:52:26.947975] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:52:27.215733] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:27.395790] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:27.562491] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:27.748063] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:27.917695] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:28.096056] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:28.290545] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:28.290876] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T02:52:28.290923] [INFO ] [CONFIGURE ] AA: Testing feature 28/29: add_volume_profile
[2025-09-24T02:52:28.290961] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-09-24T02:52:28.473708] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:28.637452] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:28.798246] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:28.991197] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:29.178757] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:29.336498] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T02:52:29.502954] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:29.687788] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T02:52:29.848072] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:30.073082] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:30.073397] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_profile (score: 40.00%)
[2025-09-24T02:52:30.073448] [INFO ] [CONFIGURE ] AA: Testing feature 29/29: add_vwap
[2025-09-24T02:52:30.073486] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-09-24T02:52:30.252607] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:52:30.493382] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:52:30.794951] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:52:31.025301] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T02:52:31.293247] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:31.616060] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T02:52:33.142214] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:33.384041] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T02:52:33.559507] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:33.733040] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:52:33.733431] [INFO ] [CONFIGURE ] AA: DISCARDED add_vwap (score: 70.00%)
[2025-09-24T02:52:33.733495] [INFO ] [CONFIGURE ] AA: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T02:52:33.733538] [INFO ] [CONFIGURE ] AA: Best accuracy: 70.00%
[2025-09-24T02:52:33.733584] [INFO ] [CONFIGURE ] AA: Best feature set (1 features): ['add_cumulative_delta']
[2025-09-24T02:52:33.733624] [INFO ] [CONFIGURE ] AA: Improvement over baseline: 20.00%
[2025-09-24T02:52:33.733663] [INFO ] [CONFIGURE ] AA: Total time: 55.8 seconds
[2025-09-24T02:52:33.733700] [INFO ] [CONFIGURE ] AA: Average time per feature: 1.9 seconds
[2025-09-24T02:52:33.733738] [INFO ] [CONFIGURE ] AA: Average speed: 0.52 features/sec
[2025-09-24T02:52:33.734001] [INFO ] [LOCAL     ] Saved 1 optimal features for AA to ./output/feature-sets/AA.txt
[2025-09-24T02:52:33.734143] [INFO ] [LOCAL     ] Saved certainty 70.00% for AA to ./output/certainties/AA.txt
[2025-09-24T02:52:33.734191] [INFO ] [CONFIGURE ] AA: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T02:52:33.734242] [INFO ] [sig       ] [1/2077] Successfully configured AA | 0.02 sym/s | Total: 59s | ETA: 33.8h
[2025-09-24T02:52:33.734292] [INFO ] [sig       ] [2/2077] Configuring AAT...
[2025-09-24T02:52:33.734337] [INFO ] [CONFIGURE ] AAT: Configurate test run.
[2025-09-24T02:52:33.734385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-24T02:52:34.093010] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAT'.
[2025-09-24T02:52:34.094263] [INFO ] [CONFIGURE ] AAT: Testing with 29 available features
[2025-09-24T02:52:34.094330] [INFO ] [CONFIGURE ] AAT: Establishing baseline with no features...
[2025-09-24T02:52:34.226489] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:34.486537] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:52:35.201410] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:35.464956] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:35.605231] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:35.975656] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:52:36.177028] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:36.374857] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:52:36.566038] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:36.700804] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T02:52:36.701123] [INFO ] [CONFIGURE ] AAT: Baseline score (no features): 50.00%
[2025-09-24T02:52:36.701178] [INFO ] [CONFIGURE ] AAT: Testing feature 1/29: add_bollinger_bands
[2025-09-24T02:52:36.701215] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands']
[2025-09-24T02:52:36.895663] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:37.072214] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:52:38.790056] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:41.089259] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:42.060006] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:52:42.380825] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:52:42.669672] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:42.907575] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:52:43.096891] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:43.296838] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T02:52:43.297238] [INFO ] [CONFIGURE ] AAT: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T02:52:43.297289] [INFO ] [CONFIGURE ] AAT: Testing feature 2/29: add_cumulative_delta
[2025-09-24T02:52:43.297325] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta']
[2025-09-24T02:52:43.491076] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:43.675017] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:43.844819] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:44.062615] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:44.226914] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:44.401914] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:52:44.618331] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:44.835306] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:52:45.277833] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:45.495636] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:52:45.496013] [INFO ] [CONFIGURE ] AAT: KEPT add_cumulative_delta (score: 80.00%)
[2025-09-24T02:52:45.496062] [INFO ] [CONFIGURE ] AAT: Testing feature 3/29: add_daily_returns
[2025-09-24T02:52:45.496098] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T02:52:46.078171] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:46.266430] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:46.635292] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:46.822357] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:47.062263] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:47.246024] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:52:47.440108] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:47.663874] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:52:47.837556] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:48.037378] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:52:48.037734] [INFO ] [CONFIGURE ] AAT: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-24T02:52:48.037781] [INFO ] [CONFIGURE ] AAT: Testing feature 4/29: add_ema
[2025-09-24T02:52:48.037821] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T02:52:48.252280] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:48.437641] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:48.613314] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:48.790740] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:48.971001] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:49.234249] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:52:50.881229] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:52:51.261574] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:52:51.509825] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:51.708738] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:52:51.709173] [INFO ] [CONFIGURE ] AAT: DISCARDED add_ema (score: 70.00%)
[2025-09-24T02:52:51.709238] [INFO ] [CONFIGURE ] AAT: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T02:52:51.709292] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T02:52:51.955450] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:52.543708] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:52:52.748342] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:52.990516] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:53.326335] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:53.544891] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:52:53.740649] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:53.944190] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:52:54.181358] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:54.426228] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:52:54.426601] [INFO ] [CONFIGURE ] AAT: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-09-24T02:52:54.426652] [INFO ] [CONFIGURE ] AAT: Testing feature 6/29: add_failed_moves
[2025-09-24T02:52:54.426696] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-09-24T02:52:54.581329] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:54.768887] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:54.995954] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:55.207211] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:55.447109] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:55.599904] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:52:55.756032] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:55.915761] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:52:56.081422] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:56.296371] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:52:56.296722] [INFO ] [CONFIGURE ] AAT: DISCARDED add_failed_moves (score: 80.00%)
[2025-09-24T02:52:56.296784] [INFO ] [CONFIGURE ] AAT: Testing feature 7/29: add_lag_shelf
[2025-09-24T02:52:56.296830] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T02:52:56.457915] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:56.598002] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:56.739072] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:56.910343] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:57.107355] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:57.440917] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:52:57.652757] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:52:57.848754] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:52:58.010522] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:52:58.217943] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:52:58.218313] [INFO ] [CONFIGURE ] AAT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-09-24T02:52:58.218362] [INFO ] [CONFIGURE ] AAT: Testing feature 8/29: add_macd
[2025-09-24T02:52:58.218398] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T02:52:58.421508] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:52:58.818341] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:52:59.022392] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:52:59.489028] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:52:59.770262] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:52:59.982156] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:00.295450] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:00.544534] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:00.783994] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:00.995244] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T02:53:00.995628] [INFO ] [CONFIGURE ] AAT: DISCARDED add_macd (score: 70.00%)
[2025-09-24T02:53:00.995689] [INFO ] [CONFIGURE ] AAT: Testing feature 9/29: add_mfi
[2025-09-24T02:53:00.995726] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-09-24T02:53:01.172545] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:01.373409] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:01.542821] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:01.762110] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:01.945339] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:02.137846] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:02.312217] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:53:02.523137] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:02.782612] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:02.953955] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:02.954399] [INFO ] [CONFIGURE ] AAT: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T02:53:02.954470] [INFO ] [CONFIGURE ] AAT: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T02:53:02.954519] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T02:53:03.175024] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:03.372585] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:03.566258] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:03.765095] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:04.077641] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:04.325842] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:05.433594] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:05.827567] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:06.013098] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:06.212647] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:06.213008] [INFO ] [CONFIGURE ] AAT: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-09-24T02:53:06.213072] [INFO ] [CONFIGURE ] AAT: Testing feature 11/29: add_obv_daily
[2025-09-24T02:53:06.213110] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-09-24T02:53:06.397800] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:06.993777] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:07.358486] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:07.631487] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:07.851312] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:08.080373] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:08.420017] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:08.744242] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:09.140644] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:09.395124] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:09.395493] [INFO ] [CONFIGURE ] AAT: DISCARDED add_obv_daily (score: 80.00%)
[2025-09-24T02:53:09.395560] [INFO ] [CONFIGURE ] AAT: Testing feature 12/29: add_obv_interval
[2025-09-24T02:53:09.395607] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-09-24T02:53:09.548618] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:09.718898] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:09.952474] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:10.165355] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:10.396786] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:10.683710] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:10.888793] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:53:11.457103] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:11.775621] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:11.977569] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:11.977930] [INFO ] [CONFIGURE ] AAT: DISCARDED add_obv_interval (score: 80.00%)
[2025-09-24T02:53:11.977979] [INFO ] [CONFIGURE ] AAT: Testing feature 13/29: add_opening_strength
[2025-09-24T02:53:11.978029] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T02:53:12.250681] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:12.519208] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:12.715273] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:12.891280] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:13.107238] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:13.324131] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:13.543759] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:13.853397] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:14.077896] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:14.308659] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:14.309060] [INFO ] [CONFIGURE ] AAT: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T02:53:14.309116] [INFO ] [CONFIGURE ] AAT: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T02:53:14.309157] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-09-24T02:53:14.793991] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:15.057526] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:15.482393] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:15.785527] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:15.982700] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:17.507156] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:17.715038] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:17.944400] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:18.132917] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:18.304233] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:18.304651] [INFO ] [CONFIGURE ] AAT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-09-24T02:53:18.304726] [INFO ] [CONFIGURE ] AAT: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T02:53:18.304774] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-09-24T02:53:18.449090] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:18.597330] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:18.808165] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:18.963854] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:19.114593] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:20.274313] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:20.747675] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:21.096223] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:21.397427] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:21.569758] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:21.570117] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T02:53:21.570172] [INFO ] [CONFIGURE ] AAT: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T02:53:21.570213] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-09-24T02:53:21.735043] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:21.929268] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:22.105770] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:22.293569] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:22.460068] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:22.650638] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:22.835339] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:23.026170] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:23.214591] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:24.006752] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:24.007081] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T02:53:24.007134] [INFO ] [CONFIGURE ] AAT: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T02:53:24.007174] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-09-24T02:53:24.233313] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:24.446728] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:24.650391] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:24.865935] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:25.098647] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:25.290777] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:25.498762] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:25.666971] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:53:25.864792] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:26.179852] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:26.180235] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-09-24T02:53:26.180287] [INFO ] [CONFIGURE ] AAT: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T02:53:26.180324] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-09-24T02:53:26.390944] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:26.632274] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:26.808239] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:27.229400] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:27.429735] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:27.585900] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:27.801400] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:27.958913] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:28.115061] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:28.312883] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T02:53:28.313258] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T02:53:28.313328] [INFO ] [CONFIGURE ] AAT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T02:53:28.313385] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-09-24T02:53:28.486188] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:28.651633] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:28.809928] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:28.979152] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:29.169689] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:29.350373] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:29.564196] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:53:29.799966] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:29.951452] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:30.128921] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:30.129307] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T02:53:30.129372] [INFO ] [CONFIGURE ] AAT: Testing feature 20/29: add_price_rejection
[2025-09-24T02:53:30.129418] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T02:53:30.352893] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:30.544497] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:30.789980] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:30.978085] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:31.204634] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:31.405015] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:31.716881] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:53:32.045588] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:53:32.248203] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:32.599697] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:32.600151] [INFO ] [CONFIGURE ] AAT: KEPT add_price_rejection (score: 90.00%)
[2025-09-24T02:53:32.600212] [INFO ] [CONFIGURE ] AAT: Testing feature 21/29: add_range_position
[2025-09-24T02:53:32.600256] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_range_position']
[2025-09-24T02:53:32.841187] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:33.044943] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:33.296085] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:33.495406] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:33.722157] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:33.918866] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:34.109431] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:34.366628] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:35.301776] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:35.499973] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:35.500307] [INFO ] [CONFIGURE ] AAT: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T02:53:35.500356] [INFO ] [CONFIGURE ] AAT: Testing feature 22/29: add_realized_volatility
[2025-09-24T02:53:35.500393] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_realized_volatility']
[2025-09-24T02:53:35.693126] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:35.924734] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:53:36.135692] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:36.351302] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:36.551133] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:36.741180] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:36.988243] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:37.303097] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:37.550850] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:37.941701] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:37.942064] [INFO ] [CONFIGURE ] AAT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T02:53:37.942116] [INFO ] [CONFIGURE ] AAT: Testing feature 23/29: add_recent_range_context
[2025-09-24T02:53:37.942153] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_recent_range_context']
[2025-09-24T02:53:38.172461] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:38.362186] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:38.594225] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:38.785556] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:39.442610] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:39.621166] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:39.875512] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:40.035784] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:40.273200] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:40.451784] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:40.452110] [INFO ] [CONFIGURE ] AAT: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T02:53:40.452163] [INFO ] [CONFIGURE ] AAT: Testing feature 24/29: add_rsi
[2025-09-24T02:53:40.452203] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_ema', 'add_rsi']
[2025-09-24T02:53:40.660792] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:40.861606] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:41.062640] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:41.259870] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:41.473140] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:41.670164] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:41.866635] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:42.082435] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:42.292116] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:42.582287] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:42.582652] [INFO ] [CONFIGURE ] AAT: DISCARDED add_rsi (score: 80.00%)
[2025-09-24T02:53:42.582715] [INFO ] [CONFIGURE ] AAT: Testing feature 25/29: add_tick_distribution
[2025-09-24T02:53:42.582762] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_tick_distribution']
[2025-09-24T02:53:42.758036] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:42.942211] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:43.169642] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:43.350696] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:43.534632] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:43.741611] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:43.924737] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:53:44.119282] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:44.322225] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:44.512512] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T02:53:44.512930] [INFO ] [CONFIGURE ] AAT: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T02:53:44.513017] [INFO ] [CONFIGURE ] AAT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T02:53:44.513061] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_momentum_confirmation']
[2025-09-24T02:53:44.741663] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:44.946900] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:45.123480] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:45.353376] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:45.542636] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:45.749098] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:45.932812] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:53:46.150575] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:46.376898] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:46.617111] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:46.617485] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-09-24T02:53:46.617533] [INFO ] [CONFIGURE ] AAT: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T02:53:46.617570] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_price_divergence']
[2025-09-24T02:53:46.820752] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:47.102110] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:47.321136] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:47.549829] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:47.815177] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:48.066141] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:48.323166] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:48.543354] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:48.801398] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:49.132671] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:49.133058] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-09-24T02:53:49.133113] [INFO ] [CONFIGURE ] AAT: Testing feature 28/29: add_volume_profile
[2025-09-24T02:53:49.133150] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_volume_profile']
[2025-09-24T02:53:50.130897] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:50.368182] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:50.582490] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:50.779088] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:50.974746] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:53:51.162674] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:53:51.377746] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:51.823029] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:52.041686] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:52.294840] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:52.295228] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T02:53:52.295277] [INFO ] [CONFIGURE ] AAT: Testing feature 29/29: add_vwap
[2025-09-24T02:53:52.295314] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_cumulative_delta', 'add_price_rejection', 'add_vwap']
[2025-09-24T02:53:52.720863] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:52.879026] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:53.048861] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:53:53.377132] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T02:53:53.623593] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:53:53.810549] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:53:53.989355] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:53:54.718819] [DEBUG] [QA_TRACKER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:53:55.037754] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T02:53:55.201908] [DEBUG] [QA_TRACKER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T02:53:55.202276] [INFO ] [CONFIGURE ] AAT: DISCARDED add_vwap (score: 70.00%)
[2025-09-24T02:53:55.202345] [INFO ] [CONFIGURE ] AAT: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T02:53:55.202392] [INFO ] [CONFIGURE ] AAT: Best accuracy: 90.00%
[2025-09-24T02:53:55.202438] [INFO ] [CONFIGURE ] AAT: Best feature set (2 features): ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T02:53:55.202483] [INFO ] [CONFIGURE ] AAT: Improvement over baseline: 40.00%
[2025-09-24T02:53:55.202523] [INFO ] [CONFIGURE ] AAT: Total time: 1.3 minutes
[2025-09-24T02:53:55.202563] [INFO ] [CONFIGURE ] AAT: Average time per feature: 2.7 seconds
[2025-09-24T02:53:55.202603] [INFO ] [CONFIGURE ] AAT: Average speed: 0.37 features/sec
[2025-09-24T02:53:55.202879] [INFO ] [LOCAL     ] Saved 2 optimal features for AAT to ./output/feature-sets/AAT.txt
[2025-09-24T02:53:55.203041] [INFO ] [LOCAL     ] Saved certainty 90.00% for AAT to ./output/certainties/AAT.txt
[2025-09-24T02:53:55.203093] [INFO ] [CONFIGURE ] AAT: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T02:53:55.203144] [INFO ] [sig       ] [2/2077] Successfully configured AAT | 0.01 sym/s | Total: 2.3m | ETA: 40.4h
[2025-09-24T02:53:55.203190] [INFO ] [sig       ] [3/2077] Configuring AB...
[2025-09-24T02:53:55.203231] [INFO ] [CONFIGURE ] AB: Configurate test run.
[2025-09-24T02:53:55.203276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-24T02:53:55.748548] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AB'.
[2025-09-24T02:53:55.749619] [INFO ] [CONFIGURE ] AB: Testing with 29 available features
[2025-09-24T02:53:55.749674] [INFO ] [CONFIGURE ] AB: Establishing baseline with no features...
[2025-09-24T02:53:57.880639] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:53:58.280389] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:53:59.776333] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:01.657056] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:01.925550] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:02.771630] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:03.341228] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:03.474890] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:03.669859] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:04.019208] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:04.019553] [INFO ] [CONFIGURE ] AB: Baseline score (no features): 70.00%
[2025-09-24T02:54:04.019607] [INFO ] [CONFIGURE ] AB: Testing feature 1/29: add_bollinger_bands
[2025-09-24T02:54:04.019645] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands']
[2025-09-24T02:54:04.277714] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:04.429528] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:05.043777] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:05.494829] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:05.639033] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:05.782030] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:05.920003] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:06.064306] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:06.277321] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:06.476289] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:06.476659] [INFO ] [CONFIGURE ] AB: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-09-24T02:54:06.476710] [INFO ] [CONFIGURE ] AB: Testing feature 2/29: add_cumulative_delta
[2025-09-24T02:54:06.476752] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_cumulative_delta']
[2025-09-24T02:54:06.672445] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:06.832998] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:07.013060] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:07.234759] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:07.435412] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:07.587797] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:07.743713] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:07.886154] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:54:08.033560] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:08.430547] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:08.430934] [INFO ] [CONFIGURE ] AB: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-09-24T02:54:08.430997] [INFO ] [CONFIGURE ] AB: Testing feature 3/29: add_daily_returns
[2025-09-24T02:54:08.431055] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_daily_returns']
[2025-09-24T02:54:08.734101] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:09.507033] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:09.716056] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:09.843884] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:09.987881] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:10.135901] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:10.268916] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:10.401700] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:10.562341] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:10.748243] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:10.748608] [INFO ] [CONFIGURE ] AB: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T02:54:10.748656] [INFO ] [CONFIGURE ] AB: Testing feature 4/29: add_ema
[2025-09-24T02:54:10.748692] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_ema']
[2025-09-24T02:54:10.900038] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:11.042667] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:11.181601] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:11.348979] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:11.513636] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:11.658777] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:11.827000] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:11.974484] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:12.188706] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:12.340883] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:12.341263] [INFO ] [CONFIGURE ] AB: DISCARDED add_ema (score: 50.00%)
[2025-09-24T02:54:12.341324] [INFO ] [CONFIGURE ] AB: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T02:54:12.341365] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T02:54:12.525177] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:12.836840] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:12.991248] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:13.224397] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:13.596227] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:13.761383] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:13.923559] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:14.083413] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:14.235528] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:14.409971] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:14.410333] [INFO ] [CONFIGURE ] AB: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T02:54:14.410381] [INFO ] [CONFIGURE ] AB: Testing feature 6/29: add_failed_moves
[2025-09-24T02:54:14.410415] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_failed_moves']
[2025-09-24T02:54:14.551145] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:14.677019] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:14.805140] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:14.936847] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:15.062676] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:15.230039] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:15.385502] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:15.542144] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:15.679004] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:15.817326] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:15.817632] [INFO ] [CONFIGURE ] AB: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T02:54:15.817681] [INFO ] [CONFIGURE ] AB: Testing feature 7/29: add_lag_shelf
[2025-09-24T02:54:15.817717] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_lag_shelf']
[2025-09-24T02:54:15.926555] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:16.043240] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:16.161584] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:16.280855] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:16.413454] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:16.548777] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:16.677928] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:16.803182] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:16.922797] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:17.039406] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:17.039698] [INFO ] [CONFIGURE ] AB: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T02:54:17.039762] [INFO ] [CONFIGURE ] AB: Testing feature 8/29: add_macd
[2025-09-24T02:54:17.039806] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T02:54:17.213187] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:17.387474] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:17.556171] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:54:17.750757] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:17.919895] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:18.090252] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:18.247259] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:18.451735] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:54:18.637141] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:18.813452] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:18.813815] [INFO ] [CONFIGURE ] AB: DISCARDED add_macd (score: 50.00%)
[2025-09-24T02:54:18.813868] [INFO ] [CONFIGURE ] AB: Testing feature 9/29: add_mfi
[2025-09-24T02:54:18.813918] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_mfi']
[2025-09-24T02:54:18.961962] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:19.094704] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:19.275679] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:19.450121] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:19.590054] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:19.724638] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:19.868526] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:20.006534] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:20.183415] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:20.322837] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:20.323181] [INFO ] [CONFIGURE ] AB: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T02:54:20.323233] [INFO ] [CONFIGURE ] AB: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T02:54:20.323270] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T02:54:20.464335] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:20.617456] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:20.768201] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:20.913082] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:21.057728] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:21.208614] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:21.365098] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:21.515658] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:21.673213] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:21.822689] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:21.823064] [INFO ] [CONFIGURE ] AB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T02:54:21.823120] [INFO ] [CONFIGURE ] AB: Testing feature 11/29: add_obv_daily
[2025-09-24T02:54:21.823156] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_daily']
[2025-09-24T02:54:21.958391] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:22.084178] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:22.220204] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:22.342713] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:22.479300] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:22.662767] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:22.792823] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:22.937157] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:23.079370] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:23.213787] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:23.214119] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T02:54:23.214184] [INFO ] [CONFIGURE ] AB: Testing feature 12/29: add_obv_interval
[2025-09-24T02:54:23.214228] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_obv_interval']
[2025-09-24T02:54:23.340174] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:24.433465] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:24.654085] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:24.783368] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:24.913956] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:25.044044] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:25.179086] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:25.306519] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:25.430345] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:25.565260] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:25.565642] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_interval (score: 70.00%)
[2025-09-24T02:54:25.565691] [INFO ] [CONFIGURE ] AB: Testing feature 13/29: add_opening_strength
[2025-09-24T02:54:25.565728] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T02:54:25.705846] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:25.851728] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:25.989367] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:54:26.148816] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:26.290457] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:26.450092] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:26.618592] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:26.774739] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:26.910952] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:27.070885] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:27.071208] [INFO ] [CONFIGURE ] AB: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T02:54:27.071261] [INFO ] [CONFIGURE ] AB: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T02:54:27.071302] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_order_flow_imbalance']
[2025-09-24T02:54:27.212262] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:27.353344] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:27.487202] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:27.622526] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:27.762524] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:27.899075] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:28.043627] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:28.180408] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:28.324689] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:28.472038] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:28.472377] [INFO ] [CONFIGURE ] AB: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T02:54:28.472426] [INFO ] [CONFIGURE ] AB: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T02:54:28.472463] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_pbf_morning_momentum']
[2025-09-24T02:54:28.593059] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:28.714161] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:28.853129] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:28.970981] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:29.115174] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:29.237366] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:29.358967] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:29.483810] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:29.633580] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:29.760449] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:29.760757] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-09-24T02:54:29.760819] [INFO ] [CONFIGURE ] AB: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T02:54:29.760864] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_pbf_overnight_gap']
[2025-09-24T02:54:29.888362] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:30.013720] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:30.180443] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:54:30.311478] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:30.462556] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:30.615131] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:30.741284] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:30.873026] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:31.017763] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:31.152422] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:31.152713] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T02:54:31.152772] [INFO ] [CONFIGURE ] AB: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T02:54:31.152815] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_pbf_return_2d']
[2025-09-24T02:54:31.304816] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:31.435495] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:31.744468] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:31.879336] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:32.009427] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:32.182593] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:32.321278] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:32.460341] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:54:32.590965] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:32.725673] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:32.726052] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-09-24T02:54:32.726109] [INFO ] [CONFIGURE ] AB: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T02:54:32.726147] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_pbf_volatility_5d']
[2025-09-24T02:54:32.857378] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:32.975047] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:33.096458] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:33.233495] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:33.351833] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:33.476572] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:33.598236] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T02:54:33.723399] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:33.849191] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:33.970572] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:33.970881] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T02:54:33.970926] [INFO ] [CONFIGURE ] AB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T02:54:33.970963] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_pbf_vs_sma_5']
[2025-09-24T02:54:34.103144] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:34.229471] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:34.356643] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:34.490496] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:34.615846] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:34.741753] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:34.860336] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:34.978695] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:35.123959] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:35.264455] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:35.264721] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-09-24T02:54:35.264770] [INFO ] [CONFIGURE ] AB: Testing feature 20/29: add_price_rejection
[2025-09-24T02:54:35.264806] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_price_rejection']
[2025-09-24T02:54:35.393795] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:35.528411] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:35.672471] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:35.860743] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:36.150227] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:36.415283] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:36.548074] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:36.689198] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:36.833402] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:36.979810] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:36.980130] [INFO ] [CONFIGURE ] AB: DISCARDED add_price_rejection (score: 40.00%)
[2025-09-24T02:54:36.980180] [INFO ] [CONFIGURE ] AB: Testing feature 21/29: add_range_position
[2025-09-24T02:54:36.980219] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_range_position']
[2025-09-24T02:54:37.199662] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:37.361148] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:37.557481] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:37.709655] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:37.871830] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:38.010530] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:38.194513] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:38.338934] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:38.572621] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T02:54:38.749786] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:38.750104] [INFO ] [CONFIGURE ] AB: DISCARDED add_range_position (score: 40.00%)
[2025-09-24T02:54:38.750152] [INFO ] [CONFIGURE ] AB: Testing feature 22/29: add_realized_volatility
[2025-09-24T02:54:38.750192] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_realized_volatility']
[2025-09-24T02:54:39.355059] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:39.593895] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:39.754452] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:39.910377] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:40.084838] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:40.265302] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:40.421864] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:40.577807] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:40.744714] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:40.894818] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:40.895108] [INFO ] [CONFIGURE ] AB: DISCARDED add_realized_volatility (score: 30.00%)
[2025-09-24T02:54:40.895156] [INFO ] [CONFIGURE ] AB: Testing feature 23/29: add_recent_range_context
[2025-09-24T02:54:40.895194] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_recent_range_context']
[2025-09-24T02:54:41.040966] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:41.182946] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:41.329059] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:41.466668] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:41.620101] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:41.779517] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:41.912330] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:42.049258] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:42.214647] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:42.373936] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:42.374280] [INFO ] [CONFIGURE ] AB: DISCARDED add_recent_range_context (score: 50.00%)
[2025-09-24T02:54:42.374333] [INFO ] [CONFIGURE ] AB: Testing feature 24/29: add_rsi
[2025-09-24T02:54:42.374372] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_ema', 'add_rsi']
[2025-09-24T02:54:42.570808] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:42.733619] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:42.914939] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:43.110475] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:43.275423] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:43.433775] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:43.592866] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:43.745918] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:43.920074] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:44.072417] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:44.072689] [INFO ] [CONFIGURE ] AB: DISCARDED add_rsi (score: 40.00%)
[2025-09-24T02:54:44.072736] [INFO ] [CONFIGURE ] AB: Testing feature 25/29: add_tick_distribution
[2025-09-24T02:54:44.072775] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_tick_distribution']
[2025-09-24T02:54:44.204611] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:44.329375] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:44.465683] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:54:44.600350] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:44.740455] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:44.888050] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:45.034880] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:45.186905] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:45.309789] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:45.450859] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:45.451130] [INFO ] [CONFIGURE ] AB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-09-24T02:54:45.451181] [INFO ] [CONFIGURE ] AB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T02:54:45.451217] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_volume_momentum_confirmation']
[2025-09-24T02:54:45.627003] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:45.782868] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:45.934128] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:46.064971] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:46.198906] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:46.337405] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:46.467449] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:46.640138] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:46.776707] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:47.001633] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:47.001947] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-09-24T02:54:47.002005] [INFO ] [CONFIGURE ] AB: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T02:54:47.002044] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_volume_price_divergence']
[2025-09-24T02:54:47.191866] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:47.336755] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:47.556893] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T02:54:47.697040] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:47.836240] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:48.017799] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:48.250827] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:48.571093] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:48.721550] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:48.944349] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:48.944723] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-09-24T02:54:48.944776] [INFO ] [CONFIGURE ] AB: Testing feature 28/29: add_volume_profile
[2025-09-24T02:54:48.944820] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_volume_profile']
[2025-09-24T02:54:49.086513] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:49.275707] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:49.416486] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:49.545705] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:49.707473] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T02:54:49.865078] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:49.999325] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:50.190713] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:50.327739] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:50.464056] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:54:50.464415] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_profile (score: 50.00%)
[2025-09-24T02:54:50.464463] [INFO ] [CONFIGURE ] AB: Testing feature 29/29: add_vwap
[2025-09-24T02:54:50.464502] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_vwap']
[2025-09-24T02:54:50.599740] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:50.732797] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:50.868942] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T02:54:51.006355] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:51.164033] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T02:54:51.297847] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T02:54:51.437820] [DEBUG] [QA_TRACKER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T02:54:51.571506] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T02:54:51.704488] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:51.855184] [DEBUG] [QA_TRACKER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:51.855476] [INFO ] [CONFIGURE ] AB: DISCARDED add_vwap (score: 50.00%)
[2025-09-24T02:54:51.855521] [INFO ] [CONFIGURE ] AB: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T02:54:51.855556] [INFO ] [CONFIGURE ] AB: Best accuracy: 70.00%
[2025-09-24T02:54:51.855595] [INFO ] [CONFIGURE ] AB: Best feature set (0 features): []
[2025-09-24T02:54:51.855631] [INFO ] [CONFIGURE ] AB: Improvement over baseline: 0.00%
[2025-09-24T02:54:51.855666] [INFO ] [CONFIGURE ] AB: Total time: 47.8 seconds
[2025-09-24T02:54:51.855701] [INFO ] [CONFIGURE ] AB: Average time per feature: 1.6 seconds
[2025-09-24T02:54:51.855737] [INFO ] [CONFIGURE ] AB: Average speed: 0.61 features/sec
[2025-09-24T02:54:51.855913] [INFO ] [LOCAL     ] Saved 0 optimal features for AB to ./output/feature-sets/AB.txt
[2025-09-24T02:54:51.856060] [INFO ] [LOCAL     ] Saved certainty 70.00% for AB to ./output/certainties/AB.txt
[2025-09-24T02:54:51.856106] [INFO ] [CONFIGURE ] AB: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T02:54:51.856147] [INFO ] [sig       ] [3/2077] Successfully configured AB | 0.02 sym/s | Total: 3.3m | ETA: 37.8h
[2025-09-24T02:54:51.856189] [INFO ] [sig       ] [4/2077] Configuring ABBV...
[2025-09-24T02:54:51.856228] [INFO ] [CONFIGURE ] ABBV: Configurate test run.
[2025-09-24T02:54:51.856265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-09-24T02:54:52.345615] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABBV'.
[2025-09-24T02:54:52.346648] [INFO ] [CONFIGURE ] ABBV: Testing with 29 available features
[2025-09-24T02:54:52.346706] [INFO ] [CONFIGURE ] ABBV: Establishing baseline with no features...
[2025-09-24T02:54:52.479944] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:52.617605] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:52.742904] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T02:54:52.859951] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:52.987306] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:54:53.112177] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:53.258220] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:54:53.381524] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:54:53.504700] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:53.766170] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:53.766428] [INFO ] [CONFIGURE ] ABBV: Baseline score (no features): 50.00%
[2025-09-24T02:54:53.766477] [INFO ] [CONFIGURE ] ABBV: Testing feature 1/29: add_bollinger_bands
[2025-09-24T02:54:53.766513] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands']
[2025-09-24T02:54:55.672999] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:54:55.851885] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:54:55.996957] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:54:56.170862] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:56.333930] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:54:56.637458] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:56.767111] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:54:56.902720] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:54:57.050806] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:57.205623] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:57.205906] [INFO ] [CONFIGURE ] ABBV: KEPT add_bollinger_bands (score: 60.00%)
[2025-09-24T02:54:57.205952] [INFO ] [CONFIGURE ] ABBV: Testing feature 2/29: add_cumulative_delta
[2025-09-24T02:54:57.205996] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T02:54:57.369313] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:57.536681] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:57.703432] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:54:57.882110] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:54:58.050108] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:54:58.206323] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:54:58.373592] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:54:58.553703] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:54:58.716713] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:54:58.882260] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:54:58.882603] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T02:54:58.882652] [INFO ] [CONFIGURE ] ABBV: Testing feature 3/29: add_daily_returns
[2025-09-24T02:54:58.882689] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T02:54:59.017269] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:54:59.202087] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:54:59.363535] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:54:59.636922] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:54:59.844529] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:00.005448] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:00.196375] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:00.384471] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:00.565439] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:00.931158] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:00.931537] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T02:55:00.931590] [INFO ] [CONFIGURE ] ABBV: Testing feature 4/29: add_ema
[2025-09-24T02:55:00.931627] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T02:55:01.093468] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:01.330787] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:01.491093] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:01.864922] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:02.021755] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:02.215262] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:02.408802] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:02.580364] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:02.735187] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:02.963678] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:02.964059] [INFO ] [CONFIGURE ] ABBV: KEPT add_ema (score: 70.00%)
[2025-09-24T02:55:02.964115] [INFO ] [CONFIGURE ] ABBV: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T02:55:02.964156] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T02:55:03.184027] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:03.430053] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:03.633963] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:03.824552] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:04.027266] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:04.239154] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:04.463482] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:04.709636] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:04.898612] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:05.106098] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:05.106436] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-09-24T02:55:05.106485] [INFO ] [CONFIGURE ] ABBV: Testing feature 6/29: add_failed_moves
[2025-09-24T02:55:05.106522] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-09-24T02:55:05.277955] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:05.472237] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:05.646277] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:05.812944] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:05.980936] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:06.172201] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:06.339258] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:06.511224] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:06.683780] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:06.874305] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:06.874648] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T02:55:06.874710] [INFO ] [CONFIGURE ] ABBV: Testing feature 7/29: add_lag_shelf
[2025-09-24T02:55:06.874755] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-09-24T02:55:07.052841] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:07.255058] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:55:07.461144] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:07.652187] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:07.827901] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:07.999439] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:08.195594] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:08.355306] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:08.521589] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:08.845200] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:08.845621] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_lag_shelf (score: 60.00%)
[2025-09-24T02:55:08.845696] [INFO ] [CONFIGURE ] ABBV: Testing feature 8/29: add_macd
[2025-09-24T02:55:08.845745] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-09-24T02:55:09.380273] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:09.614190] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:09.836704] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T02:55:10.084503] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:10.298242] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:10.516434] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:10.718967] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:10.944387] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:11.164130] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:11.370347] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:11.370751] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_macd (score: 40.00%)
[2025-09-24T02:55:11.370819] [INFO ] [CONFIGURE ] ABBV: Testing feature 9/29: add_mfi
[2025-09-24T02:55:11.370869] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-09-24T02:55:11.555648] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:11.738224] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:11.910682] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:12.086629] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:12.281074] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:12.463844] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:12.647910] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:12.819318] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:13.015672] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:13.287540] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:13.287926] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_mfi (score: 70.00%)
[2025-09-24T02:55:13.287998] [INFO ] [CONFIGURE ] ABBV: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T02:55:13.288075] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T02:55:13.481258] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:13.753045] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:13.949018] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:14.137797] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:14.327755] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:14.523873] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:14.745443] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:14.946082] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:15.182397] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:15.419378] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:15.419775] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T02:55:15.419841] [INFO ] [CONFIGURE ] ABBV: Testing feature 11/29: add_obv_daily
[2025-09-24T02:55:15.419889] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-09-24T02:55:15.601563] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:15.770225] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:15.949102] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:16.139429] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:16.316207] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:16.489255] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:16.655361] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:16.838791] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:17.014775] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:17.217972] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:17.218303] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T02:55:17.218351] [INFO ] [CONFIGURE ] ABBV: Testing feature 12/29: add_obv_interval
[2025-09-24T02:55:17.218387] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-09-24T02:55:17.384041] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:17.630863] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:17.817110] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:17.995630] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:18.209320] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:18.381239] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:18.551633] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:18.771090] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:18.949037] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:19.129796] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:19.130153] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T02:55:19.130210] [INFO ] [CONFIGURE ] ABBV: Testing feature 13/29: add_opening_strength
[2025-09-24T02:55:19.130249] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T02:55:19.305358] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:19.490555] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:19.671428] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:19.861221] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:20.035455] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:20.213965] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:20.407693] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:20.579451] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:20.763575] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:20.953527] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:20.953864] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_opening_strength (score: 40.00%)
[2025-09-24T02:55:20.953919] [INFO ] [CONFIGURE ] ABBV: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T02:55:20.953961] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-09-24T02:55:21.176880] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:21.359781] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:55:21.560996] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:21.757130] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:21.930188] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:22.124142] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:22.314892] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:22.514793] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:22.712920] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T02:55:22.891381] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:22.891706] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T02:55:22.891756] [INFO ] [CONFIGURE ] ABBV: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T02:55:22.891793] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-09-24T02:55:23.061662] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:23.221834] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:23.377190] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:24.461850] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:24.664655] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:24.877376] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:25.097872] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:25.266146] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:25.442693] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:25.609141] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:25.609477] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T02:55:25.609526] [INFO ] [CONFIGURE ] ABBV: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T02:55:25.609563] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-09-24T02:55:25.808584] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:25.978918] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:26.174547] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:26.341196] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:26.517650] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:26.689425] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:26.856508] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:27.029950] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:27.217684] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:27.387236] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:27.387577] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T02:55:27.387627] [INFO ] [CONFIGURE ] ABBV: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T02:55:27.387664] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-09-24T02:55:27.568746] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:27.743284] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:27.965653] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:28.151953] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:28.329146] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:28.518287] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:28.695626] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:28.892337] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:29.063942] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T02:55:29.250290] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:29.250654] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-09-24T02:55:29.250717] [INFO ] [CONFIGURE ] ABBV: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T02:55:29.250762] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-09-24T02:55:29.421145] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:29.585799] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:55:29.751030] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T02:55:29.906495] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:30.074726] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:30.305000] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:30.481683] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:30.645401] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:30.803284] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T02:55:30.969284] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:30.969614] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-09-24T02:55:30.969661] [INFO ] [CONFIGURE ] ABBV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T02:55:30.969697] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-09-24T02:55:31.144725] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:31.317565] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T02:55:31.478117] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:31.655025] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:32.126144] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:32.285692] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:32.452972] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:32.649817] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:32.806569] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:32.975036] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:32.975343] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T02:55:32.975399] [INFO ] [CONFIGURE ] ABBV: Testing feature 20/29: add_price_rejection
[2025-09-24T02:55:32.975437] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-09-24T02:55:33.165262] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:33.332822] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:33.517478] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:33.687157] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:33.864787] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:34.043944] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:34.232204] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:34.410950] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:34.578887] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T02:55:34.755432] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:34.755721] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T02:55:34.755770] [INFO ] [CONFIGURE ] ABBV: Testing feature 21/29: add_range_position
[2025-09-24T02:55:34.755807] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_range_position']
[2025-09-24T02:55:34.946110] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:35.134536] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:35.308643] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:35.507809] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T02:55:35.731333] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:35.911018] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:36.091751] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:36.291603] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:36.495817] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:36.678871] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:55:36.679239] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_range_position (score: 40.00%)
[2025-09-24T02:55:36.679291] [INFO ] [CONFIGURE ] ABBV: Testing feature 22/29: add_realized_volatility
[2025-09-24T02:55:36.679328] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_realized_volatility']
[2025-09-24T02:55:36.865798] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:37.068156] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:37.354921] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:37.547257] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:37.736629] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:37.940875] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:38.149605] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T02:55:38.348167] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:38.540784] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T02:55:38.749436] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T02:55:38.749845] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_realized_volatility (score: 30.00%)
[2025-09-24T02:55:38.749916] [INFO ] [CONFIGURE ] ABBV: Testing feature 23/29: add_recent_range_context
[2025-09-24T02:55:38.749962] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_recent_range_context']
[2025-09-24T02:55:39.449299] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:39.682324] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:39.859347] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:40.041295] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:40.226719] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:40.396770] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:40.573081] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:40.753571] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:40.926876] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:41.103314] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:41.103632] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T02:55:41.103679] [INFO ] [CONFIGURE ] ABBV: Testing feature 24/29: add_rsi
[2025-09-24T02:55:41.103715] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-09-24T02:55:41.275630] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T02:55:41.445580] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T02:55:41.611805] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T02:55:41.796719] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T02:55:41.999206] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T02:55:42.281039] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T02:55:42.473327] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T02:55:42.670147] [DEBUG] [QA_TRACKER] ABBV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T02:55:42.852635] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T02:55:43.014040] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T02:55:43.014367] [INFO ] [CONFIGURE ] ABBV: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T02:55:43.014416] [INFO ] [CONFIGURE ] ABBV: Testing feature 25/29: add_tick_distribution
[2025-09-24T02:55:43.014454] [INFO ] [CONFIGURE ] ABBV: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_tick_distribution']
[2025-09-24T02:55:43.182533] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T02:55:43.355140] [DEBUG] [QA_TRACKER] ABBV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:05:31.591314] [INFO ] [sig       ] Generating forecast for: IBM
[2025-09-24T03:05:31.591409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-24T03:05:32.059945] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBM'.
[2025-09-24T03:05:32.060936] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-09-24T03:05:32.086810] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T03:05:32.087465] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-09-24T03:05:32.087518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T03:05:32.087557] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T03:05:32.087589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T03:05:32.087657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T03:05:32.103189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T03:05:32.103837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T03:05:32.103924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T03:05:32.103962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T03:05:32.207379] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T03:05:32.207521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T03:05:32.207580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T03:05:32.207629] [INFO ] [FORECASTER] Training complete
[2025-09-24T03:05:32.223977] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-09-24T03:05:32.224439] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-09-24T03:05:32.224649] [INFO ] [sig       ] IBM: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T03:05:32.371079] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-09-24	1.0
[2025-09-24T03:05:35.495210] [INFO ] [CACHE     ] Starting cache update
[2025-09-24T03:05:35.495298] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-09-24T03:05:36.036208] [DEBUG] [REMOTE    ] Fetched 2077 unique symbols from directory listing.
[2025-09-24T03:05:36.039739] [DEBUG] [LOCAL     ] Cached 2077 symbols to ./output/cache/active_symbols_list.txt
[2025-09-24T03:05:36.039824] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-09-24T03:05:36.289637] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-09-24T03:05:36.290875] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates to ./output/cache/unscheduled_blackout_dates.txt
[2025-09-24T03:05:36.290945] [INFO ] [CACHE     ] Cache update completed successfully
[2025-09-24T03:05:36.291038] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T03:05:36.291518] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T03:05:36.291621] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T03:05:36.291669] [INFO ] [sig       ] Found 2077 active symbols to configure
[2025-09-24T03:05:36.292061] [INFO ] [sig       ] [1/2077] Configuring AA...
[2025-09-24T03:05:36.292115] [INFO ] [CONFIGURE ] AA: Configurate test run.
[2025-09-24T03:05:36.292163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T03:05:36.661146] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T03:05:36.662785] [INFO ] [CONFIGURE ] AA: Testing with 29 available features
[2025-09-24T03:05:36.662837] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features...
[2025-09-24T03:05:36.823231] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:05:36.941632] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T03:05:37.365361] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:05:37.488157] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:37.663701] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:37.792669] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:05:37.914714] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:05:38.037247] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:05:38.172113] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:38.303521] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:38.303651] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 50.00%
[2025-09-24T03:05:38.303697] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands
[2025-09-24T03:05:38.303733] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands']
[2025-09-24T03:05:38.441542] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:05:38.592939] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T03:05:38.722993] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:05:38.879792] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:05:39.012433] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:39.186441] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T03:05:39.324090] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:05:39.458487] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:05:39.727146] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:39.893368] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:39.893514] [INFO ] [CONFIGURE ] AA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T03:05:39.893562] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta
[2025-09-24T03:05:39.893598] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta']
[2025-09-24T03:05:40.122532] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:05:40.379973] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:05:40.520694] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:05:40.664882] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:40.818066] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:40.974729] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:05:41.119236] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:05:41.279329] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:05:41.431286] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:41.589996] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:41.590150] [INFO ] [CONFIGURE ] AA: KEPT add_cumulative_delta (score: 70.00%)
[2025-09-24T03:05:41.590195] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns
[2025-09-24T03:05:41.590231] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T03:05:41.727078] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:05:41.924448] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:05:42.088750] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:05:42.248350] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:42.397020] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:42.576687] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:05:42.739609] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:05:42.885639] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:05:43.031099] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:43.220587] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:43.220743] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-24T03:05:43.220787] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema
[2025-09-24T03:05:43.220823] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T03:05:43.412180] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:05:50.393609] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:05:50.553234] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:05:50.786487] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:50.966328] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:51.140937] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:05:51.381267] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:05:51.556139] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:05:51.727652] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:51.909254] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:51.909442] [INFO ] [CONFIGURE ] AA: DISCARDED add_ema (score: 70.00%)
[2025-09-24T03:05:51.909500] [INFO ] [CONFIGURE ] AA: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T03:05:51.909544] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T03:05:52.075174] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:05:52.257751] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T03:05:52.440211] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:05:52.603125] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:52.776007] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T03:05:52.942980] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:05:53.110735] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T03:05:53.524330] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:05:53.702096] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:53.874431] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:53.874587] [INFO ] [CONFIGURE ] AA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T03:05:53.874634] [INFO ] [CONFIGURE ] AA: Testing feature 6/29: add_failed_moves
[2025-09-24T03:05:53.874669] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-09-24T03:05:54.027714] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:05:54.183700] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:05:54.334448] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:05:54.483488] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:54.648662] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:54.798931] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:05:54.954936] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:05:55.131262] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:05:55.289411] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:55.449129] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:55.449279] [INFO ] [CONFIGURE ] AA: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T03:05:55.449332] [INFO ] [CONFIGURE ] AA: Testing feature 7/29: add_lag_shelf
[2025-09-24T03:05:55.449370] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T03:05:55.598153] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:05:55.745861] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:05:55.888048] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:05:56.048631] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:56.214088] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:56.371080] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:05:56.509588] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:05:56.665401] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:05:56.803302] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:05:56.953628] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:05:56.953789] [INFO ] [CONFIGURE ] AA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T03:05:56.953834] [INFO ] [CONFIGURE ] AA: Testing feature 8/29: add_macd
[2025-09-24T03:05:56.953871] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T03:05:57.146666] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:05:57.343103] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T03:05:57.651573] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:05:57.830055] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:05:58.193421] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:05:58.400366] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:05.120876] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:05.310686] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:06:05.528011] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:05.713690] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:05.713880] [INFO ] [CONFIGURE ] AA: DISCARDED add_macd (score: 60.00%)
[2025-09-24T03:06:05.713925] [INFO ] [CONFIGURE ] AA: Testing feature 9/29: add_mfi
[2025-09-24T03:06:05.713961] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-09-24T03:06:05.869212] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:06.026020] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:06.182862] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:06:06.386430] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:06.562414] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:06.727668] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:06.880828] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:07.052264] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:06:07.226062] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:07.389820] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:07.389978] [INFO ] [CONFIGURE ] AA: DISCARDED add_mfi (score: 70.00%)
[2025-09-24T03:06:07.390126] [INFO ] [CONFIGURE ] AA: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T03:06:07.390186] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T03:06:07.575173] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:07.748621] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:07.921975] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:06:08.095229] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:08.271247] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:08.450259] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:08.623791] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T03:06:08.805702] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:06:08.999640] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:09.207576] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:09.207725] [INFO ] [CONFIGURE ] AA: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T03:06:09.207768] [INFO ] [CONFIGURE ] AA: Testing feature 11/29: add_obv_daily
[2025-09-24T03:06:09.207804] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-09-24T03:06:09.377440] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:09.525371] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T03:06:09.676871] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:06:09.831724] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:09.983679] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:10.165888] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:10.331834] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:10.506738] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:06:10.662668] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:10.848739] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:10.848889] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T03:06:10.848936] [INFO ] [CONFIGURE ] AA: Testing feature 12/29: add_obv_interval
[2025-09-24T03:06:10.848972] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-09-24T03:06:11.000831] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:06:11.183792] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:11.329229] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:06:11.484613] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:06:11.637478] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:11.780596] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T03:06:11.937839] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:12.117334] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:06:12.266805] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:12.426730] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:12.426882] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T03:06:12.426929] [INFO ] [CONFIGURE ] AA: Testing feature 13/29: add_opening_strength
[2025-09-24T03:06:12.426965] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T03:06:12.585455] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:12.739122] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T03:06:12.903488] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:06:13.096249] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:13.256030] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:13.463633] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T03:06:20.529556] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:20.698416] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:06:20.904822] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:21.165104] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:21.165253] [INFO ] [CONFIGURE ] AA: DISCARDED add_opening_strength (score: 50.00%)
[2025-09-24T03:06:21.165297] [INFO ] [CONFIGURE ] AA: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T03:06:21.165333] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-09-24T03:06:21.342323] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:06:21.514075] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:21.681298] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:06:21.866930] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:22.028775] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:22.206583] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T03:06:22.364429] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T03:06:22.522177] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:06:22.701170] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:22.898494] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:22.898648] [INFO ] [CONFIGURE ] AA: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-09-24T03:06:22.898706] [INFO ] [CONFIGURE ] AA: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T03:06:22.898748] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-09-24T03:06:23.053081] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:23.202459] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:23.346567] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:06:23.491896] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:23.649600] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:23.791620] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:23.935346] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:24.208749] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:06:24.645689] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:24.883259] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:24.883408] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T03:06:24.883459] [INFO ] [CONFIGURE ] AA: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T03:06:24.883496] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-09-24T03:06:25.037532] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:06:25.197286] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:25.353525] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:06:25.506957] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:25.709615] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:25.879206] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:26.037391] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T03:06:26.196800] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:06:26.371815] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:26.534830] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:26.534996] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-09-24T03:06:26.535054] [INFO ] [CONFIGURE ] AA: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T03:06:26.535094] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-09-24T03:06:26.699407] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:06:26.848661] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:27.005201] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:06:27.215428] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:27.369892] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:27.535336] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:27.699218] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:27.855860] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:06:28.021883] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:28.209888] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:28.210048] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T03:06:28.210092] [INFO ] [CONFIGURE ] AA: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T03:06:28.210127] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-09-24T03:06:28.358930] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:35.550810] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:35.706543] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:06:35.874113] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:06:36.012772] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:36.181813] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:36.347047] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T03:06:36.507258] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:06:36.657456] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:36.802606] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:36.802762] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T03:06:36.802806] [INFO ] [CONFIGURE ] AA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T03:06:36.802843] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-09-24T03:06:37.014327] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:37.313874] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:37.459146] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:06:37.617249] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:37.765392] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:37.924459] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:38.093309] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:38.244657] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:06:38.389317] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:38.536141] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:38.536305] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T03:06:38.536352] [INFO ] [CONFIGURE ] AA: Testing feature 20/29: add_price_rejection
[2025-09-24T03:06:38.536390] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T03:06:38.685721] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:06:38.896595] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:39.062434] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T03:06:39.238874] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:39.410813] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:39.570329] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:39.734694] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:39.895369] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T03:06:40.056091] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:40.228362] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:40.228509] [INFO ] [CONFIGURE ] AA: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T03:06:40.228554] [INFO ] [CONFIGURE ] AA: Testing feature 21/29: add_range_position
[2025-09-24T03:06:40.228589] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-09-24T03:06:40.404766] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-08, Predicted=1.0, Actual=0
[2025-09-24T03:06:40.564732] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:40.764194] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:06:40.924809] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:06:41.089544] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:41.255858] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T03:06:41.440125] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T03:06:41.682136] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T03:06:41.861923] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T03:06:42.035643] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T03:06:42.035802] [INFO ] [CONFIGURE ] AA: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T03:06:42.035871] [INFO ] [CONFIGURE ] AA: Testing feature 22/29: add_realized_volatility
[2025-09-24T03:06:42.035912] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-09-24T03:06:42.221482] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-08, Predicted=0.0, Actual=0
[2025-09-24T03:06:42.411969] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T03:06:42.586806] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T03:06:42.774093] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:42.947542] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T03:06:43.130044] [DEBUG] [QA_TRACKER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T03:06:43.320734] [DEBUG] [QA_TRACKER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T03:06:53.423794] [INFO ] [sig       ] Configuring symbol: IBM
[2025-09-24T03:06:53.423922] [INFO ] [CONFIGURE ] IBM: Configurate test run.
[2025-09-24T03:06:53.423974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-24T03:06:53.779402] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBM'.
[2025-09-24T03:06:53.780435] [INFO ] [CONFIGURE ] IBM: Testing with 29 available features
[2025-09-24T03:06:53.780490] [INFO ] [CONFIGURE ] IBM: Establishing baseline with no features...
[2025-09-24T03:06:53.942303] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:06:54.070308] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:06:54.192547] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:06:54.316645] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:06:54.434714] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:06:54.560749] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:06:54.686295] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:06:54.809208] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:06:54.930752] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T03:06:55.053754] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:06:55.053873] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:06:55.053913] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:06:55.053948] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:06:55.053982] [INFO ] [CONFIGURE ] IBM: Baseline score (no features): 50.00%
[2025-09-24T03:06:55.054032] [INFO ] [CONFIGURE ] IBM: Testing feature 1/29: add_bollinger_bands
[2025-09-24T03:06:55.054066] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_bollinger_bands']
[2025-09-24T03:06:55.185499] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:06:55.314434] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:06:55.463206] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:06:55.689574] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:55.823546] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:06:55.967962] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:06:56.117612] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:06:56.258634] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:06:56.406428] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:06:56.548552] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:06:56.548698] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:06:56.548740] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:06:56.548776] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:06:56.548816] [INFO ] [CONFIGURE ] IBM: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T03:06:56.548851] [INFO ] [CONFIGURE ] IBM: Progress: 3.4% | Speed: 0.67 features/sec | ETA: 41.9 seconds
[2025-09-24T03:06:56.548887] [INFO ] [CONFIGURE ] IBM: Testing feature 2/29: add_cumulative_delta
[2025-09-24T03:06:56.548921] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta']
[2025-09-24T03:06:56.697613] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:06:56.853027] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:06:57.001277] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:06:57.187756] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:06:57.345579] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:06:57.492388] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:06:57.640306] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:06:57.879348] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:06:58.023539] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:06:58.209185] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:06:58.209344] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:06:58.209411] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:06:58.209448] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:06:58.209487] [INFO ] [CONFIGURE ] IBM: KEPT add_cumulative_delta (score: 60.00%)
[2025-09-24T03:06:58.209520] [INFO ] [CONFIGURE ] IBM: Progress: 6.9% | Speed: 0.63 features/sec | ETA: 42.6 seconds
[2025-09-24T03:06:58.209553] [INFO ] [CONFIGURE ] IBM: Testing feature 3/29: add_daily_returns
[2025-09-24T03:06:58.209585] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T03:06:58.360308] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-08, Predicted=0.0, Actual=1
[2025-09-24T03:06:59.311032] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:06:59.739704] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:04.741725] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:07:06.438428] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:06.590650] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:06.778240] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:06.931960] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:07:07.084176] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T03:07:08.160898] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:08.161068] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:08.161118] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:08.161158] [INFO ] [QA_TRACKER] Directional Accuracy: 40.00% (4/10 correct)
[2025-09-24T03:07:08.161204] [INFO ] [CONFIGURE ] IBM: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T03:07:08.161242] [INFO ] [CONFIGURE ] IBM: Progress: 10.3% | Speed: 0.23 features/sec | ETA: 1.9 minutes
[2025-09-24T03:07:08.161281] [INFO ] [CONFIGURE ] IBM: Testing feature 4/29: add_ema
[2025-09-24T03:07:08.161320] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T03:07:08.332556] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:08.518831] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:08.692047] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:08.863417] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:09.030429] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:09.210659] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:09.424758] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:07:09.595148] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:09.780296] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:09.955058] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:09.955211] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:09.955254] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:09.955290] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:07:09.955333] [INFO ] [CONFIGURE ] IBM: KEPT add_ema (score: 70.00%)
[2025-09-24T03:07:09.955369] [INFO ] [CONFIGURE ] IBM: Progress: 13.8% | Speed: 0.27 features/sec | ETA: 1.6 minutes
[2025-09-24T03:07:09.955405] [INFO ] [CONFIGURE ] IBM: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T03:07:09.955439] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T03:07:10.194465] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:10.397708] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T03:07:10.586794] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:10.777969] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:10.975037] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:11.201300] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:11.397762] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:11.597830] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:07:11.793434] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:12.002695] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:12.002852] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:12.002895] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:12.002932] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:07:12.002971] [INFO ] [CONFIGURE ] IBM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T03:07:12.003026] [INFO ] [CONFIGURE ] IBM: Progress: 17.2% | Speed: 0.30 features/sec | ETA: 1.4 minutes
[2025-09-24T03:07:12.003074] [INFO ] [CONFIGURE ] IBM: Testing feature 6/29: add_failed_moves
[2025-09-24T03:07:12.003112] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-09-24T03:07:12.208441] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:12.386696] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:12.567000] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:12.732041] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:12.905345] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:13.084830] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:13.257588] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:07:13.484687] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:13.677258] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:13.854428] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:13.854579] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:13.854633] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:13.854670] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:07:13.854707] [INFO ] [CONFIGURE ] IBM: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T03:07:13.854742] [INFO ] [CONFIGURE ] IBM: Progress: 20.7% | Speed: 0.32 features/sec | ETA: 1.2 minutes
[2025-09-24T03:07:13.854777] [INFO ] [CONFIGURE ] IBM: Testing feature 7/29: add_lag_shelf
[2025-09-24T03:07:13.854811] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-09-24T03:07:14.014383] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:14.197046] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:14.374244] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:14.582153] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:21.507082] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:22.000954] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:22.199975] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:07:22.402919] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:22.565886] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:22.757910] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:22.758064] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:22.758106] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:22.758141] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:07:22.758177] [INFO ] [CONFIGURE ] IBM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T03:07:22.758210] [INFO ] [CONFIGURE ] IBM: Progress: 24.1% | Speed: 0.25 features/sec | ETA: 1.5 minutes
[2025-09-24T03:07:22.758245] [INFO ] [CONFIGURE ] IBM: Testing feature 8/29: add_macd
[2025-09-24T03:07:22.758279] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-09-24T03:07:22.971443] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-08, Predicted=0.0, Actual=1
[2025-09-24T03:07:23.222352] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:23.434336] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:23.642951] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:23.846630] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:24.045979] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:24.912575] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:07:25.137039] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:25.381545] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:25.606099] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:25.606274] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:25.606325] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:25.606362] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:07:25.606401] [INFO ] [CONFIGURE ] IBM: DISCARDED add_macd (score: 60.00%)
[2025-09-24T03:07:25.606436] [INFO ] [CONFIGURE ] IBM: Progress: 27.6% | Speed: 0.26 features/sec | ETA: 1.3 minutes
[2025-09-24T03:07:25.606473] [INFO ] [CONFIGURE ] IBM: Testing feature 9/29: add_mfi
[2025-09-24T03:07:25.606516] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-09-24T03:07:25.788362] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:25.974267] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:26.169742] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:26.355132] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:26.535933] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:26.725108] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:26.906731] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:07:27.086501] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:07:27.281050] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:27.459553] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:27.459712] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:27.459777] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:27.459817] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:07:27.459855] [INFO ] [CONFIGURE ] IBM: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T03:07:27.459889] [INFO ] [CONFIGURE ] IBM: Progress: 31.0% | Speed: 0.28 features/sec | ETA: 1.2 minutes
[2025-09-24T03:07:27.459925] [INFO ] [CONFIGURE ] IBM: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T03:07:27.459960] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T03:07:27.655877] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:27.848236] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:28.031612] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:28.223412] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:07:28.419073] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:07:28.609226] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:28.811541] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:29.014240] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:07:29.309278] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T03:07:29.527388] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:29.527719] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:29.527789] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:29.527850] [INFO ] [QA_TRACKER] Directional Accuracy: 40.00% (4/10 correct)
[2025-09-24T03:07:29.527910] [INFO ] [CONFIGURE ] IBM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T03:07:29.527977] [INFO ] [CONFIGURE ] IBM: Progress: 34.5% | Speed: 0.29 features/sec | ETA: 1.1 minutes
[2025-09-24T03:07:29.528049] [INFO ] [CONFIGURE ] IBM: Testing feature 11/29: add_obv_daily
[2025-09-24T03:07:29.528104] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-09-24T03:07:36.747565] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:36.933023] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:37.110139] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:37.284756] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:37.469337] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:07:37.696531] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:37.867354] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:38.047370] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:38.229880] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:38.413855] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:38.414018] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:38.414070] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:38.414112] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:07:38.414157] [INFO ] [CONFIGURE ] IBM: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T03:07:38.414210] [INFO ] [CONFIGURE ] IBM: Progress: 37.9% | Speed: 0.25 features/sec | ETA: 1.2 minutes
[2025-09-24T03:07:38.414255] [INFO ] [CONFIGURE ] IBM: Testing feature 12/29: add_obv_interval
[2025-09-24T03:07:38.414296] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-09-24T03:07:38.581540] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:38.753666] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:38.925454] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:39.096311] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:39.292357] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:39.465411] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:39.642571] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:39.816518] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:07:39.993742] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:40.205265] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:40.205422] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:40.205475] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:40.205515] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:07:40.205553] [INFO ] [CONFIGURE ] IBM: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T03:07:40.205588] [INFO ] [CONFIGURE ] IBM: Progress: 41.4% | Speed: 0.27 features/sec | ETA: 1.1 minutes
[2025-09-24T03:07:40.205624] [INFO ] [CONFIGURE ] IBM: Testing feature 13/29: add_opening_strength
[2025-09-24T03:07:40.205658] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T03:07:40.388393] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:40.574134] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:40.775579] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:07:40.955860] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:07:41.406052] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:41.591516] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:41.771356] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:41.952892] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:42.174000] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:42.362360] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:42.362543] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:42.362604] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:42.362650] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:07:42.362697] [INFO ] [CONFIGURE ] IBM: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T03:07:42.362739] [INFO ] [CONFIGURE ] IBM: Progress: 44.8% | Speed: 0.27 features/sec | ETA: 58.2 seconds
[2025-09-24T03:07:42.362783] [INFO ] [CONFIGURE ] IBM: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T03:07:42.362825] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-09-24T03:07:42.570236] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:42.763119] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:42.958970] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:43.148870] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:07:43.329024] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:07:43.570552] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T03:07:43.752709] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:07:43.939231] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:07:44.145859] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:44.364170] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:44.364319] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:44.364359] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:44.364396] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:07:44.364434] [INFO ] [CONFIGURE ] IBM: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T03:07:44.364469] [INFO ] [CONFIGURE ] IBM: Progress: 48.3% | Speed: 0.28 features/sec | ETA: 52.8 seconds
[2025-09-24T03:07:44.364505] [INFO ] [CONFIGURE ] IBM: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T03:07:44.364539] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-09-24T03:07:44.545933] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:51.085911] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:51.252830] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:51.430736] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:51.613449] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:07:51.785291] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:51.952138] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:52.136011] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:52.306310] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:52.473358] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:52.473498] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:52.473540] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:52.473577] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:07:52.473616] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-09-24T03:07:52.473652] [INFO ] [CONFIGURE ] IBM: Progress: 51.7% | Speed: 0.26 features/sec | ETA: 53.6 seconds
[2025-09-24T03:07:52.473689] [INFO ] [CONFIGURE ] IBM: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T03:07:52.473724] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-09-24T03:07:52.653543] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:52.830840] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:53.009082] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:53.224013] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:07:53.605152] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:53.797839] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:54.033714] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:54.219483] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:54.403501] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:54.579030] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:54.579198] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:54.579241] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:54.579278] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:07:54.579317] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T03:07:54.579352] [INFO ] [CONFIGURE ] IBM: Progress: 55.2% | Speed: 0.27 features/sec | ETA: 48.4 seconds
[2025-09-24T03:07:54.579388] [INFO ] [CONFIGURE ] IBM: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T03:07:54.579423] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-09-24T03:07:54.882770] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:55.060267] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:55.258049] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:55.444025] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:55.643135] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:55.857630] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:56.047935] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:07:56.247644] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:56.433197] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:56.631698] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:56.631842] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:56.631883] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:56.631920] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:07:56.631972] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T03:07:56.632020] [INFO ] [CONFIGURE ] IBM: Progress: 58.6% | Speed: 0.28 features/sec | ETA: 43.5 seconds
[2025-09-24T03:07:56.632057] [INFO ] [CONFIGURE ] IBM: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T03:07:56.632092] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-09-24T03:07:56.802114] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:57.043100] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:57.236563] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:07:57.410303] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:57.603948] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:57.767849] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:07:57.936616] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:07:58.116524] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:07:58.288865] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:07:58.478054] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:07:58.478225] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:07:58.478284] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:07:58.478327] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:07:58.478373] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T03:07:58.478415] [INFO ] [CONFIGURE ] IBM: Progress: 62.1% | Speed: 0.28 features/sec | ETA: 38.8 seconds
[2025-09-24T03:07:58.478458] [INFO ] [CONFIGURE ] IBM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T03:07:58.478500] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-09-24T03:07:58.646537] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:07:58.830480] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:07:58.994197] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:07:59.194648] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:07:59.387540] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:07:59.605915] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:06.266158] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:08:06.787504] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:08:06.967087] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:07.152082] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:07.152233] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:07.152274] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:07.152309] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:08:07.152347] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T03:08:07.152381] [INFO ] [CONFIGURE ] IBM: Progress: 65.5% | Speed: 0.26 features/sec | ETA: 37.9 seconds
[2025-09-24T03:08:07.152415] [INFO ] [CONFIGURE ] IBM: Testing feature 20/29: add_price_rejection
[2025-09-24T03:08:07.152449] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-09-24T03:08:07.340401] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:07.514246] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:07.705609] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:07.893029] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:08.079229] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:08.275073] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:08.464939] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:08:08.823622] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:08:09.001787] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:09.217929] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:09.218090] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:09.218133] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:09.218169] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:08:09.218208] [INFO ] [CONFIGURE ] IBM: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T03:08:09.218243] [INFO ] [CONFIGURE ] IBM: Progress: 69.0% | Speed: 0.27 features/sec | ETA: 33.4 seconds
[2025-09-24T03:08:09.218279] [INFO ] [CONFIGURE ] IBM: Testing feature 21/29: add_range_position
[2025-09-24T03:08:09.218314] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-09-24T03:08:09.420702] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:09.621557] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:09.817831] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:10.012328] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:10.215077] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:10.408981] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:10.613454] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:08:10.804483] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:08:11.008914] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:11.209790] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:11.209943] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:11.209994] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:11.210031] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:08:11.210069] [INFO ] [CONFIGURE ] IBM: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T03:08:11.210103] [INFO ] [CONFIGURE ] IBM: Progress: 72.4% | Speed: 0.28 features/sec | ETA: 29.0 seconds
[2025-09-24T03:08:11.210138] [INFO ] [CONFIGURE ] IBM: Testing feature 22/29: add_realized_volatility
[2025-09-24T03:08:11.210171] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-09-24T03:08:11.407358] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:11.612484] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:11.823542] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:12.029207] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:12.251367] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:12.468078] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:12.669668] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:08:12.871625] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:08:13.077569] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:13.280224] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:13.280385] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:13.280428] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:13.280464] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:08:13.280502] [INFO ] [CONFIGURE ] IBM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T03:08:13.280537] [INFO ] [CONFIGURE ] IBM: Progress: 75.9% | Speed: 0.28 features/sec | ETA: 24.9 seconds
[2025-09-24T03:08:13.280573] [INFO ] [CONFIGURE ] IBM: Testing feature 23/29: add_recent_range_context
[2025-09-24T03:08:13.280607] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-09-24T03:08:13.476572] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:13.656338] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:13.833695] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:14.007185] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:14.215550] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:14.463139] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:21.199426] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:08:21.387214] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:08:21.578606] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:21.756882] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:21.757052] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:21.757101] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:21.757143] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:08:21.757188] [INFO ] [CONFIGURE ] IBM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T03:08:21.757229] [INFO ] [CONFIGURE ] IBM: Progress: 79.3% | Speed: 0.27 features/sec | ETA: 22.6 seconds
[2025-09-24T03:08:21.757271] [INFO ] [CONFIGURE ] IBM: Testing feature 24/29: add_rsi
[2025-09-24T03:08:21.757312] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-09-24T03:08:21.938834] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:22.138673] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:22.315249] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:22.497513] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:22.676345] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:22.853874] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:23.037741] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:08:23.304328] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:08:23.492743] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:23.684644] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:23.684805] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:23.684849] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:23.684886] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:08:23.684925] [INFO ] [CONFIGURE ] IBM: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T03:08:23.684961] [INFO ] [CONFIGURE ] IBM: Progress: 82.8% | Speed: 0.27 features/sec | ETA: 18.5 seconds
[2025-09-24T03:08:23.685006] [INFO ] [CONFIGURE ] IBM: Testing feature 25/29: add_tick_distribution
[2025-09-24T03:08:23.685043] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-09-24T03:08:23.866282] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:24.042002] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:24.751561] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:24.971786] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:08:25.171752] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:25.340733] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:25.518200] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:08:25.713203] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:08:25.899942] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:26.133001] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:26.133139] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:26.133183] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:26.133220] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:08:26.133259] [INFO ] [CONFIGURE ] IBM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T03:08:26.133295] [INFO ] [CONFIGURE ] IBM: Progress: 86.2% | Speed: 0.27 features/sec | ETA: 14.6 seconds
[2025-09-24T03:08:26.133332] [INFO ] [CONFIGURE ] IBM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T03:08:26.133367] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-09-24T03:08:26.319873] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:26.493588] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:26.684403] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:26.871884] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:27.050544] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:27.254340] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:27.429086] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:08:27.604917] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:08:27.825286] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:28.016497] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:28.016651] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:28.016694] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:28.016730] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:08:28.016770] [INFO ] [CONFIGURE ] IBM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T03:08:28.016804] [INFO ] [CONFIGURE ] IBM: Progress: 89.7% | Speed: 0.28 features/sec | ETA: 10.7 seconds
[2025-09-24T03:08:28.016840] [INFO ] [CONFIGURE ] IBM: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T03:08:28.016875] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-09-24T03:08:28.204717] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:28.392098] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:28.572077] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:28.762186] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:28.939320] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:29.178524] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:36.409452] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:08:36.597585] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:08:36.796301] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:36.991063] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:36.991225] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:36.991267] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:36.991305] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:08:36.991345] [INFO ] [CONFIGURE ] IBM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T03:08:36.991378] [INFO ] [CONFIGURE ] IBM: Progress: 93.1% | Speed: 0.26 features/sec | ETA: 7.6 seconds
[2025-09-24T03:08:36.991414] [INFO ] [CONFIGURE ] IBM: Testing feature 28/29: add_volume_profile
[2025-09-24T03:08:36.991448] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-09-24T03:08:37.202123] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-08, Predicted=0.0, Actual=1
[2025-09-24T03:08:37.385705] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:37.565747] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:08:37.750758] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:37.926826] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:38.101353] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:38.282802] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:08:38.462083] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:08:38.650505] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:38.838001] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:38.838144] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:38.838187] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:38.838225] [INFO ] [QA_TRACKER] Directional Accuracy: 40.00% (4/10 correct)
[2025-09-24T03:08:38.838264] [INFO ] [CONFIGURE ] IBM: DISCARDED add_volume_profile (score: 40.00%)
[2025-09-24T03:08:38.838299] [INFO ] [CONFIGURE ] IBM: Progress: 96.6% | Speed: 0.27 features/sec | ETA: 3.7 seconds
[2025-09-24T03:08:38.838344] [INFO ] [CONFIGURE ] IBM: Testing feature 29/29: add_vwap
[2025-09-24T03:08:38.838381] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-09-24T03:08:39.016516] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:08:39.198835] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:08:39.384975] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:08:39.570178] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:08:39.753746] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:08:39.937188] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:08:40.118708] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:08:40.367684] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:08:40.564509] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:08:40.742814] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:08:40.742967] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:08:40.743018] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:08:40.743057] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:08:40.743095] [INFO ] [CONFIGURE ] IBM: DISCARDED add_vwap (score: 70.00%)
[2025-09-24T03:08:40.743131] [INFO ] [CONFIGURE ] IBM: Progress: 100.0% | Speed: 0.27 features/sec | ETA: 0.0 seconds
[2025-09-24T03:08:40.743170] [INFO ] [CONFIGURE ] IBM: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T03:08:40.743206] [INFO ] [CONFIGURE ] IBM: Best accuracy: 70.00%
[2025-09-24T03:08:40.743241] [INFO ] [CONFIGURE ] IBM: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-09-24T03:08:40.743275] [INFO ] [CONFIGURE ] IBM: Improvement over baseline: 20.00%
[2025-09-24T03:08:40.743308] [INFO ] [CONFIGURE ] IBM: Total time: 1.8 minutes
[2025-09-24T03:08:40.743341] [INFO ] [CONFIGURE ] IBM: Average time per feature: 3.6 seconds
[2025-09-24T03:08:40.743374] [INFO ] [CONFIGURE ] IBM: Average speed: 0.27 features/sec
[2025-09-24T03:08:40.743566] [INFO ] [LOCAL     ] Saved 2 optimal features for IBM to ./output/feature-sets/IBM.txt
[2025-09-24T03:08:40.743686] [INFO ] [LOCAL     ] Saved certainty 70.00% for IBM to ./output/certainties/IBM.txt
[2025-09-24T03:08:40.743727] [INFO ] [CONFIGURE ] IBM: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T03:08:40.743762] [INFO ] [sig       ] Successfully configured IBM
[2025-09-24T03:13:11.987112] [INFO ] [sig       ] Configuring symbol: IBM
[2025-09-24T03:13:11.987250] [INFO ] [CONFIGURE ] IBM: Configurate test run.
[2025-09-24T03:13:11.987305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-24T03:13:12.353615] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBM'.
[2025-09-24T03:13:12.354631] [INFO ] [CONFIGURE ] IBM: Testing with 29 available features
[2025-09-24T03:13:12.354685] [INFO ] [CONFIGURE ] IBM: Establishing baseline with no features...
[2025-09-24T03:13:14.540467] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:14.663624] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:14.806538] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:13:14.930903] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:13:15.045414] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:15.201176] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:16.170587] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:16.296896] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:16.420798] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T03:13:16.559963] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:16.560109] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:16.560157] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:16.560193] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:13:16.560227] [INFO ] [CONFIGURE ] IBM: Baseline score (no features): 50.00%
[2025-09-24T03:13:16.560265] [INFO ] [CONFIGURE ] IBM: Testing feature 1/29: add_bollinger_bands
[2025-09-24T03:13:16.560300] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_bollinger_bands']
[2025-09-24T03:13:16.754239] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:16.906129] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:17.057669] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:13:17.217800] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:17.367618] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:17.510516] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:17.718129] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:17.863410] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:18.007241] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:18.171194] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:18.171529] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:18.171576] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:18.171611] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:13:18.171649] [INFO ] [CONFIGURE ] IBM: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T03:13:18.171682] [INFO ] [CONFIGURE ] IBM: Progress: 3.4% | Speed: 0.62 features/sec | ETA: 45.1 seconds
[2025-09-24T03:13:18.171718] [INFO ] [CONFIGURE ] IBM: Testing feature 2/29: add_cumulative_delta
[2025-09-24T03:13:18.171750] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta']
[2025-09-24T03:13:18.313426] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:18.469657] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:18.624162] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:18.883074] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:19.031009] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:19.192375] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:19.333998] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:13:19.485762] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:13:19.645733] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:19.798223] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:19.798387] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:19.798427] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:19.798461] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:13:19.798500] [INFO ] [CONFIGURE ] IBM: KEPT add_cumulative_delta (score: 60.00%)
[2025-09-24T03:13:19.798533] [INFO ] [CONFIGURE ] IBM: Progress: 6.9% | Speed: 0.62 features/sec | ETA: 43.7 seconds
[2025-09-24T03:13:19.798567] [INFO ] [CONFIGURE ] IBM: Testing feature 3/29: add_daily_returns
[2025-09-24T03:13:19.798600] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T03:13:19.957918] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-08, Predicted=0.0, Actual=1
[2025-09-24T03:13:20.120316] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:20.269364] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:20.417879] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:13:20.583434] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:20.739503] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:20.962464] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:21.113894] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:13:21.275833] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T03:13:21.445800] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:21.445955] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:21.446027] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:21.446065] [INFO ] [QA_TRACKER] Directional Accuracy: 40.00% (4/10 correct)
[2025-09-24T03:13:21.446103] [INFO ] [CONFIGURE ] IBM: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T03:13:21.446136] [INFO ] [CONFIGURE ] IBM: Progress: 10.3% | Speed: 0.61 features/sec | ETA: 42.3 seconds
[2025-09-24T03:13:21.446170] [INFO ] [CONFIGURE ] IBM: Testing feature 4/29: add_ema
[2025-09-24T03:13:21.446203] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T03:13:21.610234] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:21.791494] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:21.971560] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:22.153511] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:22.357692] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:22.526664] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:22.702573] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:13:22.876013] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:23.045327] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:23.224477] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:23.224639] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:23.224680] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:23.224717] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:13:23.224756] [INFO ] [CONFIGURE ] IBM: KEPT add_ema (score: 70.00%)
[2025-09-24T03:13:23.224790] [INFO ] [CONFIGURE ] IBM: Progress: 13.8% | Speed: 0.60 features/sec | ETA: 41.7 seconds
[2025-09-24T03:13:23.224831] [INFO ] [CONFIGURE ] IBM: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T03:13:23.224865] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T03:13:23.427521] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:23.629416] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T03:13:23.848064] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:24.042796] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:24.262304] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:29.802219] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:31.239847] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:31.500860] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:13:31.728043] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:31.936351] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:31.936507] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:31.936548] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:31.936583] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:13:31.936621] [INFO ] [CONFIGURE ] IBM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T03:13:31.936655] [INFO ] [CONFIGURE ] IBM: Progress: 17.2% | Speed: 0.33 features/sec | ETA: 1.2 minutes
[2025-09-24T03:13:31.936691] [INFO ] [CONFIGURE ] IBM: Testing feature 6/29: add_failed_moves
[2025-09-24T03:13:31.936725] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-09-24T03:13:32.108584] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:32.560182] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:32.741872] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:32.997441] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:33.199052] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:33.373980] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:33.546540] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:13:33.783573] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:33.970040] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:34.160052] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:34.160193] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:34.160233] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:34.160267] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:13:34.160304] [INFO ] [CONFIGURE ] IBM: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T03:13:34.160337] [INFO ] [CONFIGURE ] IBM: Progress: 20.7% | Speed: 0.34 features/sec | ETA: 1.1 minutes
[2025-09-24T03:13:34.160371] [INFO ] [CONFIGURE ] IBM: Testing feature 7/29: add_lag_shelf
[2025-09-24T03:13:34.160407] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-09-24T03:13:34.333083] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:34.500724] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:34.658421] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:34.820226] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:34.975277] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:35.211541] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:35.380106] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:13:35.545422] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:35.713730] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:35.870611] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:35.870753] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:35.870794] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:35.870829] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:13:35.870866] [INFO ] [CONFIGURE ] IBM: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T03:13:35.870899] [INFO ] [CONFIGURE ] IBM: Progress: 24.1% | Speed: 0.36 features/sec | ETA: 1.0 minutes
[2025-09-24T03:13:35.870934] [INFO ] [CONFIGURE ] IBM: Testing feature 8/29: add_macd
[2025-09-24T03:13:35.870969] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-09-24T03:13:36.084804] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-08, Predicted=0.0, Actual=1
[2025-09-24T03:13:36.306741] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:36.522217] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:36.730019] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:36.938107] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:37.145765] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:37.351565] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:13:37.563288] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:37.813477] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:38.024767] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:38.024950] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:38.025016] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:38.025090] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:13:38.025141] [INFO ] [CONFIGURE ] IBM: DISCARDED add_macd (score: 60.00%)
[2025-09-24T03:13:38.025176] [INFO ] [CONFIGURE ] IBM: Progress: 27.6% | Speed: 0.37 features/sec | ETA: 56.3 seconds
[2025-09-24T03:13:38.025211] [INFO ] [CONFIGURE ] IBM: Testing feature 9/29: add_mfi
[2025-09-24T03:13:38.025243] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-09-24T03:13:38.210343] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:38.386306] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:38.575657] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:38.762501] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:38.971795] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:39.190377] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:39.377932] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:13:45.668914] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:13:46.187098] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:46.426711] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:46.426890] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:46.426945] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:46.427000] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:13:46.427088] [INFO ] [CONFIGURE ] IBM: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T03:13:46.427147] [INFO ] [CONFIGURE ] IBM: Progress: 31.0% | Speed: 0.30 features/sec | ETA: 1.1 minutes
[2025-09-24T03:13:46.427194] [INFO ] [CONFIGURE ] IBM: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T03:13:46.427237] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T03:13:46.633947] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:46.835838] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:47.035387] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:47.243792] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:13:47.437326] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:13:47.625943] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:47.816533] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:48.010153] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:13:48.209862] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T03:13:48.402548] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:48.402726] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:48.402772] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:48.402813] [INFO ] [QA_TRACKER] Directional Accuracy: 40.00% (4/10 correct)
[2025-09-24T03:13:48.402856] [INFO ] [CONFIGURE ] IBM: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T03:13:48.402895] [INFO ] [CONFIGURE ] IBM: Progress: 34.5% | Speed: 0.31 features/sec | ETA: 1.0 minutes
[2025-09-24T03:13:48.402935] [INFO ] [CONFIGURE ] IBM: Testing feature 11/29: add_obv_daily
[2025-09-24T03:13:48.402975] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_daily']
[2025-09-24T03:13:48.585920] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:48.757875] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:48.989458] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:49.204089] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:49.389036] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:13:49.561036] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:49.747513] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:49.918553] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:50.091705] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:50.270330] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:50.270476] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:50.270518] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:50.270554] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:13:50.270591] [INFO ] [CONFIGURE ] IBM: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T03:13:50.270625] [INFO ] [CONFIGURE ] IBM: Progress: 37.9% | Speed: 0.33 features/sec | ETA: 55.2 seconds
[2025-09-24T03:13:50.270661] [INFO ] [CONFIGURE ] IBM: Testing feature 12/29: add_obv_interval
[2025-09-24T03:13:50.270695] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_obv_interval']
[2025-09-24T03:13:50.438844] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:50.605678] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:50.776717] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:13:50.961722] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:13:51.140306] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:51.319440] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:51.687245] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:51.860506] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:13:52.030112] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:52.211354] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:52.211507] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:52.211557] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:52.211598] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:13:52.211641] [INFO ] [CONFIGURE ] IBM: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T03:13:52.211682] [INFO ] [CONFIGURE ] IBM: Progress: 41.4% | Speed: 0.34 features/sec | ETA: 50.5 seconds
[2025-09-24T03:13:52.211723] [INFO ] [CONFIGURE ] IBM: Testing feature 13/29: add_opening_strength
[2025-09-24T03:13:52.211763] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T03:13:52.397389] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:52.598802] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:13:52.783638] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:13:52.962703] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:13:53.186295] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:13:53.371315] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:13:53.548599] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:13:53.735748] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:13:53.917656] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:13:54.130846] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:13:54.131004] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:13:54.131049] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:13:54.131086] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:13:54.131132] [INFO ] [CONFIGURE ] IBM: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T03:13:54.131168] [INFO ] [CONFIGURE ] IBM: Progress: 44.8% | Speed: 0.35 features/sec | ETA: 46.2 seconds
[2025-09-24T03:13:54.131206] [INFO ] [CONFIGURE ] IBM: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T03:13:54.131242] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_order_flow_imbalance']
[2025-09-24T03:13:54.320714] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:13:54.547151] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:01.506797] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:01.688901] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:14:01.870502] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:14:02.050896] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T03:14:02.241734] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:02.457674] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:14:02.659794] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:02.839644] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:02.839806] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:02.839861] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:02.839906] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:14:02.839953] [INFO ] [CONFIGURE ] IBM: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T03:14:02.840008] [INFO ] [CONFIGURE ] IBM: Progress: 48.3% | Speed: 0.30 features/sec | ETA: 49.6 seconds
[2025-09-24T03:14:02.840052] [INFO ] [CONFIGURE ] IBM: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T03:14:02.840088] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum']
[2025-09-24T03:14:03.005614] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:03.201862] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:03.375566] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:03.570925] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:03.734925] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T03:14:03.908755] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:04.130755] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:14:04.325123] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:04.492487] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:04.688024] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:04.688179] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:04.688221] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:04.688257] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:14:04.688296] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-09-24T03:14:04.688330] [INFO ] [CONFIGURE ] IBM: Progress: 51.7% | Speed: 0.31 features/sec | ETA: 44.9 seconds
[2025-09-24T03:14:04.688365] [INFO ] [CONFIGURE ] IBM: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T03:14:04.688399] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_overnight_gap']
[2025-09-24T03:14:04.879514] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:05.050081] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:05.225504] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:05.403019] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:14:05.584639] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:05.773505] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:05.949960] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:14:06.141552] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:06.328253] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:06.507117] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:06.507277] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:06.507319] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:06.507355] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:14:06.507393] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T03:14:06.507427] [INFO ] [CONFIGURE ] IBM: Progress: 55.2% | Speed: 0.32 features/sec | ETA: 40.6 seconds
[2025-09-24T03:14:06.507462] [INFO ] [CONFIGURE ] IBM: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T03:14:06.507497] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_return_2d']
[2025-09-24T03:14:06.701124] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:06.895707] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:07.079324] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:07.259466] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:07.446176] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:07.626816] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:07.819787] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:14:08.009632] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:08.203938] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:08.380826] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:08.380976] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:08.381038] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:08.381083] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:14:08.381134] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T03:14:08.381190] [INFO ] [CONFIGURE ] IBM: Progress: 58.6% | Speed: 0.33 features/sec | ETA: 36.6 seconds
[2025-09-24T03:14:08.381233] [INFO ] [CONFIGURE ] IBM: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T03:14:08.381269] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_volatility_5d']
[2025-09-24T03:14:08.543333] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:08.712739] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:08.875741] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:14:09.035744] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:09.225486] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:09.403057] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:16.445369] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:16.625400] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:16.792133] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:16.978047] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:16.978812] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:16.978879] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:16.978927] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:14:16.978977] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T03:14:16.979149] [INFO ] [CONFIGURE ] IBM: Progress: 62.1% | Speed: 0.30 features/sec | ETA: 36.9 seconds
[2025-09-24T03:14:16.979228] [INFO ] [CONFIGURE ] IBM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T03:14:16.979271] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_pbf_vs_sma_5']
[2025-09-24T03:14:17.193022] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:17.365088] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:17.536313] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:17.708669] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:17.882076] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:18.052699] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:18.224071] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:18.388133] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:18.564044] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:18.736424] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:18.736578] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:18.736623] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:18.736659] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:14:18.736698] [INFO ] [CONFIGURE ] IBM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T03:14:18.736732] [INFO ] [CONFIGURE ] IBM: Progress: 65.5% | Speed: 0.31 features/sec | ETA: 32.7 seconds
[2025-09-24T03:14:18.736767] [INFO ] [CONFIGURE ] IBM: Testing feature 20/29: add_price_rejection
[2025-09-24T03:14:18.736802] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_price_rejection']
[2025-09-24T03:14:18.934487] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:19.132140] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:19.319612] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:19.495940] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:19.681914] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:19.872774] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:20.201976] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:14:20.379065] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:14:20.566115] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:20.750130] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:20.750277] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:20.750328] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:20.750372] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:14:20.750410] [INFO ] [CONFIGURE ] IBM: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T03:14:20.750444] [INFO ] [CONFIGURE ] IBM: Progress: 69.0% | Speed: 0.31 features/sec | ETA: 28.9 seconds
[2025-09-24T03:14:20.750478] [INFO ] [CONFIGURE ] IBM: Testing feature 21/29: add_range_position
[2025-09-24T03:14:20.750512] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_range_position']
[2025-09-24T03:14:20.934024] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:21.245913] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:21.454751] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:21.644066] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:21.833734] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:22.123518] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:22.312717] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:22.526766] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:22.728144] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:22.935846] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:22.936034] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:22.936082] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:22.936119] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:14:22.936157] [INFO ] [CONFIGURE ] IBM: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T03:14:22.936191] [INFO ] [CONFIGURE ] IBM: Progress: 72.4% | Speed: 0.32 features/sec | ETA: 25.3 seconds
[2025-09-24T03:14:22.936227] [INFO ] [CONFIGURE ] IBM: Testing feature 22/29: add_realized_volatility
[2025-09-24T03:14:22.936262] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_realized_volatility']
[2025-09-24T03:14:23.133774] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:23.353490] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:23.553932] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:23.807453] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:24.012354] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:24.226183] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:24.457044] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:31.085993] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:31.288359] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:31.501337] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:31.501514] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:31.501563] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:31.501600] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:14:31.501641] [INFO ] [CONFIGURE ] IBM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T03:14:31.501681] [INFO ] [CONFIGURE ] IBM: Progress: 75.9% | Speed: 0.29 features/sec | ETA: 23.8 seconds
[2025-09-24T03:14:31.501718] [INFO ] [CONFIGURE ] IBM: Testing feature 23/29: add_recent_range_context
[2025-09-24T03:14:31.501752] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_recent_range_context']
[2025-09-24T03:14:31.681322] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:31.858364] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:32.076929] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:32.265908] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:32.439964] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:32.625611] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:32.895672] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:33.082212] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:33.265966] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:33.477920] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:33.478079] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:33.478124] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:33.478161] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:14:33.478200] [INFO ] [CONFIGURE ] IBM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T03:14:33.478236] [INFO ] [CONFIGURE ] IBM: Progress: 79.3% | Speed: 0.30 features/sec | ETA: 20.1 seconds
[2025-09-24T03:14:33.478272] [INFO ] [CONFIGURE ] IBM: Testing feature 24/29: add_rsi
[2025-09-24T03:14:33.478308] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-09-24T03:14:33.647435] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:33.825547] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:34.006135] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:34.195668] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:34.375294] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:34.564274] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:34.752879] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:14:34.942657] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:14:35.131597] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:35.329559] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:35.329706] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:35.329748] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:35.329785] [INFO ] [QA_TRACKER] Directional Accuracy: 50.00% (5/10 correct)
[2025-09-24T03:14:35.329823] [INFO ] [CONFIGURE ] IBM: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T03:14:35.329858] [INFO ] [CONFIGURE ] IBM: Progress: 82.8% | Speed: 0.30 features/sec | ETA: 16.4 seconds
[2025-09-24T03:14:35.329899] [INFO ] [CONFIGURE ] IBM: Testing feature 25/29: add_tick_distribution
[2025-09-24T03:14:35.329935] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_tick_distribution']
[2025-09-24T03:14:35.521827] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:35.693486] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:35.866918] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:36.055056] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T03:14:36.241693] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:36.417181] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:36.718547] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:14:36.930267] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:37.110817] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:37.288828] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:37.288997] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:37.289126] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:37.289168] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:14:37.289207] [INFO ] [CONFIGURE ] IBM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T03:14:37.289243] [INFO ] [CONFIGURE ] IBM: Progress: 86.2% | Speed: 0.31 features/sec | ETA: 12.9 seconds
[2025-09-24T03:14:37.289279] [INFO ] [CONFIGURE ] IBM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T03:14:37.289315] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_momentum_confirmation']
[2025-09-24T03:14:37.461152] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:37.634130] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:37.816492] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:37.988551] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:38.205958] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:38.379215] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:38.569578] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:38.748236] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:14:38.959187] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:39.161245] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:39.161391] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:39.161434] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:39.161471] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:14:39.161509] [INFO ] [CONFIGURE ] IBM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T03:14:39.161545] [INFO ] [CONFIGURE ] IBM: Progress: 89.7% | Speed: 0.31 features/sec | ETA: 9.5 seconds
[2025-09-24T03:14:39.161581] [INFO ] [CONFIGURE ] IBM: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T03:14:39.161617] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_price_divergence']
[2025-09-24T03:14:39.348977] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:39.616912] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:46.290828] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:46.488726] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:46.778891] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:46.998813] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:47.218880] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:47.418812] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T03:14:47.629112] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:47.831955] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:47.832153] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:47.832203] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:47.832245] [INFO ] [QA_TRACKER] Directional Accuracy: 60.00% (6/10 correct)
[2025-09-24T03:14:47.832289] [INFO ] [CONFIGURE ] IBM: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T03:14:47.832329] [INFO ] [CONFIGURE ] IBM: Progress: 93.1% | Speed: 0.30 features/sec | ETA: 6.8 seconds
[2025-09-24T03:14:47.832370] [INFO ] [CONFIGURE ] IBM: Testing feature 28/29: add_volume_profile
[2025-09-24T03:14:47.832410] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_volume_profile']
[2025-09-24T03:14:48.014177] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-08, Predicted=0.0, Actual=1
[2025-09-24T03:14:48.199247] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:48.387032] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T03:14:48.580102] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:48.791501] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:48.966921] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:49.156662] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T03:14:49.341981] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:49.529968] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:49.712410] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:49.712616] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:49.712675] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:49.712722] [INFO ] [QA_TRACKER] Directional Accuracy: 40.00% (4/10 correct)
[2025-09-24T03:14:49.712773] [INFO ] [CONFIGURE ] IBM: DISCARDED add_volume_profile (score: 40.00%)
[2025-09-24T03:14:49.712819] [INFO ] [CONFIGURE ] IBM: Progress: 96.6% | Speed: 0.30 features/sec | ETA: 3.3 seconds
[2025-09-24T03:14:49.712867] [INFO ] [CONFIGURE ] IBM: Testing feature 29/29: add_vwap
[2025-09-24T03:14:49.712915] [INFO ] [CONFIGURE ] IBM: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_vwap']
[2025-09-24T03:14:50.008823] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-08, Predicted=1.0, Actual=1
[2025-09-24T03:14:50.230874] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T03:14:50.432003] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T03:14:50.619009] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T03:14:50.796260] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T03:14:51.003252] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T03:14:51.208027] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T03:14:51.395054] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T03:14:51.578350] [DEBUG] [QA_TRACKER] IBM: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T03:14:51.933420] [DEBUG] [QA_TRACKER] IBM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T03:14:51.933594] [INFO ] [QA_TRACKER] ===== TEST BATTERY COMPLETE =====
[2025-09-24T03:14:51.933646] [INFO ] [QA_TRACKER] Days tested: 10
[2025-09-24T03:14:51.933690] [INFO ] [QA_TRACKER] Directional Accuracy: 70.00% (7/10 correct)
[2025-09-24T03:14:51.933736] [INFO ] [CONFIGURE ] IBM: DISCARDED add_vwap (score: 70.00%)
[2025-09-24T03:14:51.933778] [INFO ] [CONFIGURE ] IBM: Progress: 100.0% | Speed: 0.30 features/sec | ETA: 0.0 seconds
[2025-09-24T03:14:51.933824] [INFO ] [CONFIGURE ] IBM: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T03:14:51.933867] [INFO ] [CONFIGURE ] IBM: Best accuracy: 70.00%
[2025-09-24T03:14:51.933909] [INFO ] [CONFIGURE ] IBM: Best feature set (2 features): ['add_cumulative_delta', 'add_ema']
[2025-09-24T03:14:51.933950] [INFO ] [CONFIGURE ] IBM: Improvement over baseline: 20.00%
[2025-09-24T03:14:51.934000] [INFO ] [CONFIGURE ] IBM: Total time: 1.6 minutes
[2025-09-24T03:14:51.934041] [INFO ] [CONFIGURE ] IBM: Average time per feature: 3.3 seconds
[2025-09-24T03:14:51.934076] [INFO ] [CONFIGURE ] IBM: Average speed: 0.30 features/sec
[2025-09-24T03:14:51.934345] [INFO ] [LOCAL     ] Saved 2 optimal features for IBM to ./output/feature-sets/IBM.txt
[2025-09-24T03:14:51.934522] [INFO ] [LOCAL     ] Saved certainty 70.00% for IBM to ./output/certainties/IBM.txt
[2025-09-24T03:14:51.934565] [INFO ] [CONFIGURE ] IBM: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T03:14:51.934600] [INFO ] [sig       ] Successfully configured IBM
[2025-09-24T03:17:51.060457] [INFO ] [sig       ] Generating forecast for: IBM
[2025-09-24T03:17:51.060561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-24T03:17:51.522242] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBM'.
[2025-09-24T03:17:51.523224] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-09-24T03:17:51.548297] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T03:17:51.549008] [INFO ] [LOCAL     ] Loaded 2 optimal features for IBM from ./output/feature-sets/IBM.txt
[2025-09-24T03:17:51.549065] [INFO ] [FEATURES  ] DataBuilder: Loaded 2 optimal features for IBM: ['add_cumulative_delta', 'add_ema']
[2025-09-24T03:17:51.549106] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-09-24T03:17:51.549148] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T03:17:51.555093] [DEBUG] [FEATURES  ] DataBuilder: Executing add_ema
[2025-09-24T03:17:51.559711] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T03:17:51.559791] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T03:17:51.559831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T03:17:51.559908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T03:17:51.579805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T03:17:51.580603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T03:17:51.580691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T03:17:51.580727] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T03:17:51.697608] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T03:17:51.697740] [INFO ] [FORECASTER] Trained on 88 historical samples with 49 features
[2025-09-24T03:17:51.697782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T03:17:51.697826] [INFO ] [FORECASTER] Training complete
[2025-09-24T03:17:51.726343] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-09-24T03:17:51.726976] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-09-24T03:17:51.727318] [INFO ] [sig       ] IBM: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T03:17:51.869702] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-09-24	1.0
[2025-09-24T20:50:32.177880] [INFO ] [sig       ] Generating forecast for: IBM
[2025-09-24T20:50:32.177993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-09-24T20:50:32.674637] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'IBM'.
[2025-09-24T20:50:32.675581] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-09-24T20:50:32.699311] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:32.699951] [INFO ] [LOCAL     ] Loaded 2 optimal features for IBM from ./output/feature-sets/IBM.txt
[2025-09-24T20:50:32.700016] [INFO ] [FEATURES  ] DataBuilder: Loaded 2 optimal features for IBM: ['add_cumulative_delta', 'add_ema']
[2025-09-24T20:50:32.700059] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-09-24T20:50:32.700100] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T20:50:32.706033] [DEBUG] [FEATURES  ] DataBuilder: Executing add_ema
[2025-09-24T20:50:32.710574] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T20:50:32.710636] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:32.710675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:32.710750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:32.729916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:32.730622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:32.730714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:32.730756] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:32.896156] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:32.898118] [INFO ] [FORECASTER] Trained on 88 historical samples with 49 features
[2025-09-24T20:50:32.898195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:32.898432] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:32.940326] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-09-24T20:50:32.940837] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-09-24T20:50:32.941122] [INFO ] [sig       ] IBM: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:33.090784] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-09-24	1.0
[2025-09-24T20:50:36.922812] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-09-24T20:50:36.922916] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T20:50:36.923157] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T20:50:36.923724] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T20:50:36.923814] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T20:50:36.923856] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T20:50:36.924217] [INFO ] [sig       ] [1/2077] Forecasting AA...
[2025-09-24T20:50:36.924261] [INFO ] [sig       ] Generating forecast for: AA
[2025-09-24T20:50:36.924304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T20:50:37.298005] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T20:50:37.299002] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-09-24T20:50:37.322901] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:37.323591] [INFO ] [LOCAL     ] Loaded 1 optimal features for AA from ./output/feature-sets/AA.txt
[2025-09-24T20:50:37.323642] [INFO ] [FEATURES  ] DataBuilder: Loaded 1 optimal features for AA: ['add_cumulative_delta']
[2025-09-24T20:50:37.323677] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-09-24T20:50:37.323712] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T20:50:37.329699] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T20:50:37.329755] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:37.329789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:37.329855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:37.348247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:37.348892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:37.348981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:37.349047] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:37.467112] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:37.467257] [INFO ] [FORECASTER] Trained on 88 historical samples with 36 features
[2025-09-24T20:50:37.467301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:37.467341] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:37.492567] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2025-09-24T20:50:37.492908] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-09-24T20:50:37.493148] [INFO ] [sig       ] AA: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:37.633892] [INFO ] [LOCAL     ] Saved forecast: AA	2025-09-24	1.0
[2025-09-24T20:50:37.634040] [INFO ] [sig       ] [2/2077] Forecasting AAT...
[2025-09-24T20:50:37.634081] [INFO ] [sig       ] Generating forecast for: AAT
[2025-09-24T20:50:37.634124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-24T20:50:38.007626] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAT'.
[2025-09-24T20:50:38.008586] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-09-24T20:50:38.030363] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:38.031043] [INFO ] [LOCAL     ] Loaded 2 optimal features for AAT from ./output/feature-sets/AAT.txt
[2025-09-24T20:50:38.031092] [INFO ] [FEATURES  ] DataBuilder: Loaded 2 optimal features for AAT: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T20:50:38.031126] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-09-24T20:50:38.031162] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T20:50:38.036906] [DEBUG] [FEATURES  ] DataBuilder: Executing add_price_rejection
[2025-09-24T20:50:38.041323] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T20:50:38.041379] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:38.041414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:38.041481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:38.059025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:38.059562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:38.059647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:38.059688] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:38.142039] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:38.142166] [INFO ] [FORECASTER] Trained on 88 historical samples with 42 features
[2025-09-24T20:50:38.142213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:38.142246] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:38.166393] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=29.24%)
[2025-09-24T20:50:38.166733] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-09-24T20:50:38.167057] [INFO ] [sig       ] AAT: Forecast for 2025-09-23: DOWN (sign=0.00)
[2025-09-24T20:50:38.307284] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-09-24	0.0
[2025-09-24T20:50:38.307445] [INFO ] [sig       ] [3/2077] Forecasting AB...
[2025-09-24T20:50:38.307484] [INFO ] [sig       ] Generating forecast for: AB
[2025-09-24T20:50:38.307521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-24T20:50:38.681658] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AB'.
[2025-09-24T20:50:38.682631] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-09-24T20:50:38.705757] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:38.706461] [INFO ] [LOCAL     ] Loaded 0 optimal features for AB from ./output/feature-sets/AB.txt
[2025-09-24T20:50:38.706507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:38.706542] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:38.706573] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:38.706635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:38.721809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:38.722351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:38.722423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:38.722459] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:38.772186] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:38.772301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:38.772341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:38.772374] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:38.783139] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-09-24T20:50:38.783579] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-09-24T20:50:38.783936] [INFO ] [sig       ] AB: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:38.924543] [INFO ] [LOCAL     ] Saved forecast: AB	2025-09-24	1.0
[2025-09-24T20:50:38.924940] [INFO ] [sig       ] [4/2077] Forecasting ABBV...
[2025-09-24T20:50:38.924994] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-09-24T20:50:38.925039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-09-24T20:50:39.160187] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABBV' (404).
[2025-09-24T20:50:39.160842] [FATAL] [sig       ] ABBV: No historical data fetched.
[2025-09-24T20:50:39.161053] [INFO ] [sig       ] [5/2077] Forecasting ABCB...
[2025-09-24T20:50:39.161090] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-09-24T20:50:39.161124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-09-24T20:50:39.317167] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABCB' (404).
[2025-09-24T20:50:39.317778] [FATAL] [sig       ] ABCB: No historical data fetched.
[2025-09-24T20:50:39.317915] [INFO ] [sig       ] [6/2077] Forecasting ABEV...
[2025-09-24T20:50:39.317954] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-09-24T20:50:39.318001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-09-24T20:50:39.685879] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABEV'.
[2025-09-24T20:50:39.686834] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-09-24T20:50:39.708450] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:39.709052] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-09-24T20:50:39.709103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:39.709138] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:39.709168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:39.709228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:39.723977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:39.724441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:39.724511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:39.724545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:39.777434] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:39.777553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:39.777602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:39.777645] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:39.793680] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-09-24T20:50:39.793994] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-09-24T20:50:39.794226] [INFO ] [sig       ] ABEV: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:39.933921] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-09-24	1.0
[2025-09-24T20:50:39.934307] [INFO ] [sig       ] [7/2077] Forecasting ABG...
[2025-09-24T20:50:39.934351] [INFO ] [sig       ] Generating forecast for: ABG
[2025-09-24T20:50:39.934389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-09-24T20:50:40.116476] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABG' (404).
[2025-09-24T20:50:40.117219] [FATAL] [sig       ] ABG: No historical data fetched.
[2025-09-24T20:50:40.117420] [INFO ] [sig       ] [8/2077] Forecasting ABM...
[2025-09-24T20:50:40.117458] [INFO ] [sig       ] Generating forecast for: ABM
[2025-09-24T20:50:40.117492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-09-24T20:50:40.281320] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABM' (404).
[2025-09-24T20:50:40.282014] [FATAL] [sig       ] ABM: No historical data fetched.
[2025-09-24T20:50:40.282218] [INFO ] [sig       ] [9/2077] Forecasting ABR...
[2025-09-24T20:50:40.282254] [INFO ] [sig       ] Generating forecast for: ABR
[2025-09-24T20:50:40.282288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-09-24T20:50:40.651929] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABR'.
[2025-09-24T20:50:40.652913] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-09-24T20:50:40.674632] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:40.675241] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-09-24T20:50:40.675294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:40.675330] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:40.675362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:40.675425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:40.690323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:40.690791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:40.690860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:40.690897] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:40.742593] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:40.742719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:40.742776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:40.742819] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:40.752350] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-09-24T20:50:40.752613] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-09-24T20:50:40.752828] [INFO ] [sig       ] ABR: Forecast for 2025-09-23: DOWN (sign=0.00)
[2025-09-24T20:50:40.893213] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-09-24	0.0
[2025-09-24T20:50:40.893579] [INFO ] [sig       ] [10/2077] Forecasting ACA...
[2025-09-24T20:50:40.893622] [INFO ] [sig       ] Generating forecast for: ACA
[2025-09-24T20:50:40.893657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-09-24T20:50:41.270797] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACA' (404).
[2025-09-24T20:50:41.271535] [FATAL] [sig       ] ACA: No historical data fetched.
[2025-09-24T20:50:41.271735] [INFO ] [sig       ] [11/2077] Forecasting ACCO...
[2025-09-24T20:50:41.271771] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-09-24T20:50:41.271804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-09-24T20:50:41.445102] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACCO' (404).
[2025-09-24T20:50:41.445796] [FATAL] [sig       ] ACCO: No historical data fetched.
[2025-09-24T20:50:41.446005] [INFO ] [sig       ] [12/2077] Forecasting ACI...
[2025-09-24T20:50:41.446041] [INFO ] [sig       ] Generating forecast for: ACI
[2025-09-24T20:50:41.446075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-09-24T20:50:41.843168] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACI'.
[2025-09-24T20:50:41.844120] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-09-24T20:50:41.865909] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:41.866525] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-09-24T20:50:41.866575] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:41.866609] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:41.866639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:41.866699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:41.881587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:41.882067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:41.882146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:41.882195] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:41.936583] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:41.936716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:41.936758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:41.936792] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:41.951536] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-09-24T20:50:41.951821] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-09-24T20:50:41.952057] [INFO ] [sig       ] ACI: Forecast for 2025-09-23: DOWN (sign=0.00)
[2025-09-24T20:50:42.096177] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-09-24	0.0
[2025-09-24T20:50:42.096684] [INFO ] [sig       ] [13/2077] Forecasting ACM...
[2025-09-24T20:50:42.096748] [INFO ] [sig       ] Generating forecast for: ACM
[2025-09-24T20:50:42.096794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-09-24T20:50:42.459609] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACM'.
[2025-09-24T20:50:42.461091] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-09-24T20:50:42.487910] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:42.489380] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-09-24T20:50:42.489472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:42.489529] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:42.489583] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:42.489693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:42.515160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:42.516275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:42.516402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:42.516457] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:48.928229] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:48.928394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:48.928452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:48.928496] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:48.961121] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-09-24T20:50:48.961486] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-09-24T20:50:48.961746] [INFO ] [sig       ] ACM: Forecast for 2025-09-23: DOWN (sign=0.00)
[2025-09-24T20:50:49.102953] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-09-24	0.0
[2025-09-24T20:50:49.103301] [INFO ] [sig       ] [14/2077] Forecasting ACN...
[2025-09-24T20:50:49.103346] [INFO ] [sig       ] Generating forecast for: ACN
[2025-09-24T20:50:49.103382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-09-24T20:50:49.466132] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACN'.
[2025-09-24T20:50:49.467117] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-09-24T20:50:49.489431] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:49.490074] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-09-24T20:50:49.490127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:49.490162] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:49.490193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:49.490255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:49.505298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:49.505743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:49.505810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:49.505845] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:49.564887] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:49.564995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:49.565041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:49.565075] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:49.577164] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-09-24T20:50:49.577528] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-09-24T20:50:49.577824] [INFO ] [sig       ] ACN: Forecast for 2025-09-23: DOWN (sign=0.00)
[2025-09-24T20:50:49.717598] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-09-24	0.0
[2025-09-24T20:50:49.717973] [INFO ] [sig       ] [15/2077] Forecasting ACR...
[2025-09-24T20:50:49.718030] [INFO ] [sig       ] Generating forecast for: ACR
[2025-09-24T20:50:49.718071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-09-24T20:50:50.196865] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACR'.
[2025-09-24T20:50:50.197820] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-09-24T20:50:50.219936] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:50.220561] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-09-24T20:50:50.220613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:50.220648] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:50.220678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:50.220739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:50.235795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:50.236267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:50.236337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:50.236373] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:50.289441] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:50.289551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:50.289591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:50.289624] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:50.301261] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2025-09-24T20:50:50.301525] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-09-24T20:50:50.301724] [INFO ] [sig       ] ACR: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:50.441822] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-09-24	1.0
[2025-09-24T20:50:50.442196] [INFO ] [sig       ] [16/2077] Forecasting ACRE...
[2025-09-24T20:50:50.442242] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-09-24T20:50:50.442279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-09-24T20:50:50.812811] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACRE'.
[2025-09-24T20:50:50.813835] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-09-24T20:50:50.837176] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:50.837763] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-09-24T20:50:50.837815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:50.837849] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:50.837880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:50.837942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:50.853865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:50.854327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:50.854396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:50.854430] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:50.902380] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:50.902516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:50.902565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:50.902608] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:50.915198] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=15.27%)
[2025-09-24T20:50:50.915519] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-09-24T20:50:50.915807] [INFO ] [sig       ] ACRE: Forecast for 2025-09-23: DOWN (sign=0.00)
[2025-09-24T20:50:51.056911] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-09-24	0.0
[2025-09-24T20:50:51.057305] [INFO ] [sig       ] [17/2077] Forecasting ACV...
[2025-09-24T20:50:51.057350] [INFO ] [sig       ] Generating forecast for: ACV
[2025-09-24T20:50:51.057385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-09-24T20:50:51.415187] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACV'.
[2025-09-24T20:50:51.416173] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-09-24T20:50:51.437777] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:51.438434] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-09-24T20:50:51.438488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:51.438523] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:51.438556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:51.438624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:51.453673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:51.454173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:51.454251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:51.454289] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:51.507180] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:51.507299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:51.507339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:51.507373] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:51.519122] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-09-24T20:50:51.519403] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-09-24T20:50:51.519664] [INFO ] [sig       ] ACV: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:51.660674] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-09-24	1.0
[2025-09-24T20:50:51.661088] [INFO ] [sig       ] [18/2077] Forecasting ACVA...
[2025-09-24T20:50:51.661136] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-09-24T20:50:51.661174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-09-24T20:50:52.138832] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACVA'.
[2025-09-24T20:50:52.139784] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-09-24T20:50:52.162053] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:52.162704] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-09-24T20:50:52.162756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:52.162792] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:52.162823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:52.162885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:52.177939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:52.178444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:52.178514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:52.178549] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:52.232832] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:52.232943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:52.232990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:52.233041] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:52.255140] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-09-24T20:50:52.255509] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-09-24T20:50:52.255746] [INFO ] [sig       ] ACVA: Forecast for 2025-09-23: DOWN (sign=0.00)
[2025-09-24T20:50:52.395937] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-09-24	0.0
[2025-09-24T20:50:52.396322] [INFO ] [sig       ] [19/2077] Forecasting ADC...
[2025-09-24T20:50:52.396368] [INFO ] [sig       ] Generating forecast for: ADC
[2025-09-24T20:50:52.396405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-09-24T20:50:52.559290] [WARN ] [REMOTE    ] Historical data not found for symbol 'ADC' (404).
[2025-09-24T20:50:52.560053] [FATAL] [sig       ] ADC: No historical data fetched.
[2025-09-24T20:50:52.560264] [INFO ] [sig       ] [20/2077] Forecasting ADCT...
[2025-09-24T20:50:52.560304] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-09-24T20:50:52.560338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-09-24T20:50:52.935920] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADCT'.
[2025-09-24T20:50:52.936912] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-09-24T20:50:52.958574] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:52.959173] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-09-24T20:50:52.959227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:52.959264] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:52.959297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:52.959361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:52.974530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:52.975007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:52.975079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:52.975118] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:53.027351] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:53.027468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:53.027510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:53.027544] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:53.038844] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: UP (p=92.45%)
[2025-09-24T20:50:53.039128] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-09-24T20:50:53.039316] [INFO ] [sig       ] ADCT: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:53.179430] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-09-24	1.0
[2025-09-24T20:50:53.179904] [INFO ] [sig       ] [21/2077] Forecasting ADM...
[2025-09-24T20:50:53.179964] [INFO ] [sig       ] Generating forecast for: ADM
[2025-09-24T20:50:53.180077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-09-24T20:50:53.542403] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADM'.
[2025-09-24T20:50:53.543489] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-09-24T20:50:53.565556] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T20:50:53.566188] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-09-24T20:50:53.566245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T20:50:53.566284] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T20:50:53.566315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T20:50:53.566378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T20:50:53.581533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T20:50:53.582107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T20:50:53.582178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T20:50:53.582212] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T20:50:53.656728] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T20:50:53.656854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T20:50:53.656896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T20:50:53.656929] [INFO ] [FORECASTER] Training complete
[2025-09-24T20:50:53.687903] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-09-24T20:50:53.688244] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-09-24T20:50:53.688476] [INFO ] [sig       ] ADM: Forecast for 2025-09-23: UP (sign=1.00)
[2025-09-24T20:50:53.831618] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-09-24	1.0
[2025-09-24T20:50:53.832086] [INFO ] [sig       ] [22/2077] Forecasting ADX...
[2025-09-24T20:50:53.832131] [INFO ] [sig       ] Generating forecast for: ADX
[2025-09-24T20:50:53.832167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-09-24T22:21:39.396805] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-09-24T22:21:39.396912] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T22:21:39.397371] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T22:21:39.398030] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T22:21:39.398121] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:21:39.398159] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T22:21:39.398501] [INFO ] [sig       ] [1/2077] Forecasting AA...
[2025-09-24T22:21:39.398537] [INFO ] [sig       ] Generating forecast for: AA
[2025-09-24T22:21:39.398572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T22:21:39.891914] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T22:21:39.892923] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-09-24T22:21:39.918781] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:39.919517] [INFO ] [LOCAL     ] Loaded 1 optimal features for AA from ./output/feature-sets/AA.txt
[2025-09-24T22:21:39.919578] [INFO ] [FEATURES  ] DataBuilder: Loaded 1 optimal features for AA: ['add_cumulative_delta']
[2025-09-24T22:21:39.919627] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-09-24T22:21:39.919677] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T22:21:39.925804] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T22:21:39.925872] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:39.925917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:39.926029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:39.945544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:39.946454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:39.946546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:39.946583] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:40.064333] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:40.064488] [INFO ] [FORECASTER] Trained on 88 historical samples with 36 features
[2025-09-24T22:21:40.065932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:40.066025] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:40.097023] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-09-24T22:21:40.097467] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-09-24T22:21:40.097707] [INFO ] [sig       ] AA: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:21:40.246848] [INFO ] [LOCAL     ] Saved forecast: AA	2025-09-25	1.0
[2025-09-24T22:21:40.247085] [INFO ] [sig       ] [2/2077] Forecasting AAT...
[2025-09-24T22:21:40.247145] [INFO ] [sig       ] Generating forecast for: AAT
[2025-09-24T22:21:40.247194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-24T22:21:40.613821] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAT'.
[2025-09-24T22:21:40.615040] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-09-24T22:21:40.637961] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:40.638674] [INFO ] [LOCAL     ] Loaded 2 optimal features for AAT from ./output/feature-sets/AAT.txt
[2025-09-24T22:21:40.638735] [INFO ] [FEATURES  ] DataBuilder: Loaded 2 optimal features for AAT: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T22:21:40.638786] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-09-24T22:21:40.638836] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T22:21:40.644817] [DEBUG] [FEATURES  ] DataBuilder: Executing add_price_rejection
[2025-09-24T22:21:40.650090] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T22:21:40.650207] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:40.650249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:40.650349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:40.669932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:40.670813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:40.670903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:40.670940] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:40.752768] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:40.752909] [INFO ] [FORECASTER] Trained on 88 historical samples with 42 features
[2025-09-24T22:21:40.752957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:40.753005] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:40.773198] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-09-24T22:21:40.773589] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-09-24T22:21:40.773865] [INFO ] [sig       ] AAT: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:21:40.921847] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-09-25	0.0
[2025-09-24T22:21:40.922297] [INFO ] [sig       ] [3/2077] Forecasting AB...
[2025-09-24T22:21:40.922345] [INFO ] [sig       ] Generating forecast for: AB
[2025-09-24T22:21:40.922385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-24T22:21:41.274822] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AB'.
[2025-09-24T22:21:41.275805] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-09-24T22:21:41.298516] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:41.299236] [INFO ] [LOCAL     ] Loaded 0 optimal features for AB from ./output/feature-sets/AB.txt
[2025-09-24T22:21:41.299291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:41.299333] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:41.299371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:41.299443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:41.315184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:41.315848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:41.315921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:41.315964] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:41.387696] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:41.387834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:41.387883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:41.387919] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:41.402494] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-09-24T22:21:41.402938] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-09-24T22:21:41.403236] [INFO ] [sig       ] AB: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:21:41.573922] [INFO ] [LOCAL     ] Saved forecast: AB	2025-09-25	1.0
[2025-09-24T22:21:41.574508] [INFO ] [sig       ] [4/2077] Forecasting ABBV...
[2025-09-24T22:21:41.574578] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-09-24T22:21:41.574638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-09-24T22:21:41.741968] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABBV' (404).
[2025-09-24T22:21:41.743076] [FATAL] [sig       ] ABBV: No historical data fetched.
[2025-09-24T22:21:41.743390] [INFO ] [sig       ] [5/2077] Forecasting ABCB...
[2025-09-24T22:21:41.743454] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-09-24T22:21:41.743513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-09-24T22:21:42.136905] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABCB' (404).
[2025-09-24T22:21:42.137665] [FATAL] [sig       ] ABCB: No historical data fetched.
[2025-09-24T22:21:42.137867] [INFO ] [sig       ] [6/2077] Forecasting ABEV...
[2025-09-24T22:21:42.137909] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-09-24T22:21:42.137946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-09-24T22:21:42.512956] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABEV'.
[2025-09-24T22:21:42.513942] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-09-24T22:21:42.537506] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:42.538195] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-09-24T22:21:42.538250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:42.538287] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:42.538319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:42.538383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:42.554023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:42.554536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:42.554608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:42.554644] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:42.613800] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:42.613940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:42.613997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:42.614037] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:42.625630] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-09-24T22:21:42.625928] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-09-24T22:21:42.626142] [INFO ] [sig       ] ABEV: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:21:42.775610] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-09-25	0.0
[2025-09-24T22:21:42.775972] [INFO ] [sig       ] [7/2077] Forecasting ABG...
[2025-09-24T22:21:42.776029] [INFO ] [sig       ] Generating forecast for: ABG
[2025-09-24T22:21:42.776071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-09-24T22:21:42.941815] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABG' (404).
[2025-09-24T22:21:42.942603] [FATAL] [sig       ] ABG: No historical data fetched.
[2025-09-24T22:21:42.942812] [INFO ] [sig       ] [8/2077] Forecasting ABM...
[2025-09-24T22:21:42.942850] [INFO ] [sig       ] Generating forecast for: ABM
[2025-09-24T22:21:42.942885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-09-24T22:21:43.109130] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABM' (404).
[2025-09-24T22:21:43.109883] [FATAL] [sig       ] ABM: No historical data fetched.
[2025-09-24T22:21:43.110107] [INFO ] [sig       ] [9/2077] Forecasting ABR...
[2025-09-24T22:21:43.110153] [INFO ] [sig       ] Generating forecast for: ABR
[2025-09-24T22:21:43.110193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-09-24T22:21:43.501901] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABR'.
[2025-09-24T22:21:43.502903] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-09-24T22:21:43.525678] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:43.526686] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-09-24T22:21:43.526745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:43.526787] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:43.526824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:43.526894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:43.542394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:43.543040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:43.543114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:43.543151] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:43.613898] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:43.614098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:43.614152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:43.614186] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:43.625394] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-09-24T22:21:43.625673] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-09-24T22:21:43.625887] [INFO ] [sig       ] ABR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:21:43.775963] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-09-25	0.0
[2025-09-24T22:21:43.776432] [INFO ] [sig       ] [10/2077] Forecasting ACA...
[2025-09-24T22:21:43.776484] [INFO ] [sig       ] Generating forecast for: ACA
[2025-09-24T22:21:43.776526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-09-24T22:21:44.017137] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACA' (404).
[2025-09-24T22:21:44.017919] [FATAL] [sig       ] ACA: No historical data fetched.
[2025-09-24T22:21:44.018133] [INFO ] [sig       ] [11/2077] Forecasting ACCO...
[2025-09-24T22:21:44.018170] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-09-24T22:21:44.018204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-09-24T22:21:44.186354] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACCO' (404).
[2025-09-24T22:21:44.187106] [FATAL] [sig       ] ACCO: No historical data fetched.
[2025-09-24T22:21:44.187315] [INFO ] [sig       ] [12/2077] Forecasting ACI...
[2025-09-24T22:21:44.187357] [INFO ] [sig       ] Generating forecast for: ACI
[2025-09-24T22:21:44.187391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-09-24T22:21:44.560842] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACI'.
[2025-09-24T22:21:44.561899] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-09-24T22:21:44.585532] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:44.586374] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-09-24T22:21:44.586434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:44.586472] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:44.586505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:44.586570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:44.602101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:44.602646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:44.602723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:44.602759] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:44.700750] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:44.700904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:44.700951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:44.700992] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:44.734123] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-09-24T22:21:44.734457] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-09-24T22:21:44.734684] [INFO ] [sig       ] ACI: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:21:44.883269] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-09-25	0.0
[2025-09-24T22:21:44.883689] [INFO ] [sig       ] [13/2077] Forecasting ACM...
[2025-09-24T22:21:44.883740] [INFO ] [sig       ] Generating forecast for: ACM
[2025-09-24T22:21:44.883777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-09-24T22:21:45.255855] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACM'.
[2025-09-24T22:21:45.256876] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-09-24T22:21:45.279480] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:45.280135] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-09-24T22:21:45.280190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:45.280227] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:45.280258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:45.280323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:45.295755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:45.296265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:45.296341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:45.296376] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:45.372964] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:45.373123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:45.373169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:45.373204] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:45.388451] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-09-24T22:21:45.388722] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-09-24T22:21:45.388947] [INFO ] [sig       ] ACM: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:21:45.537407] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-09-25	1.0
[2025-09-24T22:21:45.537861] [INFO ] [sig       ] [14/2077] Forecasting ACN...
[2025-09-24T22:21:45.537907] [INFO ] [sig       ] Generating forecast for: ACN
[2025-09-24T22:21:45.537943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-09-24T22:21:45.900211] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACN'.
[2025-09-24T22:21:45.901389] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-09-24T22:21:45.924329] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:45.924955] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-09-24T22:21:45.925035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:45.925084] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:45.925129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:45.925207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:45.941218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:45.941899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:45.941975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:45.942019] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:46.020824] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:46.020982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:46.021044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:46.021078] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:46.039519] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-09-24T22:21:46.039976] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-09-24T22:21:46.040275] [INFO ] [sig       ] ACN: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:21:46.187863] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-09-25	0.0
[2025-09-24T22:21:46.188284] [INFO ] [sig       ] [15/2077] Forecasting ACR...
[2025-09-24T22:21:46.188332] [INFO ] [sig       ] Generating forecast for: ACR
[2025-09-24T22:21:46.188369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-09-24T22:21:46.551451] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACR'.
[2025-09-24T22:21:46.552441] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-09-24T22:21:46.575998] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:46.576756] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-09-24T22:21:46.576819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:46.576862] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:46.576899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:46.576996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:46.593263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:46.593734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:46.593805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:46.593841] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:46.660777] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:46.660963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:46.661035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:46.661084] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:46.677444] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-09-24T22:21:46.677731] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-09-24T22:21:46.677944] [INFO ] [sig       ] ACR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:21:46.824191] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-09-25	0.0
[2025-09-24T22:21:46.824576] [INFO ] [sig       ] [16/2077] Forecasting ACRE...
[2025-09-24T22:21:46.824627] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-09-24T22:21:46.824669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-09-24T22:21:47.178367] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACRE'.
[2025-09-24T22:21:47.179414] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-09-24T22:21:47.201592] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:47.202240] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-09-24T22:21:47.202296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:47.202336] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:47.202372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:47.202449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:47.218078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:47.218665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:47.218740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:47.218779] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:47.282172] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:47.282349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:47.284136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:47.284190] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:47.301839] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-09-24T22:21:47.302192] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-09-24T22:21:47.302424] [INFO ] [sig       ] ACRE: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:21:47.450769] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-09-25	0.0
[2025-09-24T22:21:47.451166] [INFO ] [sig       ] [17/2077] Forecasting ACV...
[2025-09-24T22:21:47.451215] [INFO ] [sig       ] Generating forecast for: ACV
[2025-09-24T22:21:47.451252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-09-24T22:21:47.810830] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACV'.
[2025-09-24T22:21:47.811841] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-09-24T22:21:47.834215] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:21:47.834838] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-09-24T22:21:47.834890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:21:47.834926] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:21:47.834956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:21:47.835023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:21:47.850355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:21:47.850808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:21:47.850879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:21:47.850914] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:21:47.909875] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:21:47.910021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:21:47.910086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:21:47.910121] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:21:47.921619] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-09-24T22:21:47.921989] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-09-24T22:21:47.922286] [INFO ] [sig       ] ACV: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:21:48.070051] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-09-25	1.0
[2025-09-24T22:21:48.070592] [INFO ] [sig       ] [18/2077] Forecasting ACVA...
[2025-09-24T22:21:48.070654] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-09-24T22:21:48.070706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-09-24T22:26:53.398506] [INFO ] [sig       ] Generating forecasts for all active symbols (parallel mode)
[2025-09-24T22:26:53.398703] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T22:26:53.399399] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T22:26:53.400480] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T22:26:53.400698] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:26:53.402277] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T22:26:53.402452] [INFO ] [sig       ] Starting parallel forecasting with 24 worker processes for 2077 symbols
[2025-09-24T22:26:53.738445] [FATAL] [sig       ] Exception retrieving result for AA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.738971] [FATAL] [sig       ] Exception retrieving result for AAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.739143] [FATAL] [sig       ] Exception retrieving result for AB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.739214] [FATAL] [sig       ] Exception retrieving result for ABBV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.739273] [FATAL] [sig       ] Exception retrieving result for ABCB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.739344] [FATAL] [sig       ] Exception retrieving result for ABEV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.739402] [FATAL] [sig       ] Exception retrieving result for ABG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.739465] [FATAL] [sig       ] Exception retrieving result for ABM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.741540] [FATAL] [sig       ] Exception retrieving result for ABR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.742005] [FATAL] [sig       ] Exception retrieving result for ACA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746119] [FATAL] [sig       ] Exception retrieving result for ACCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746264] [FATAL] [sig       ] Exception retrieving result for ACI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746365] [FATAL] [sig       ] Exception retrieving result for ACM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746462] [FATAL] [sig       ] Exception retrieving result for ACN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746574] [FATAL] [sig       ] Exception retrieving result for ACR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746685] [FATAL] [sig       ] Exception retrieving result for ACRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746783] [FATAL] [sig       ] Exception retrieving result for ACV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746878] [FATAL] [sig       ] Exception retrieving result for ACVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.746988] [FATAL] [sig       ] Exception retrieving result for ADC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.747088] [FATAL] [sig       ] Exception retrieving result for ADCT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.747183] [FATAL] [sig       ] Exception retrieving result for ADM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.747288] [FATAL] [sig       ] Exception retrieving result for ADX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.747384] [FATAL] [sig       ] Exception retrieving result for AEFC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.749289] [FATAL] [sig       ] Exception retrieving result for AEM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.750357] [FATAL] [sig       ] Exception retrieving result for AEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.753856] [FATAL] [sig       ] Exception retrieving result for AER: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.754909] [FATAL] [sig       ] Exception retrieving result for AES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.755123] [FATAL] [sig       ] Exception retrieving result for AESI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.757693] [FATAL] [sig       ] Exception retrieving result for AFB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.757798] [FATAL] [sig       ] Exception retrieving result for AFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.757877] [FATAL] [sig       ] Exception retrieving result for AFGB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.757949] [FATAL] [sig       ] Exception retrieving result for AFGC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758014] [FATAL] [sig       ] Exception retrieving result for AFGE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758083] [FATAL] [sig       ] Exception retrieving result for AFL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758138] [FATAL] [sig       ] Exception retrieving result for AGCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758195] [FATAL] [sig       ] Exception retrieving result for AGD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758273] [FATAL] [sig       ] Exception retrieving result for AGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758338] [FATAL] [sig       ] Exception retrieving result for AGL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758402] [FATAL] [sig       ] Exception retrieving result for AGM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758494] [FATAL] [sig       ] Exception retrieving result for AGO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758551] [FATAL] [sig       ] Exception retrieving result for AGRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758619] [FATAL] [sig       ] Exception retrieving result for AGX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758678] [FATAL] [sig       ] Exception retrieving result for AHH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758765] [FATAL] [sig       ] Exception retrieving result for AHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758862] [FATAL] [sig       ] Exception retrieving result for AHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.758940] [FATAL] [sig       ] Exception retrieving result for AI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.763470] [FATAL] [sig       ] Exception retrieving result for AIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.764142] [FATAL] [sig       ] Exception retrieving result for AIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772046] [FATAL] [sig       ] Exception retrieving result for AIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772200] [FATAL] [sig       ] Exception retrieving result for AIR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772303] [FATAL] [sig       ] Exception retrieving result for AIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772368] [FATAL] [sig       ] Exception retrieving result for AIV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772434] [FATAL] [sig       ] Exception retrieving result for AIZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772510] [FATAL] [sig       ] Exception retrieving result for AIZN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772589] [FATAL] [sig       ] Exception retrieving result for AL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772655] [FATAL] [sig       ] Exception retrieving result for ALB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772728] [FATAL] [sig       ] Exception retrieving result for ALEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772823] [FATAL] [sig       ] Exception retrieving result for ALG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772883] [FATAL] [sig       ] Exception retrieving result for ALIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.772949] [FATAL] [sig       ] Exception retrieving result for ALL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.773037] [FATAL] [sig       ] Exception retrieving result for ALLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.773104] [FATAL] [sig       ] Exception retrieving result for ALLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.773169] [FATAL] [sig       ] Exception retrieving result for ALSN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.773227] [FATAL] [sig       ] Exception retrieving result for ALTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.773321] [FATAL] [sig       ] Exception retrieving result for ALUR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.773405] [FATAL] [sig       ] Exception retrieving result for ALV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.773489] [FATAL] [sig       ] Exception retrieving result for ALX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.777675] [FATAL] [sig       ] Exception retrieving result for AM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.777801] [FATAL] [sig       ] Exception retrieving result for AMBC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788196] [FATAL] [sig       ] Exception retrieving result for AMBP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788344] [FATAL] [sig       ] Exception retrieving result for AMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788438] [FATAL] [sig       ] Exception retrieving result for AMCR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788535] [FATAL] [sig       ] Exception retrieving result for AME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788610] [FATAL] [sig       ] Exception retrieving result for AMG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788675] [FATAL] [sig       ] Exception retrieving result for AMH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788736] [FATAL] [sig       ] Exception retrieving result for AMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788809] [FATAL] [sig       ] Exception retrieving result for AMP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788885] [FATAL] [sig       ] Exception retrieving result for AMPX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.788976] [FATAL] [sig       ] Exception retrieving result for AMPY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789478] [FATAL] [sig       ] Exception retrieving result for AMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789547] [FATAL] [sig       ] Exception retrieving result for AMRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789638] [FATAL] [sig       ] Exception retrieving result for AMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789710] [FATAL] [sig       ] Exception retrieving result for AMTB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789769] [FATAL] [sig       ] Exception retrieving result for AMTD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789846] [FATAL] [sig       ] Exception retrieving result for AMWL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789912] [FATAL] [sig       ] Exception retrieving result for AMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.789993] [FATAL] [sig       ] Exception retrieving result for AN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.790063] [FATAL] [sig       ] Exception retrieving result for ANET: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.790135] [FATAL] [sig       ] Exception retrieving result for ANF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.790247] [FATAL] [sig       ] Exception retrieving result for ANRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.790320] [FATAL] [sig       ] Exception retrieving result for ANVS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.790386] [FATAL] [sig       ] Exception retrieving result for AOD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.799931] [FATAL] [sig       ] Exception retrieving result for AOMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800079] [FATAL] [sig       ] Exception retrieving result for AON: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800173] [FATAL] [sig       ] Exception retrieving result for AORT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800239] [FATAL] [sig       ] Exception retrieving result for AOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800298] [FATAL] [sig       ] Exception retrieving result for AP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800359] [FATAL] [sig       ] Exception retrieving result for APD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800422] [FATAL] [sig       ] Exception retrieving result for APG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800489] [FATAL] [sig       ] Exception retrieving result for APLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800553] [FATAL] [sig       ] Exception retrieving result for APO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800618] [FATAL] [sig       ] Exception retrieving result for APOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800701] [FATAL] [sig       ] Exception retrieving result for APTV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800765] [FATAL] [sig       ] Exception retrieving result for AQN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800832] [FATAL] [sig       ] Exception retrieving result for AQNB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800885] [FATAL] [sig       ] Exception retrieving result for AR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.800950] [FATAL] [sig       ] Exception retrieving result for ARCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801013] [FATAL] [sig       ] Exception retrieving result for ARDC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801079] [FATAL] [sig       ] Exception retrieving result for ARDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801139] [FATAL] [sig       ] Exception retrieving result for ARE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801191] [FATAL] [sig       ] Exception retrieving result for ARES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801248] [FATAL] [sig       ] Exception retrieving result for ARI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801311] [FATAL] [sig       ] Exception retrieving result for ARIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801366] [FATAL] [sig       ] Exception retrieving result for ARLO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.801428] [FATAL] [sig       ] Exception retrieving result for ARMK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815381] [FATAL] [sig       ] Exception retrieving result for AROC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815562] [FATAL] [sig       ] Exception retrieving result for ARR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815629] [FATAL] [sig       ] Exception retrieving result for ARW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815687] [FATAL] [sig       ] Exception retrieving result for AS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815755] [FATAL] [sig       ] Exception retrieving result for ASA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815817] [FATAL] [sig       ] Exception retrieving result for ASAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815892] [FATAL] [sig       ] Exception retrieving result for ASB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.815955] [FATAL] [sig       ] Exception retrieving result for ASBA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816042] [FATAL] [sig       ] Exception retrieving result for ASC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816111] [FATAL] [sig       ] Exception retrieving result for ASG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816167] [FATAL] [sig       ] Exception retrieving result for ASGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816221] [FATAL] [sig       ] Exception retrieving result for ASH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816280] [FATAL] [sig       ] Exception retrieving result for ASIX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816332] [FATAL] [sig       ] Exception retrieving result for ASPN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816387] [FATAL] [sig       ] Exception retrieving result for ASR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816444] [FATAL] [sig       ] Exception retrieving result for ASX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.816497] [FATAL] [sig       ] Exception retrieving result for ATEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.818118] [FATAL] [sig       ] Exception retrieving result for ATGE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.818209] [FATAL] [sig       ] Exception retrieving result for ATHM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.818292] [FATAL] [sig       ] Exception retrieving result for ATHS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.818364] [FATAL] [sig       ] Exception retrieving result for ATI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.818420] [FATAL] [sig       ] Exception retrieving result for ATKR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.818495] [FATAL] [sig       ] Exception retrieving result for ATMU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.819940] [FATAL] [sig       ] Exception retrieving result for ATO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.820469] [FATAL] [sig       ] Exception retrieving result for ATR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.820888] [FATAL] [sig       ] Exception retrieving result for ATS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.829527] [FATAL] [sig       ] Exception retrieving result for AU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.829699] [FATAL] [sig       ] Exception retrieving result for AUB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.829784] [FATAL] [sig       ] Exception retrieving result for AUNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.829858] [FATAL] [sig       ] Exception retrieving result for AVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.829964] [FATAL] [sig       ] Exception retrieving result for AVAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830040] [FATAL] [sig       ] Exception retrieving result for AVB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830122] [FATAL] [sig       ] Exception retrieving result for AVD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830189] [FATAL] [sig       ] Exception retrieving result for AVK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830285] [FATAL] [sig       ] Exception retrieving result for AVNS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830346] [FATAL] [sig       ] Exception retrieving result for AVTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830405] [FATAL] [sig       ] Exception retrieving result for AVY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830491] [FATAL] [sig       ] Exception retrieving result for AWF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830551] [FATAL] [sig       ] Exception retrieving result for AWI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830641] [FATAL] [sig       ] Exception retrieving result for AWK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830721] [FATAL] [sig       ] Exception retrieving result for AWP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830785] [FATAL] [sig       ] Exception retrieving result for AWR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830862] [FATAL] [sig       ] Exception retrieving result for AX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830921] [FATAL] [sig       ] Exception retrieving result for AXL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.830992] [FATAL] [sig       ] Exception retrieving result for AXS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.831078] [FATAL] [sig       ] Exception retrieving result for AXTA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843050] [FATAL] [sig       ] Exception retrieving result for AYI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843201] [FATAL] [sig       ] Exception retrieving result for AZO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843296] [FATAL] [sig       ] Exception retrieving result for AZZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843362] [FATAL] [sig       ] Exception retrieving result for BA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843422] [FATAL] [sig       ] Exception retrieving result for BABA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843495] [FATAL] [sig       ] Exception retrieving result for BAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843570] [FATAL] [sig       ] Exception retrieving result for BAK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843654] [FATAL] [sig       ] Exception retrieving result for BALL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843743] [FATAL] [sig       ] Exception retrieving result for BAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843799] [FATAL] [sig       ] Exception retrieving result for BANC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843874] [FATAL] [sig       ] Exception retrieving result for BAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.843961] [FATAL] [sig       ] Exception retrieving result for BARK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844032] [FATAL] [sig       ] Exception retrieving result for BAX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844106] [FATAL] [sig       ] Exception retrieving result for BBAI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844192] [FATAL] [sig       ] Exception retrieving result for BBAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844250] [FATAL] [sig       ] Exception retrieving result for BBD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844317] [FATAL] [sig       ] Exception retrieving result for BBDO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844376] [FATAL] [sig       ] Exception retrieving result for BBN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844435] [FATAL] [sig       ] Exception retrieving result for BBU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844505] [FATAL] [sig       ] Exception retrieving result for BBUC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844583] [FATAL] [sig       ] Exception retrieving result for BBVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844651] [FATAL] [sig       ] Exception retrieving result for BBW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.844713] [FATAL] [sig       ] Exception retrieving result for BBWI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.857938] [FATAL] [sig       ] Exception retrieving result for BBY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858142] [FATAL] [sig       ] Exception retrieving result for BC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858213] [FATAL] [sig       ] Exception retrieving result for BCAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858282] [FATAL] [sig       ] Exception retrieving result for BCC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858349] [FATAL] [sig       ] Exception retrieving result for BCE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858412] [FATAL] [sig       ] Exception retrieving result for BCH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858476] [FATAL] [sig       ] Exception retrieving result for BCSF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858559] [FATAL] [sig       ] Exception retrieving result for BCX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858622] [FATAL] [sig       ] Exception retrieving result for BDC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858693] [FATAL] [sig       ] Exception retrieving result for BDJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858756] [FATAL] [sig       ] Exception retrieving result for BDN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858816] [FATAL] [sig       ] Exception retrieving result for BDX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858881] [FATAL] [sig       ] Exception retrieving result for BEKE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.858943] [FATAL] [sig       ] Exception retrieving result for BEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859021] [FATAL] [sig       ] Exception retrieving result for BEP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859082] [FATAL] [sig       ] Exception retrieving result for BEPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859138] [FATAL] [sig       ] Exception retrieving result for BEPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859198] [FATAL] [sig       ] Exception retrieving result for BEPJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859261] [FATAL] [sig       ] Exception retrieving result for BFAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859320] [FATAL] [sig       ] Exception retrieving result for BFH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859381] [FATAL] [sig       ] Exception retrieving result for BFLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859438] [FATAL] [sig       ] Exception retrieving result for BFS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.859496] [FATAL] [sig       ] Exception retrieving result for BFZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.862084] [FATAL] [sig       ] Exception retrieving result for BG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.862180] [FATAL] [sig       ] Exception retrieving result for BGB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.862248] [FATAL] [sig       ] Exception retrieving result for BGH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.862675] [FATAL] [sig       ] Exception retrieving result for BGR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.862921] [FATAL] [sig       ] Exception retrieving result for BGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.863753] [FATAL] [sig       ] Exception retrieving result for BGSF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.864029] [FATAL] [sig       ] Exception retrieving result for BGT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.864541] [FATAL] [sig       ] Exception retrieving result for BGX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.866290] [FATAL] [sig       ] Exception retrieving result for BGY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.866379] [FATAL] [sig       ] Exception retrieving result for BH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.866444] [FATAL] [sig       ] Exception retrieving result for BHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.866512] [FATAL] [sig       ] Exception retrieving result for BHE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.866576] [FATAL] [sig       ] Exception retrieving result for BHK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.866656] [FATAL] [sig       ] Exception retrieving result for BHP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.867176] [FATAL] [sig       ] Exception retrieving result for BHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.867555] [FATAL] [sig       ] Exception retrieving result for BHVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.868223] [FATAL] [sig       ] Exception retrieving result for BILL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.868708] [FATAL] [sig       ] Exception retrieving result for BIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.869191] [FATAL] [sig       ] Exception retrieving result for BIP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.869534] [FATAL] [sig       ] Exception retrieving result for BIPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.870531] [FATAL] [sig       ] Exception retrieving result for BIPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.870621] [FATAL] [sig       ] Exception retrieving result for BIPI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.870685] [FATAL] [sig       ] Exception retrieving result for BIPJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.873630] [FATAL] [sig       ] Exception retrieving result for BIRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.873738] [FATAL] [sig       ] Exception retrieving result for BIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.873806] [FATAL] [sig       ] Exception retrieving result for BK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.873870] [FATAL] [sig       ] Exception retrieving result for BKH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.873942] [FATAL] [sig       ] Exception retrieving result for BKKT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.874017] [FATAL] [sig       ] Exception retrieving result for BKN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.874403] [FATAL] [sig       ] Exception retrieving result for BKSY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.875018] [FATAL] [sig       ] Exception retrieving result for BKT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.875517] [FATAL] [sig       ] Exception retrieving result for BKU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.875903] [FATAL] [sig       ] Exception retrieving result for BKV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.876513] [FATAL] [sig       ] Exception retrieving result for BLCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.876906] [FATAL] [sig       ] Exception retrieving result for BLD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.877294] [FATAL] [sig       ] Exception retrieving result for BLDR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.879149] [FATAL] [sig       ] Exception retrieving result for BLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.879221] [FATAL] [sig       ] Exception retrieving result for BLK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.879286] [FATAL] [sig       ] Exception retrieving result for BLND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.879348] [FATAL] [sig       ] Exception retrieving result for BLW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.879408] [FATAL] [sig       ] Exception retrieving result for BLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.879469] [FATAL] [sig       ] Exception retrieving result for BMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.879532] [FATAL] [sig       ] Exception retrieving result for BME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.880446] [FATAL] [sig       ] Exception retrieving result for BMEZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.880682] [FATAL] [sig       ] Exception retrieving result for BMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.881117] [FATAL] [sig       ] Exception retrieving result for BMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.883036] [FATAL] [sig       ] Exception retrieving result for BMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.884862] [FATAL] [sig       ] Exception retrieving result for BMY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.884961] [FATAL] [sig       ] Exception retrieving result for BN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.885035] [FATAL] [sig       ] Exception retrieving result for BNED: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.885102] [FATAL] [sig       ] Exception retrieving result for BNH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.885185] [FATAL] [sig       ] Exception retrieving result for BNJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.885250] [FATAL] [sig       ] Exception retrieving result for BNL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.886329] [FATAL] [sig       ] Exception retrieving result for BNS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.886849] [FATAL] [sig       ] Exception retrieving result for BNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.887338] [FATAL] [sig       ] Exception retrieving result for BNY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.889329] [FATAL] [sig       ] Exception retrieving result for BOC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.889421] [FATAL] [sig       ] Exception retrieving result for BOE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.889483] [FATAL] [sig       ] Exception retrieving result for BOH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.889543] [FATAL] [sig       ] Exception retrieving result for BOND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.889603] [FATAL] [sig       ] Exception retrieving result for BOOT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.889659] [FATAL] [sig       ] Exception retrieving result for BORR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.889739] [FATAL] [sig       ] Exception retrieving result for BOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.890067] [FATAL] [sig       ] Exception retrieving result for BOX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.890452] [FATAL] [sig       ] Exception retrieving result for BP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.891062] [FATAL] [sig       ] Exception retrieving result for BR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.891522] [FATAL] [sig       ] Exception retrieving result for BRBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.891997] [FATAL] [sig       ] Exception retrieving result for BRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.892372] [FATAL] [sig       ] Exception retrieving result for BRCC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900060] [FATAL] [sig       ] Exception retrieving result for BRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900249] [FATAL] [sig       ] Exception retrieving result for BRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900332] [FATAL] [sig       ] Exception retrieving result for BRW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900403] [FATAL] [sig       ] Exception retrieving result for BRX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900465] [FATAL] [sig       ] Exception retrieving result for BSAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900530] [FATAL] [sig       ] Exception retrieving result for BSBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900594] [FATAL] [sig       ] Exception retrieving result for BSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900665] [FATAL] [sig       ] Exception retrieving result for BSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900726] [FATAL] [sig       ] Exception retrieving result for BST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900784] [FATAL] [sig       ] Exception retrieving result for BSTZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900841] [FATAL] [sig       ] Exception retrieving result for BSX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900901] [FATAL] [sig       ] Exception retrieving result for BTA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.900966] [FATAL] [sig       ] Exception retrieving result for BTCM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.901175] [FATAL] [sig       ] Exception retrieving result for BTE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.901253] [FATAL] [sig       ] Exception retrieving result for BTI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.903312] [FATAL] [sig       ] Exception retrieving result for BTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.903443] [FATAL] [sig       ] Exception retrieving result for BTU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.903517] [FATAL] [sig       ] Exception retrieving result for BTZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.903579] [FATAL] [sig       ] Exception retrieving result for BUD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.903637] [FATAL] [sig       ] Exception retrieving result for BUI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.903698] [FATAL] [sig       ] Exception retrieving result for BURL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.904512] [FATAL] [sig       ] Exception retrieving result for BUXX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.904605] [FATAL] [sig       ] Exception retrieving result for BV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.908213] [FATAL] [sig       ] Exception retrieving result for BVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.908358] [FATAL] [sig       ] Exception retrieving result for BW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.908432] [FATAL] [sig       ] Exception retrieving result for BWA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.908494] [FATAL] [sig       ] Exception retrieving result for BWG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.909251] [FATAL] [sig       ] Exception retrieving result for BWLP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.917030] [FATAL] [sig       ] Exception retrieving result for BWMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.917221] [FATAL] [sig       ] Exception retrieving result for BWSN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918069] [FATAL] [sig       ] Exception retrieving result for BWXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918158] [FATAL] [sig       ] Exception retrieving result for BX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918226] [FATAL] [sig       ] Exception retrieving result for BXC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918286] [FATAL] [sig       ] Exception retrieving result for BXMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918345] [FATAL] [sig       ] Exception retrieving result for BXMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918408] [FATAL] [sig       ] Exception retrieving result for BXP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918464] [FATAL] [sig       ] Exception retrieving result for BXSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918523] [FATAL] [sig       ] Exception retrieving result for BY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918575] [FATAL] [sig       ] Exception retrieving result for BYD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918629] [FATAL] [sig       ] Exception retrieving result for BYM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918678] [FATAL] [sig       ] Exception retrieving result for BZH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918729] [FATAL] [sig       ] Exception retrieving result for C: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918782] [FATAL] [sig       ] Exception retrieving result for CAAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918857] [FATAL] [sig       ] Exception retrieving result for CABO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918913] [FATAL] [sig       ] Exception retrieving result for CACI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.918975] [FATAL] [sig       ] Exception retrieving result for CADE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.920446] [FATAL] [sig       ] Exception retrieving result for CAE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.920920] [FATAL] [sig       ] Exception retrieving result for CAF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.922482] [FATAL] [sig       ] Exception retrieving result for CAG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.926187] [FATAL] [sig       ] Exception retrieving result for CAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.926731] [FATAL] [sig       ] Exception retrieving result for CALX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.926793] [FATAL] [sig       ] Exception retrieving result for CANG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.926869] [FATAL] [sig       ] Exception retrieving result for CAPL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.926920] [FATAL] [sig       ] Exception retrieving result for CARR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.926974] [FATAL] [sig       ] Exception retrieving result for CARS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927048] [FATAL] [sig       ] Exception retrieving result for CAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927100] [FATAL] [sig       ] Exception retrieving result for CATO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927150] [FATAL] [sig       ] Exception retrieving result for CAVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927198] [FATAL] [sig       ] Exception retrieving result for CB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927249] [FATAL] [sig       ] Exception retrieving result for CBAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927298] [FATAL] [sig       ] Exception retrieving result for CBL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927343] [FATAL] [sig       ] Exception retrieving result for CBNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927398] [FATAL] [sig       ] Exception retrieving result for CBRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927446] [FATAL] [sig       ] Exception retrieving result for CBT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927496] [FATAL] [sig       ] Exception retrieving result for CBU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927547] [FATAL] [sig       ] Exception retrieving result for CBZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927592] [FATAL] [sig       ] Exception retrieving result for CC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927637] [FATAL] [sig       ] Exception retrieving result for CCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.927683] [FATAL] [sig       ] Exception retrieving result for CCIF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.930021] [FATAL] [sig       ] Exception retrieving result for CCJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.932573] [FATAL] [sig       ] Exception retrieving result for CCK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.934676] [FATAL] [sig       ] Exception retrieving result for CCL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.934761] [FATAL] [sig       ] Exception retrieving result for CCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.934837] [FATAL] [sig       ] Exception retrieving result for CCRD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.934898] [FATAL] [sig       ] Exception retrieving result for CCS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.934962] [FATAL] [sig       ] Exception retrieving result for CCU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935032] [FATAL] [sig       ] Exception retrieving result for CDE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935100] [FATAL] [sig       ] Exception retrieving result for CDP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935151] [FATAL] [sig       ] Exception retrieving result for CE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935192] [FATAL] [sig       ] Exception retrieving result for CEE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935242] [FATAL] [sig       ] Exception retrieving result for CEPU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935296] [FATAL] [sig       ] Exception retrieving result for CF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935343] [FATAL] [sig       ] Exception retrieving result for CFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935395] [FATAL] [sig       ] Exception retrieving result for CFR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935462] [FATAL] [sig       ] Exception retrieving result for CGAU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935516] [FATAL] [sig       ] Exception retrieving result for CGV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935572] [FATAL] [sig       ] Exception retrieving result for CHCT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935626] [FATAL] [sig       ] Exception retrieving result for CHD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935679] [FATAL] [sig       ] Exception retrieving result for CHE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935732] [FATAL] [sig       ] Exception retrieving result for CHGG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935784] [FATAL] [sig       ] Exception retrieving result for CHH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.935838] [FATAL] [sig       ] Exception retrieving result for CHMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.940355] [FATAL] [sig       ] Exception retrieving result for CHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.940510] [FATAL] [sig       ] Exception retrieving result for CHPT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.940578] [FATAL] [sig       ] Exception retrieving result for CHWY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.941058] [FATAL] [sig       ] Exception retrieving result for CHN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943151] [FATAL] [sig       ] Exception retrieving result for CI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943233] [FATAL] [sig       ] Exception retrieving result for CIA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943286] [FATAL] [sig       ] Exception retrieving result for CIB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943335] [FATAL] [sig       ] Exception retrieving result for CIEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943387] [FATAL] [sig       ] Exception retrieving result for CIF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943436] [FATAL] [sig       ] Exception retrieving result for CIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943484] [FATAL] [sig       ] Exception retrieving result for CII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943533] [FATAL] [sig       ] Exception retrieving result for CIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.943590] [FATAL] [sig       ] Exception retrieving result for CIMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.944830] [FATAL] [sig       ] Exception retrieving result for CINT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.944966] [FATAL] [sig       ] Exception retrieving result for CIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.945365] [FATAL] [sig       ] Exception retrieving result for CION: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.946323] [FATAL] [sig       ] Exception retrieving result for CIVI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.946930] [FATAL] [sig       ] Exception retrieving result for CLB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.947016] [FATAL] [sig       ] Exception retrieving result for CLCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.947085] [FATAL] [sig       ] Exception retrieving result for CLDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.947143] [FATAL] [sig       ] Exception retrieving result for CLF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.947207] [FATAL] [sig       ] Exception retrieving result for CLPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.947269] [FATAL] [sig       ] Exception retrieving result for CLS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.948420] [FATAL] [sig       ] Exception retrieving result for CLVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.948879] [FATAL] [sig       ] Exception retrieving result for CLW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.950873] [FATAL] [sig       ] Exception retrieving result for CM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.951860] [FATAL] [sig       ] Exception retrieving result for CMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.951942] [FATAL] [sig       ] Exception retrieving result for CMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952242] [FATAL] [sig       ] Exception retrieving result for CMCM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952335] [FATAL] [sig       ] Exception retrieving result for CMG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952613] [FATAL] [sig       ] Exception retrieving result for CMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952691] [FATAL] [sig       ] Exception retrieving result for CMRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952755] [FATAL] [sig       ] Exception retrieving result for CMS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952824] [FATAL] [sig       ] Exception retrieving result for CMSA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952886] [FATAL] [sig       ] Exception retrieving result for CMSC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.952946] [FATAL] [sig       ] Exception retrieving result for CMSD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.953517] [FATAL] [sig       ] Exception retrieving result for CMTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.953603] [FATAL] [sig       ] Exception retrieving result for CMU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.954559] [FATAL] [sig       ] Exception retrieving result for CNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.954831] [FATAL] [sig       ] Exception retrieving result for CNC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.954918] [FATAL] [sig       ] Exception retrieving result for CNF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.955010] [FATAL] [sig       ] Exception retrieving result for CNH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.955093] [FATAL] [sig       ] Exception retrieving result for CNK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.955174] [FATAL] [sig       ] Exception retrieving result for CNMD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.955248] [FATAL] [sig       ] Exception retrieving result for CNNE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.955319] [FATAL] [sig       ] Exception retrieving result for CNO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.956851] [FATAL] [sig       ] Exception retrieving result for CNP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.958471] [FATAL] [sig       ] Exception retrieving result for CNQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.958641] [FATAL] [sig       ] Exception retrieving result for CNX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.958706] [FATAL] [sig       ] Exception retrieving result for CODI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.958768] [FATAL] [sig       ] Exception retrieving result for COF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.959016] [FATAL] [sig       ] Exception retrieving result for COHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.959577] [FATAL] [sig       ] Exception retrieving result for COLD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.963023] [FATAL] [sig       ] Exception retrieving result for COMP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.963558] [FATAL] [sig       ] Exception retrieving result for CON: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.963645] [FATAL] [sig       ] Exception retrieving result for COOK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.963725] [FATAL] [sig       ] Exception retrieving result for COP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.963796] [FATAL] [sig       ] Exception retrieving result for COR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.963873] [FATAL] [sig       ] Exception retrieving result for COTY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.963952] [FATAL] [sig       ] Exception retrieving result for COUR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.964034] [FATAL] [sig       ] Exception retrieving result for CP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.964129] [FATAL] [sig       ] Exception retrieving result for CPA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.964344] [FATAL] [sig       ] Exception retrieving result for CPAY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.964426] [FATAL] [sig       ] Exception retrieving result for CPF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.964499] [FATAL] [sig       ] Exception retrieving result for CPK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.964786] [FATAL] [sig       ] Exception retrieving result for CPNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.964915] [FATAL] [sig       ] Exception retrieving result for CPRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.965044] [FATAL] [sig       ] Exception retrieving result for CPS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.965165] [FATAL] [sig       ] Exception retrieving result for CQP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.967208] [FATAL] [sig       ] Exception retrieving result for CR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.968866] [FATAL] [sig       ] Exception retrieving result for CRBG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.969052] [FATAL] [sig       ] Exception retrieving result for CRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.969130] [FATAL] [sig       ] Exception retrieving result for CRGY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.969195] [FATAL] [sig       ] Exception retrieving result for CRH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.972675] [FATAL] [sig       ] Exception retrieving result for CRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.972996] [FATAL] [sig       ] Exception retrieving result for CRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.975359] [FATAL] [sig       ] Exception retrieving result for CRM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.975467] [FATAL] [sig       ] Exception retrieving result for CRS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.975622] [FATAL] [sig       ] Exception retrieving result for CRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.975754] [FATAL] [sig       ] Exception retrieving result for CSAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.975838] [FATAL] [sig       ] Exception retrieving result for CSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.975965] [FATAL] [sig       ] Exception retrieving result for CSR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976151] [FATAL] [sig       ] Exception retrieving result for CSTM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976235] [FATAL] [sig       ] Exception retrieving result for CSV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976361] [FATAL] [sig       ] Exception retrieving result for CTBB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976503] [FATAL] [sig       ] Exception retrieving result for CTDD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976634] [FATAL] [sig       ] Exception retrieving result for CTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976722] [FATAL] [sig       ] Exception retrieving result for CTOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976851] [FATAL] [sig       ] Exception retrieving result for CTRA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.976995] [FATAL] [sig       ] Exception retrieving result for CTRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.977126] [FATAL] [sig       ] Exception retrieving result for CTRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.978598] [FATAL] [sig       ] Exception retrieving result for CTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.980165] [FATAL] [sig       ] Exception retrieving result for CTVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.980814] [FATAL] [sig       ] Exception retrieving result for CUBE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.981254] [FATAL] [sig       ] Exception retrieving result for CUBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.981578] [FATAL] [sig       ] Exception retrieving result for CUK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.982094] [FATAL] [sig       ] Exception retrieving result for CULP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984281] [FATAL] [sig       ] Exception retrieving result for CURB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984374] [FATAL] [sig       ] Exception retrieving result for CURV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984441] [FATAL] [sig       ] Exception retrieving result for CVE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984506] [FATAL] [sig       ] Exception retrieving result for CVI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984567] [FATAL] [sig       ] Exception retrieving result for CVLG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984626] [FATAL] [sig       ] Exception retrieving result for CVNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984684] [FATAL] [sig       ] Exception retrieving result for CVS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984806] [FATAL] [sig       ] Exception retrieving result for CVX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.984869] [FATAL] [sig       ] Exception retrieving result for CW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.986236] [FATAL] [sig       ] Exception retrieving result for CWAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.987628] [FATAL] [sig       ] Exception retrieving result for CWH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.987723] [FATAL] [sig       ] Exception retrieving result for CWK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.987817] [FATAL] [sig       ] Exception retrieving result for CWT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.987903] [FATAL] [sig       ] Exception retrieving result for CX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.988185] [FATAL] [sig       ] Exception retrieving result for CXE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.988275] [FATAL] [sig       ] Exception retrieving result for CXH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.988435] [FATAL] [sig       ] Exception retrieving result for CXM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.988571] [FATAL] [sig       ] Exception retrieving result for CXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.990670] [FATAL] [sig       ] Exception retrieving result for CXW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.990839] [FATAL] [sig       ] Exception retrieving result for CYD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994108] [FATAL] [sig       ] Exception retrieving result for CYH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994232] [FATAL] [sig       ] Exception retrieving result for D: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994295] [FATAL] [sig       ] Exception retrieving result for DAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994365] [FATAL] [sig       ] Exception retrieving result for DAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994434] [FATAL] [sig       ] Exception retrieving result for DAO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994499] [FATAL] [sig       ] Exception retrieving result for DAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994562] [FATAL] [sig       ] Exception retrieving result for DAVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994622] [FATAL] [sig       ] Exception retrieving result for DAY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994675] [FATAL] [sig       ] Exception retrieving result for DBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994736] [FATAL] [sig       ] Exception retrieving result for DBL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994793] [FATAL] [sig       ] Exception retrieving result for DCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994852] [FATAL] [sig       ] Exception retrieving result for DCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.994909] [FATAL] [sig       ] Exception retrieving result for DD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.995867] [FATAL] [sig       ] Exception retrieving result for DDD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.996107] [FATAL] [sig       ] Exception retrieving result for DDL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.996591] [FATAL] [sig       ] Exception retrieving result for DDS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.997096] [FATAL] [sig       ] Exception retrieving result for DE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.997823] [FATAL] [sig       ] Exception retrieving result for DEA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.998056] [FATAL] [sig       ] Exception retrieving result for DECK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.998539] [FATAL] [sig       ] Exception retrieving result for DELL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:53.998949] [FATAL] [sig       ] Exception retrieving result for DEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.001619] [FATAL] [sig       ] Exception retrieving result for DFH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.003686] [FATAL] [sig       ] Exception retrieving result for DFIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.003789] [FATAL] [sig       ] Exception retrieving result for DFP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.003877] [FATAL] [sig       ] Exception retrieving result for DG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.003956] [FATAL] [sig       ] Exception retrieving result for DGX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.004045] [FATAL] [sig       ] Exception retrieving result for DHF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.004133] [FATAL] [sig       ] Exception retrieving result for DHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.004211] [FATAL] [sig       ] Exception retrieving result for DHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.004291] [FATAL] [sig       ] Exception retrieving result for DIAX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.004373] [FATAL] [sig       ] Exception retrieving result for DIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.004866] [FATAL] [sig       ] Exception retrieving result for DINO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.005430] [FATAL] [sig       ] Exception retrieving result for DIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.005933] [FATAL] [sig       ] Exception retrieving result for DK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.006436] [FATAL] [sig       ] Exception retrieving result for DKS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.006937] [FATAL] [sig       ] Exception retrieving result for DLNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.007439] [FATAL] [sig       ] Exception retrieving result for DLR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.007925] [FATAL] [sig       ] Exception retrieving result for DLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.008419] [FATAL] [sig       ] Exception retrieving result for DLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.008911] [FATAL] [sig       ] Exception retrieving result for DMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.009409] [FATAL] [sig       ] Exception retrieving result for DMB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.010142] [FATAL] [sig       ] Exception retrieving result for DMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.010373] [FATAL] [sig       ] Exception retrieving result for DNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.010787] [FATAL] [sig       ] Exception retrieving result for DNOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.013270] [FATAL] [sig       ] Exception retrieving result for DNP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017127] [FATAL] [sig       ] Exception retrieving result for DOCN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017243] [FATAL] [sig       ] Exception retrieving result for DOCS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017326] [FATAL] [sig       ] Exception retrieving result for DOLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017415] [FATAL] [sig       ] Exception retrieving result for DOUG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017496] [FATAL] [sig       ] Exception retrieving result for DOV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017584] [FATAL] [sig       ] Exception retrieving result for DOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017664] [FATAL] [sig       ] Exception retrieving result for DPG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017749] [FATAL] [sig       ] Exception retrieving result for DRD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017828] [FATAL] [sig       ] Exception retrieving result for DRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.017909] [FATAL] [sig       ] Exception retrieving result for DRLL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.018001] [FATAL] [sig       ] Exception retrieving result for DSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.018561] [FATAL] [sig       ] Exception retrieving result for DSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.018735] [FATAL] [sig       ] Exception retrieving result for DSMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.018866] [FATAL] [sig       ] Exception retrieving result for DSU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.019063] [FATAL] [sig       ] Exception retrieving result for DSX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.022973] [FATAL] [sig       ] Exception retrieving result for DT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.023115] [FATAL] [sig       ] Exception retrieving result for DTB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.023201] [FATAL] [sig       ] Exception retrieving result for DTE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.023284] [FATAL] [sig       ] Exception retrieving result for DTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.023366] [FATAL] [sig       ] Exception retrieving result for DTM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.023462] [FATAL] [sig       ] Exception retrieving result for DTW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.023550] [FATAL] [sig       ] Exception retrieving result for DUK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.028283] [FATAL] [sig       ] Exception retrieving result for DUKB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.028977] [FATAL] [sig       ] Exception retrieving result for DV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033400] [FATAL] [sig       ] Exception retrieving result for DVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033522] [FATAL] [sig       ] Exception retrieving result for DVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033586] [FATAL] [sig       ] Exception retrieving result for DX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033650] [FATAL] [sig       ] Exception retrieving result for DXC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033712] [FATAL] [sig       ] Exception retrieving result for DXYZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033768] [FATAL] [sig       ] Exception retrieving result for DY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033820] [FATAL] [sig       ] Exception retrieving result for E: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033879] [FATAL] [sig       ] Exception retrieving result for EAF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.033939] [FATAL] [sig       ] Exception retrieving result for EAI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034001] [FATAL] [sig       ] Exception retrieving result for EARN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034065] [FATAL] [sig       ] Exception retrieving result for EB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034120] [FATAL] [sig       ] Exception retrieving result for EBF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034173] [FATAL] [sig       ] Exception retrieving result for EBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034223] [FATAL] [sig       ] Exception retrieving result for EBS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034269] [FATAL] [sig       ] Exception retrieving result for EC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034320] [FATAL] [sig       ] Exception retrieving result for ECAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034368] [FATAL] [sig       ] Exception retrieving result for ECC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.034417] [FATAL] [sig       ] Exception retrieving result for ECG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.035046] [FATAL] [sig       ] Exception retrieving result for ECO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.035529] [FATAL] [sig       ] Exception retrieving result for ECVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.035908] [FATAL] [sig       ] Exception retrieving result for ED: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.039847] [FATAL] [sig       ] Exception retrieving result for EDN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.039996] [FATAL] [sig       ] Exception retrieving result for EDF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.040066] [FATAL] [sig       ] Exception retrieving result for EDD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.043404] [FATAL] [sig       ] Exception retrieving result for EDU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.043517] [FATAL] [sig       ] Exception retrieving result for EE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.043587] [FATAL] [sig       ] Exception retrieving result for EEA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.045381] [FATAL] [sig       ] Exception retrieving result for EEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.045455] [FATAL] [sig       ] Exception retrieving result for EFR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.045524] [FATAL] [sig       ] Exception retrieving result for EFX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.045595] [FATAL] [sig       ] Exception retrieving result for EFXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.045661] [FATAL] [sig       ] Exception retrieving result for EG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.045725] [FATAL] [sig       ] Exception retrieving result for EGO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.045796] [FATAL] [sig       ] Exception retrieving result for EGY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046038] [FATAL] [sig       ] Exception retrieving result for EHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046122] [FATAL] [sig       ] Exception retrieving result for EHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046186] [FATAL] [sig       ] Exception retrieving result for EIC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046252] [FATAL] [sig       ] Exception retrieving result for EIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046321] [FATAL] [sig       ] Exception retrieving result for EIX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046392] [FATAL] [sig       ] Exception retrieving result for EL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046478] [FATAL] [sig       ] Exception retrieving result for ELAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046547] [FATAL] [sig       ] Exception retrieving result for ELC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046611] [FATAL] [sig       ] Exception retrieving result for ELF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.046675] [FATAL] [sig       ] Exception retrieving result for ELME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.054027] [FATAL] [sig       ] Exception retrieving result for ELP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056130] [FATAL] [sig       ] Exception retrieving result for ELS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056200] [FATAL] [sig       ] Exception retrieving result for ELV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056253] [FATAL] [sig       ] Exception retrieving result for EMD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056319] [FATAL] [sig       ] Exception retrieving result for EME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056383] [FATAL] [sig       ] Exception retrieving result for EMF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056447] [FATAL] [sig       ] Exception retrieving result for EMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056512] [FATAL] [sig       ] Exception retrieving result for EMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056608] [FATAL] [sig       ] Exception retrieving result for ENB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056681] [FATAL] [sig       ] Exception retrieving result for ENFY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056747] [FATAL] [sig       ] Exception retrieving result for ENO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056810] [FATAL] [sig       ] Exception retrieving result for ENOV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056875] [FATAL] [sig       ] Exception retrieving result for ENR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.056933] [FATAL] [sig       ] Exception retrieving result for ENS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057012] [FATAL] [sig       ] Exception retrieving result for ENVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057079] [FATAL] [sig       ] Exception retrieving result for EOD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057142] [FATAL] [sig       ] Exception retrieving result for EOG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057207] [FATAL] [sig       ] Exception retrieving result for EOI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057273] [FATAL] [sig       ] Exception retrieving result for EOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057342] [FATAL] [sig       ] Exception retrieving result for EPAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057411] [FATAL] [sig       ] Exception retrieving result for EPAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057477] [FATAL] [sig       ] Exception retrieving result for EPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.057540] [FATAL] [sig       ] Exception retrieving result for EPD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.058896] [FATAL] [sig       ] Exception retrieving result for EPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.059391] [FATAL] [sig       ] Exception retrieving result for EPRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.059854] [FATAL] [sig       ] Exception retrieving result for EQH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.060335] [FATAL] [sig       ] Exception retrieving result for EQNR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068305] [FATAL] [sig       ] Exception retrieving result for EQR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068454] [FATAL] [sig       ] Exception retrieving result for EQT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068512] [FATAL] [sig       ] Exception retrieving result for EQV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068565] [FATAL] [sig       ] Exception retrieving result for ERJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068621] [FATAL] [sig       ] Exception retrieving result for ERO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068677] [FATAL] [sig       ] Exception retrieving result for ES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068737] [FATAL] [sig       ] Exception retrieving result for ESAB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068795] [FATAL] [sig       ] Exception retrieving result for ESE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068852] [FATAL] [sig       ] Exception retrieving result for ESI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068910] [FATAL] [sig       ] Exception retrieving result for ESNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.068969] [FATAL] [sig       ] Exception retrieving result for ESRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069038] [FATAL] [sig       ] Exception retrieving result for ESS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069098] [FATAL] [sig       ] Exception retrieving result for ESTC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069161] [FATAL] [sig       ] Exception retrieving result for ETB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069219] [FATAL] [sig       ] Exception retrieving result for ETD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069279] [FATAL] [sig       ] Exception retrieving result for ETG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069337] [FATAL] [sig       ] Exception retrieving result for ETJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069394] [FATAL] [sig       ] Exception retrieving result for ETN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.069555] [FATAL] [sig       ] Exception retrieving result for ETO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082384] [FATAL] [sig       ] Exception retrieving result for ETR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082565] [FATAL] [sig       ] Exception retrieving result for ETV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082633] [FATAL] [sig       ] Exception retrieving result for ETW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082698] [FATAL] [sig       ] Exception retrieving result for ETX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082768] [FATAL] [sig       ] Exception retrieving result for ETY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082827] [FATAL] [sig       ] Exception retrieving result for EVC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082884] [FATAL] [sig       ] Exception retrieving result for EVEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.082943] [FATAL] [sig       ] Exception retrieving result for EVF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084191] [FATAL] [sig       ] Exception retrieving result for EVG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084272] [FATAL] [sig       ] Exception retrieving result for EVH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084349] [FATAL] [sig       ] Exception retrieving result for EVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084405] [FATAL] [sig       ] Exception retrieving result for EVR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084463] [FATAL] [sig       ] Exception retrieving result for EVTC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084516] [FATAL] [sig       ] Exception retrieving result for EVTL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084571] [FATAL] [sig       ] Exception retrieving result for EVTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084632] [FATAL] [sig       ] Exception retrieving result for EW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084695] [FATAL] [sig       ] Exception retrieving result for EXG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084754] [FATAL] [sig       ] Exception retrieving result for EXK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084818] [FATAL] [sig       ] Exception retrieving result for EXP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084887] [FATAL] [sig       ] Exception retrieving result for EXPD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.084951] [FATAL] [sig       ] Exception retrieving result for EXR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.085026] [FATAL] [sig       ] Exception retrieving result for F: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.085095] [FATAL] [sig       ] Exception retrieving result for FAF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.091584] [FATAL] [sig       ] Exception retrieving result for FBIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.091748] [FATAL] [sig       ] Exception retrieving result for FBK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.091812] [FATAL] [sig       ] Exception retrieving result for FBP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.091867] [FATAL] [sig       ] Exception retrieving result for FBRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.091929] [FATAL] [sig       ] Exception retrieving result for FC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092018] [FATAL] [sig       ] Exception retrieving result for FCF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092088] [FATAL] [sig       ] Exception retrieving result for FCN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092147] [FATAL] [sig       ] Exception retrieving result for FCPT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092204] [FATAL] [sig       ] Exception retrieving result for FCT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092263] [FATAL] [sig       ] Exception retrieving result for FCX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092322] [FATAL] [sig       ] Exception retrieving result for FDP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092380] [FATAL] [sig       ] Exception retrieving result for FDS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092439] [FATAL] [sig       ] Exception retrieving result for FDX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092498] [FATAL] [sig       ] Exception retrieving result for FE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092555] [FATAL] [sig       ] Exception retrieving result for FERG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092610] [FATAL] [sig       ] Exception retrieving result for FET: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092668] [FATAL] [sig       ] Exception retrieving result for FF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092725] [FATAL] [sig       ] Exception retrieving result for FFA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092785] [FATAL] [sig       ] Exception retrieving result for FFC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092850] [FATAL] [sig       ] Exception retrieving result for FFWM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092912] [FATAL] [sig       ] Exception retrieving result for FG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.092969] [FATAL] [sig       ] Exception retrieving result for FGN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.093039] [FATAL] [sig       ] Exception retrieving result for FHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.099758] [FATAL] [sig       ] Exception retrieving result for FHN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.103922] [FATAL] [sig       ] Exception retrieving result for FI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.105795] [FATAL] [sig       ] Exception retrieving result for FICO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106028] [FATAL] [sig       ] Exception retrieving result for FIGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106106] [FATAL] [sig       ] Exception retrieving result for FIHL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106171] [FATAL] [sig       ] Exception retrieving result for FINS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106237] [FATAL] [sig       ] Exception retrieving result for FINV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106309] [FATAL] [sig       ] Exception retrieving result for FIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106367] [FATAL] [sig       ] Exception retrieving result for FIX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106431] [FATAL] [sig       ] Exception retrieving result for FLC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106487] [FATAL] [sig       ] Exception retrieving result for FLG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106542] [FATAL] [sig       ] Exception retrieving result for FLNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106596] [FATAL] [sig       ] Exception retrieving result for FLO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106649] [FATAL] [sig       ] Exception retrieving result for FLR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106704] [FATAL] [sig       ] Exception retrieving result for FLS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106766] [FATAL] [sig       ] Exception retrieving result for FLUT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106817] [FATAL] [sig       ] Exception retrieving result for FLXR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106869] [FATAL] [sig       ] Exception retrieving result for FMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106921] [FATAL] [sig       ] Exception retrieving result for FMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.106983] [FATAL] [sig       ] Exception retrieving result for FMS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.107058] [FATAL] [sig       ] Exception retrieving result for FMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.107110] [FATAL] [sig       ] Exception retrieving result for FMY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.107163] [FATAL] [sig       ] Exception retrieving result for FN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.109112] [FATAL] [sig       ] Exception retrieving result for FNB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.111901] [FATAL] [sig       ] Exception retrieving result for FND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112084] [FATAL] [sig       ] Exception retrieving result for FNF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112168] [FATAL] [sig       ] Exception retrieving result for FNV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112260] [FATAL] [sig       ] Exception retrieving result for FOA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112344] [FATAL] [sig       ] Exception retrieving result for FOF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112429] [FATAL] [sig       ] Exception retrieving result for FOR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112510] [FATAL] [sig       ] Exception retrieving result for FOUR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112609] [FATAL] [sig       ] Exception retrieving result for FPF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112693] [FATAL] [sig       ] Exception retrieving result for FPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112779] [FATAL] [sig       ] Exception retrieving result for FPI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112859] [FATAL] [sig       ] Exception retrieving result for FR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.112948] [FATAL] [sig       ] Exception retrieving result for FRA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.116284] [FATAL] [sig       ] Exception retrieving result for FRGE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.116708] [FATAL] [sig       ] Exception retrieving result for FRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.116779] [FATAL] [sig       ] Exception retrieving result for FRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.116845] [FATAL] [sig       ] Exception retrieving result for FSCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.116910] [FATAL] [sig       ] Exception retrieving result for FSK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.116973] [FATAL] [sig       ] Exception retrieving result for FSLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.117043] [FATAL] [sig       ] Exception retrieving result for FSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.117108] [FATAL] [sig       ] Exception retrieving result for FSS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.117172] [FATAL] [sig       ] Exception retrieving result for FT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.117236] [FATAL] [sig       ] Exception retrieving result for FTHY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.122449] [FATAL] [sig       ] Exception retrieving result for FTI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.122607] [FATAL] [sig       ] Exception retrieving result for FTK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.122686] [FATAL] [sig       ] Exception retrieving result for FTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.123149] [FATAL] [sig       ] Exception retrieving result for FTV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.123361] [FATAL] [sig       ] Exception retrieving result for FTWO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.123795] [FATAL] [sig       ] Exception retrieving result for FUBO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.124268] [FATAL] [sig       ] Exception retrieving result for FUL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.125017] [FATAL] [sig       ] Exception retrieving result for FUN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.125240] [FATAL] [sig       ] Exception retrieving result for FVR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.125964] [FATAL] [sig       ] Exception retrieving result for FVRR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.126177] [FATAL] [sig       ] Exception retrieving result for FXED: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.126614] [FATAL] [sig       ] Exception retrieving result for G: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.127320] [FATAL] [sig       ] Exception retrieving result for GAB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.127542] [FATAL] [sig       ] Exception retrieving result for GAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.128027] [FATAL] [sig       ] Exception retrieving result for GAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.128697] [FATAL] [sig       ] Exception retrieving result for GATX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.128916] [FATAL] [sig       ] Exception retrieving result for GBAB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.129409] [FATAL] [sig       ] Exception retrieving result for GBCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.130553] [FATAL] [sig       ] Exception retrieving result for GBTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.130652] [FATAL] [sig       ] Exception retrieving result for GBX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.130725] [FATAL] [sig       ] Exception retrieving result for GCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.130789] [FATAL] [sig       ] Exception retrieving result for GCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.130852] [FATAL] [sig       ] Exception retrieving result for GCTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.132427] [FATAL] [sig       ] Exception retrieving result for GCV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.132666] [FATAL] [sig       ] Exception retrieving result for GD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.133354] [FATAL] [sig       ] Exception retrieving result for GDDY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.133579] [FATAL] [sig       ] Exception retrieving result for GDIV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137399] [FATAL] [sig       ] Exception retrieving result for GDL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137525] [FATAL] [sig       ] Exception retrieving result for GDO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137591] [FATAL] [sig       ] Exception retrieving result for GDOT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137657] [FATAL] [sig       ] Exception retrieving result for GDV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137723] [FATAL] [sig       ] Exception retrieving result for GE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137785] [FATAL] [sig       ] Exception retrieving result for GEF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137846] [FATAL] [sig       ] Exception retrieving result for GEL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137921] [FATAL] [sig       ] Exception retrieving result for GENI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.137998] [FATAL] [sig       ] Exception retrieving result for GEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138069] [FATAL] [sig       ] Exception retrieving result for GES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138133] [FATAL] [sig       ] Exception retrieving result for GETY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138193] [FATAL] [sig       ] Exception retrieving result for GEV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138254] [FATAL] [sig       ] Exception retrieving result for GF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138314] [FATAL] [sig       ] Exception retrieving result for GFF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138373] [FATAL] [sig       ] Exception retrieving result for GFI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138435] [FATAL] [sig       ] Exception retrieving result for GFL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.138776] [FATAL] [sig       ] Exception retrieving result for GGB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.139279] [FATAL] [sig       ] Exception retrieving result for GGG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.139665] [FATAL] [sig       ] Exception retrieving result for GGT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.140892] [FATAL] [sig       ] Exception retrieving result for GGZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.141515] [FATAL] [sig       ] Exception retrieving result for GHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.141996] [FATAL] [sig       ] Exception retrieving result for GHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.142464] [FATAL] [sig       ] Exception retrieving result for GHLD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.142950] [FATAL] [sig       ] Exception retrieving result for GHM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.143442] [FATAL] [sig       ] Exception retrieving result for GHY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.143939] [FATAL] [sig       ] Exception retrieving result for GIB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.144440] [FATAL] [sig       ] Exception retrieving result for GIC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.144826] [FATAL] [sig       ] Exception retrieving result for GIL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.145430] [FATAL] [sig       ] Exception retrieving result for GIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.145924] [FATAL] [sig       ] Exception retrieving result for GKOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.146391] [FATAL] [sig       ] Exception retrieving result for GL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.146763] [FATAL] [sig       ] Exception retrieving result for GLOB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.147381] [FATAL] [sig       ] Exception retrieving result for GLP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149412] [FATAL] [sig       ] Exception retrieving result for GLW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149507] [FATAL] [sig       ] Exception retrieving result for GM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149566] [FATAL] [sig       ] Exception retrieving result for GME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149622] [FATAL] [sig       ] Exception retrieving result for GMED: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149675] [FATAL] [sig       ] Exception retrieving result for GMRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149729] [FATAL] [sig       ] Exception retrieving result for GNE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149786] [FATAL] [sig       ] Exception retrieving result for GNK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149846] [FATAL] [sig       ] Exception retrieving result for GNL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.149917] [FATAL] [sig       ] Exception retrieving result for GNRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.151347] [FATAL] [sig       ] Exception retrieving result for GNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.151815] [FATAL] [sig       ] Exception retrieving result for GNTY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.152498] [FATAL] [sig       ] Exception retrieving result for GNW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.152714] [FATAL] [sig       ] Exception retrieving result for GOF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.153442] [FATAL] [sig       ] Exception retrieving result for GOLF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.155072] [FATAL] [sig       ] Exception retrieving result for GOOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.155170] [FATAL] [sig       ] Exception retrieving result for GOTU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.155241] [FATAL] [sig       ] Exception retrieving result for GPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.155311] [FATAL] [sig       ] Exception retrieving result for GPJA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.155374] [FATAL] [sig       ] Exception retrieving result for GPK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.157331] [FATAL] [sig       ] Exception retrieving result for GPMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.157449] [FATAL] [sig       ] Exception retrieving result for GPN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.157514] [FATAL] [sig       ] Exception retrieving result for GPOR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.157584] [FATAL] [sig       ] Exception retrieving result for GPRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.157648] [FATAL] [sig       ] Exception retrieving result for GRBK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.157708] [FATAL] [sig       ] Exception retrieving result for GRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.158346] [FATAL] [sig       ] Exception retrieving result for GRDN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.158815] [FATAL] [sig       ] Exception retrieving result for GRMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.159328] [FATAL] [sig       ] Exception retrieving result for GRND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.159822] [FATAL] [sig       ] Exception retrieving result for GRNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.160534] [FATAL] [sig       ] Exception retrieving result for GROV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.160759] [FATAL] [sig       ] Exception retrieving result for GRX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.161164] [FATAL] [sig       ] Exception retrieving result for GS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166154] [FATAL] [sig       ] Exception retrieving result for GSBD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166315] [FATAL] [sig       ] Exception retrieving result for GSK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166381] [FATAL] [sig       ] Exception retrieving result for GSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166446] [FATAL] [sig       ] Exception retrieving result for GTES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166512] [FATAL] [sig       ] Exception retrieving result for GTLS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166577] [FATAL] [sig       ] Exception retrieving result for GTN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166642] [FATAL] [sig       ] Exception retrieving result for GTY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166703] [FATAL] [sig       ] Exception retrieving result for GUG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166763] [FATAL] [sig       ] Exception retrieving result for GUT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166825] [FATAL] [sig       ] Exception retrieving result for GVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166888] [FATAL] [sig       ] Exception retrieving result for GWH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.166951] [FATAL] [sig       ] Exception retrieving result for GWRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.167023] [FATAL] [sig       ] Exception retrieving result for GWW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.167089] [FATAL] [sig       ] Exception retrieving result for GXO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.167151] [FATAL] [sig       ] Exception retrieving result for GYLD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.167225] [FATAL] [sig       ] Exception retrieving result for H: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.167290] [FATAL] [sig       ] Exception retrieving result for HAE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.168155] [FATAL] [sig       ] Exception retrieving result for HAFN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.168373] [FATAL] [sig       ] Exception retrieving result for HAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.168826] [FATAL] [sig       ] Exception retrieving result for HASI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.169500] [FATAL] [sig       ] Exception retrieving result for HBB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.169710] [FATAL] [sig       ] Exception retrieving result for HBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.170088] [FATAL] [sig       ] Exception retrieving result for HBM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.173482] [FATAL] [sig       ] Exception retrieving result for HCA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.173601] [FATAL] [sig       ] Exception retrieving result for HCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.173672] [FATAL] [sig       ] Exception retrieving result for HCC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176074] [FATAL] [sig       ] Exception retrieving result for HD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176166] [FATAL] [sig       ] Exception retrieving result for HDB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176224] [FATAL] [sig       ] Exception retrieving result for HE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176274] [FATAL] [sig       ] Exception retrieving result for HEI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176332] [FATAL] [sig       ] Exception retrieving result for HEQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176401] [FATAL] [sig       ] Exception retrieving result for HESM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176471] [FATAL] [sig       ] Exception retrieving result for HFRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176538] [FATAL] [sig       ] Exception retrieving result for HGER: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176608] [FATAL] [sig       ] Exception retrieving result for HGLB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176678] [FATAL] [sig       ] Exception retrieving result for HGV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.176749] [FATAL] [sig       ] Exception retrieving result for HHH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.177702] [FATAL] [sig       ] Exception retrieving result for HI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.178394] [FATAL] [sig       ] Exception retrieving result for HIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.178628] [FATAL] [sig       ] Exception retrieving result for HII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.179340] [FATAL] [sig       ] Exception retrieving result for HIMS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.179548] [FATAL] [sig       ] Exception retrieving result for HIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.180019] [FATAL] [sig       ] Exception retrieving result for HIPO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.180729] [FATAL] [sig       ] Exception retrieving result for HIW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.180949] [FATAL] [sig       ] Exception retrieving result for HIX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.181326] [FATAL] [sig       ] Exception retrieving result for HKD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.183235] [FATAL] [sig       ] Exception retrieving result for HLIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.183331] [FATAL] [sig       ] Exception retrieving result for HL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.183407] [FATAL] [sig       ] Exception retrieving result for HLF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.183478] [FATAL] [sig       ] Exception retrieving result for HLI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.184698] [FATAL] [sig       ] Exception retrieving result for HLLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.184922] [FATAL] [sig       ] Exception retrieving result for HLN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.185729] [FATAL] [sig       ] Exception retrieving result for HLT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.185944] [FATAL] [sig       ] Exception retrieving result for HLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188326] [FATAL] [sig       ] Exception retrieving result for HMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188427] [FATAL] [sig       ] Exception retrieving result for HMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188500] [FATAL] [sig       ] Exception retrieving result for HMY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188567] [FATAL] [sig       ] Exception retrieving result for HNI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188634] [FATAL] [sig       ] Exception retrieving result for HOG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188696] [FATAL] [sig       ] Exception retrieving result for HOMB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188756] [FATAL] [sig       ] Exception retrieving result for HOUS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188810] [FATAL] [sig       ] Exception retrieving result for HOV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.188861] [FATAL] [sig       ] Exception retrieving result for HP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.189188] [FATAL] [sig       ] Exception retrieving result for HPE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.189568] [FATAL] [sig       ] Exception retrieving result for HPF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.190167] [FATAL] [sig       ] Exception retrieving result for HPI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.190622] [FATAL] [sig       ] Exception retrieving result for HPP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.191121] [FATAL] [sig       ] Exception retrieving result for HPQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.191525] [FATAL] [sig       ] Exception retrieving result for HPS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.192893] [FATAL] [sig       ] Exception retrieving result for HQH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.193379] [FATAL] [sig       ] Exception retrieving result for HQL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.193740] [FATAL] [sig       ] Exception retrieving result for HR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.194115] [FATAL] [sig       ] Exception retrieving result for HRB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.194957] [FATAL] [sig       ] Exception retrieving result for HRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.195169] [FATAL] [sig       ] Exception retrieving result for HRL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.195884] [FATAL] [sig       ] Exception retrieving result for HRTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.196125] [FATAL] [sig       ] Exception retrieving result for HSBC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.197571] [FATAL] [sig       ] Exception retrieving result for HSHP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.197664] [FATAL] [sig       ] Exception retrieving result for HSY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.197737] [FATAL] [sig       ] Exception retrieving result for HTD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.197805] [FATAL] [sig       ] Exception retrieving result for HTGC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.197876] [FATAL] [sig       ] Exception retrieving result for HTH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.198310] [FATAL] [sig       ] Exception retrieving result for HUBB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.199060] [FATAL] [sig       ] Exception retrieving result for HUBS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.199546] [FATAL] [sig       ] Exception retrieving result for HUM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.200000] [FATAL] [sig       ] Exception retrieving result for HUN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.200491] [FATAL] [sig       ] Exception retrieving result for HUYA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.200873] [FATAL] [sig       ] Exception retrieving result for HVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.201257] [FATAL] [sig       ] Exception retrieving result for HWM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.202044] [FATAL] [sig       ] Exception retrieving result for HXL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.202122] [FATAL] [sig       ] Exception retrieving result for HY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.202190] [FATAL] [sig       ] Exception retrieving result for HYI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206151] [FATAL] [sig       ] Exception retrieving result for HYT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206283] [FATAL] [sig       ] Exception retrieving result for HYTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206345] [FATAL] [sig       ] Exception retrieving result for HZO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206404] [FATAL] [sig       ] Exception retrieving result for IAE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206464] [FATAL] [sig       ] Exception retrieving result for IAG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206523] [FATAL] [sig       ] Exception retrieving result for IBM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206583] [FATAL] [sig       ] Exception retrieving result for IBN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206641] [FATAL] [sig       ] Exception retrieving result for IBP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206702] [FATAL] [sig       ] Exception retrieving result for IBTA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206759] [FATAL] [sig       ] Exception retrieving result for ICE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206819] [FATAL] [sig       ] Exception retrieving result for ICL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206880] [FATAL] [sig       ] Exception retrieving result for IDA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.206945] [FATAL] [sig       ] Exception retrieving result for IDE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.207708] [FATAL] [sig       ] Exception retrieving result for IDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.207917] [FATAL] [sig       ] Exception retrieving result for IEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.208402] [FATAL] [sig       ] Exception retrieving result for IFF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.209119] [FATAL] [sig       ] Exception retrieving result for IFN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.209347] [FATAL] [sig       ] Exception retrieving result for IFS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.209821] [FATAL] [sig       ] Exception retrieving result for IGA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.210555] [FATAL] [sig       ] Exception retrieving result for IGD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.210788] [FATAL] [sig       ] Exception retrieving result for IGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.211281] [FATAL] [sig       ] Exception retrieving result for IGR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.211666] [FATAL] [sig       ] Exception retrieving result for IH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215328] [FATAL] [sig       ] Exception retrieving result for IIIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215465] [FATAL] [sig       ] Exception retrieving result for IHG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215533] [FATAL] [sig       ] Exception retrieving result for IMAX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215601] [FATAL] [sig       ] Exception retrieving result for IHD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215669] [FATAL] [sig       ] Exception retrieving result for IIF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215734] [FATAL] [sig       ] Exception retrieving result for IHS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215800] [FATAL] [sig       ] Exception retrieving result for IIPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215864] [FATAL] [sig       ] Exception retrieving result for IIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.215932] [FATAL] [sig       ] Exception retrieving result for INFA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.217171] [FATAL] [sig       ] Exception retrieving result for INFY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.217397] [FATAL] [sig       ] Exception retrieving result for ING: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.217883] [FATAL] [sig       ] Exception retrieving result for INGM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.218599] [FATAL] [sig       ] Exception retrieving result for INGR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.218808] [FATAL] [sig       ] Exception retrieving result for INN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.219289] [FATAL] [sig       ] Exception retrieving result for INSP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221152] [FATAL] [sig       ] Exception retrieving result for INSW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221241] [FATAL] [sig       ] Exception retrieving result for INVH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221312] [FATAL] [sig       ] Exception retrieving result for INVX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221379] [FATAL] [sig       ] Exception retrieving result for IOT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221449] [FATAL] [sig       ] Exception retrieving result for IP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221517] [FATAL] [sig       ] Exception retrieving result for IPG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221581] [FATAL] [sig       ] Exception retrieving result for IPI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.221672] [FATAL] [sig       ] Exception retrieving result for IQI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.223347] [FATAL] [sig       ] Exception retrieving result for IQV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.223576] [FATAL] [sig       ] Exception retrieving result for IR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.224052] [FATAL] [sig       ] Exception retrieving result for IRM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.224762] [FATAL] [sig       ] Exception retrieving result for IRS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.225000] [FATAL] [sig       ] Exception retrieving result for IRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.225462] [FATAL] [sig       ] Exception retrieving result for ISD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229198] [FATAL] [sig       ] Exception retrieving result for IT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229344] [FATAL] [sig       ] Exception retrieving result for ITGR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229421] [FATAL] [sig       ] Exception retrieving result for ITUB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229491] [FATAL] [sig       ] Exception retrieving result for ITW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229561] [FATAL] [sig       ] Exception retrieving result for IVR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229632] [FATAL] [sig       ] Exception retrieving result for IVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229701] [FATAL] [sig       ] Exception retrieving result for IVZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229773] [FATAL] [sig       ] Exception retrieving result for IX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229842] [FATAL] [sig       ] Exception retrieving result for J: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229910] [FATAL] [sig       ] Exception retrieving result for JBGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.229982] [FATAL] [sig       ] Exception retrieving result for JBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.230064] [FATAL] [sig       ] Exception retrieving result for JBL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.230129] [FATAL] [sig       ] Exception retrieving result for JBND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.230196] [FATAL] [sig       ] Exception retrieving result for JCE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.230266] [FATAL] [sig       ] Exception retrieving result for JCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.230331] [FATAL] [sig       ] Exception retrieving result for JEF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.230396] [FATAL] [sig       ] Exception retrieving result for JEQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.231664] [FATAL] [sig       ] Exception retrieving result for JFR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.232083] [FATAL] [sig       ] Exception retrieving result for JGH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.232517] [FATAL] [sig       ] Exception retrieving result for JHG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.232975] [FATAL] [sig       ] Exception retrieving result for JHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.233501] [FATAL] [sig       ] Exception retrieving result for JHS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.233827] [FATAL] [sig       ] Exception retrieving result for JHX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.234550] [FATAL] [sig       ] Exception retrieving result for JILL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.234765] [FATAL] [sig       ] Exception retrieving result for JKS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.236274] [FATAL] [sig       ] Exception retrieving result for JLL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.236375] [FATAL] [sig       ] Exception retrieving result for JLS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.236446] [FATAL] [sig       ] Exception retrieving result for JMIA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.236520] [FATAL] [sig       ] Exception retrieving result for JNJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.236586] [FATAL] [sig       ] Exception retrieving result for JOBY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.236905] [FATAL] [sig       ] Exception retrieving result for JOE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.237278] [FATAL] [sig       ] Exception retrieving result for JOF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.237805] [FATAL] [sig       ] Exception retrieving result for JPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.238222] [FATAL] [sig       ] Exception retrieving result for JPM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.238646] [FATAL] [sig       ] Exception retrieving result for JQC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.238927] [FATAL] [sig       ] Exception retrieving result for JRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.239695] [FATAL] [sig       ] Exception retrieving result for JRS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.239901] [FATAL] [sig       ] Exception retrieving result for JXN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.239962] [FATAL] [sig       ] Exception retrieving result for K: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.240022] [FATAL] [sig       ] Exception retrieving result for KAI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.245130] [FATAL] [sig       ] Exception retrieving result for KAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246393] [FATAL] [sig       ] Exception retrieving result for KB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246466] [FATAL] [sig       ] Exception retrieving result for KBDC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246515] [FATAL] [sig       ] Exception retrieving result for KBH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246559] [FATAL] [sig       ] Exception retrieving result for KBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246602] [FATAL] [sig       ] Exception retrieving result for KD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246645] [FATAL] [sig       ] Exception retrieving result for KEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246686] [FATAL] [sig       ] Exception retrieving result for KEP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246727] [FATAL] [sig       ] Exception retrieving result for KEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246769] [FATAL] [sig       ] Exception retrieving result for KEYS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246810] [FATAL] [sig       ] Exception retrieving result for KF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246851] [FATAL] [sig       ] Exception retrieving result for KFRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246891] [FATAL] [sig       ] Exception retrieving result for KFS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246932] [FATAL] [sig       ] Exception retrieving result for KFY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.246973] [FATAL] [sig       ] Exception retrieving result for KGC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247029] [FATAL] [sig       ] Exception retrieving result for KGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247079] [FATAL] [sig       ] Exception retrieving result for KIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247143] [FATAL] [sig       ] Exception retrieving result for KIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247198] [FATAL] [sig       ] Exception retrieving result for KKR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247253] [FATAL] [sig       ] Exception retrieving result for KKRS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247311] [FATAL] [sig       ] Exception retrieving result for KLC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247364] [FATAL] [sig       ] Exception retrieving result for KLG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.247420] [FATAL] [sig       ] Exception retrieving result for KMPB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.249072] [FATAL] [sig       ] Exception retrieving result for KMPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.249288] [FATAL] [sig       ] Exception retrieving result for KMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252318] [FATAL] [sig       ] Exception retrieving result for KMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252429] [FATAL] [sig       ] Exception retrieving result for KN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252495] [FATAL] [sig       ] Exception retrieving result for KNF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252557] [FATAL] [sig       ] Exception retrieving result for KNOP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252622] [FATAL] [sig       ] Exception retrieving result for KNSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252682] [FATAL] [sig       ] Exception retrieving result for KNTK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252741] [FATAL] [sig       ] Exception retrieving result for KNX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252802] [FATAL] [sig       ] Exception retrieving result for KODK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252866] [FATAL] [sig       ] Exception retrieving result for KOF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252923] [FATAL] [sig       ] Exception retrieving result for KOP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.252980] [FATAL] [sig       ] Exception retrieving result for KORE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.253063] [FATAL] [sig       ] Exception retrieving result for KOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.253383] [FATAL] [sig       ] Exception retrieving result for KR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.253844] [FATAL] [sig       ] Exception retrieving result for KRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.254189] [FATAL] [sig       ] Exception retrieving result for KREF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.254741] [FATAL] [sig       ] Exception retrieving result for KRG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.255183] [FATAL] [sig       ] Exception retrieving result for KRP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.255624] [FATAL] [sig       ] Exception retrieving result for KSS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.256078] [FATAL] [sig       ] Exception retrieving result for KT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.256529] [FATAL] [sig       ] Exception retrieving result for KTB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.256896] [FATAL] [sig       ] Exception retrieving result for KTF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261407] [FATAL] [sig       ] Exception retrieving result for KVYO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261542] [FATAL] [sig       ] Exception retrieving result for KW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261616] [FATAL] [sig       ] Exception retrieving result for KWR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261687] [FATAL] [sig       ] Exception retrieving result for KYN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261762] [FATAL] [sig       ] Exception retrieving result for L: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261830] [FATAL] [sig       ] Exception retrieving result for LAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261898] [FATAL] [sig       ] Exception retrieving result for LAD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.261968] [FATAL] [sig       ] Exception retrieving result for LADR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.262046] [FATAL] [sig       ] Exception retrieving result for LANV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.262117] [FATAL] [sig       ] Exception retrieving result for LAW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.262179] [FATAL] [sig       ] Exception retrieving result for LAZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.262249] [FATAL] [sig       ] Exception retrieving result for LB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.262315] [FATAL] [sig       ] Exception retrieving result for LBRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.262379] [FATAL] [sig       ] Exception retrieving result for LC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.262881] [FATAL] [sig       ] Exception retrieving result for LCII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.263288] [FATAL] [sig       ] Exception retrieving result for LDI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.263920] [FATAL] [sig       ] Exception retrieving result for LDOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.264445] [FATAL] [sig       ] Exception retrieving result for LDP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.264960] [FATAL] [sig       ] Exception retrieving result for LEA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.265478] [FATAL] [sig       ] Exception retrieving result for LEG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.265990] [FATAL] [sig       ] Exception retrieving result for LEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.266492] [FATAL] [sig       ] Exception retrieving result for LEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.266792] [FATAL] [sig       ] Exception retrieving result for LEVI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.268311] [FATAL] [sig       ] Exception retrieving result for LFT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.268818] [FATAL] [sig       ] Exception retrieving result for LGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.269346] [FATAL] [sig       ] Exception retrieving result for LH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.269863] [FATAL] [sig       ] Exception retrieving result for LHX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.270360] [FATAL] [sig       ] Exception retrieving result for LII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.270924] [FATAL] [sig       ] Exception retrieving result for LION: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.271609] [FATAL] [sig       ] Exception retrieving result for LITB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.272691] [FATAL] [sig       ] Exception retrieving result for LLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.277697] [FATAL] [sig       ] Exception retrieving result for LMND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.277810] [FATAL] [sig       ] Exception retrieving result for LMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.277894] [FATAL] [sig       ] Exception retrieving result for LNC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.277975] [FATAL] [sig       ] Exception retrieving result for LND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278072] [FATAL] [sig       ] Exception retrieving result for LNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278157] [FATAL] [sig       ] Exception retrieving result for LNN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278239] [FATAL] [sig       ] Exception retrieving result for LOAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278316] [FATAL] [sig       ] Exception retrieving result for LOB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278398] [FATAL] [sig       ] Exception retrieving result for LOCL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278478] [FATAL] [sig       ] Exception retrieving result for LOMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278557] [FATAL] [sig       ] Exception retrieving result for LOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278638] [FATAL] [sig       ] Exception retrieving result for LPG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278715] [FATAL] [sig       ] Exception retrieving result for LPL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278821] [FATAL] [sig       ] Exception retrieving result for LPX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.278905] [FATAL] [sig       ] Exception retrieving result for LRN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.280599] [FATAL] [sig       ] Exception retrieving result for LSPD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.281168] [FATAL] [sig       ] Exception retrieving result for LTC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.281688] [FATAL] [sig       ] Exception retrieving result for LTH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.282200] [FATAL] [sig       ] Exception retrieving result for LTM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.282961] [FATAL] [sig       ] Exception retrieving result for LU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.283243] [FATAL] [sig       ] Exception retrieving result for LUMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.283961] [FATAL] [sig       ] Exception retrieving result for LUV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.284835] [FATAL] [sig       ] Exception retrieving result for LVS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.288883] [FATAL] [sig       ] Exception retrieving result for LVWR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289018] [FATAL] [sig       ] Exception retrieving result for LW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289102] [FATAL] [sig       ] Exception retrieving result for LXFR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289167] [FATAL] [sig       ] Exception retrieving result for LXP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289231] [FATAL] [sig       ] Exception retrieving result for LXU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289293] [FATAL] [sig       ] Exception retrieving result for LYB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289355] [FATAL] [sig       ] Exception retrieving result for LYG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289418] [FATAL] [sig       ] Exception retrieving result for LYV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289477] [FATAL] [sig       ] Exception retrieving result for LZB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289532] [FATAL] [sig       ] Exception retrieving result for LZM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289585] [FATAL] [sig       ] Exception retrieving result for M: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289644] [FATAL] [sig       ] Exception retrieving result for MA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289695] [FATAL] [sig       ] Exception retrieving result for MAA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289752] [FATAL] [sig       ] Exception retrieving result for MAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.289809] [FATAL] [sig       ] Exception retrieving result for MAGN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.291552] [FATAL] [sig       ] Exception retrieving result for MAIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.291783] [FATAL] [sig       ] Exception retrieving result for MAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.292483] [FATAL] [sig       ] Exception retrieving result for MANU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.292705] [FATAL] [sig       ] Exception retrieving result for MAS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.293380] [FATAL] [sig       ] Exception retrieving result for MATV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.295653] [FATAL] [sig       ] Exception retrieving result for MATX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297644] [FATAL] [sig       ] Exception retrieving result for MAX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297712] [FATAL] [sig       ] Exception retrieving result for MBC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297765] [FATAL] [sig       ] Exception retrieving result for MBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297811] [FATAL] [sig       ] Exception retrieving result for MC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297856] [FATAL] [sig       ] Exception retrieving result for MCB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297899] [FATAL] [sig       ] Exception retrieving result for MCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297941] [FATAL] [sig       ] Exception retrieving result for MCK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.297998] [FATAL] [sig       ] Exception retrieving result for MCN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298052] [FATAL] [sig       ] Exception retrieving result for MCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298114] [FATAL] [sig       ] Exception retrieving result for MCR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298170] [FATAL] [sig       ] Exception retrieving result for MCS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298213] [FATAL] [sig       ] Exception retrieving result for MCY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298256] [FATAL] [sig       ] Exception retrieving result for MD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298596] [FATAL] [sig       ] Exception retrieving result for MDST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298686] [FATAL] [sig       ] Exception retrieving result for MDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298759] [FATAL] [sig       ] Exception retrieving result for MDU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.298834] [FATAL] [sig       ] Exception retrieving result for MDV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.307389] [FATAL] [sig       ] Exception retrieving result for MEC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.307534] [FATAL] [sig       ] Exception retrieving result for MED: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.307619] [FATAL] [sig       ] Exception retrieving result for MEG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.307706] [FATAL] [sig       ] Exception retrieving result for MEGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.307790] [FATAL] [sig       ] Exception retrieving result for MEI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.307866] [FATAL] [sig       ] Exception retrieving result for MET: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.307941] [FATAL] [sig       ] Exception retrieving result for MFA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308026] [FATAL] [sig       ] Exception retrieving result for MFAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308105] [FATAL] [sig       ] Exception retrieving result for MFAO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308186] [FATAL] [sig       ] Exception retrieving result for MFC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308256] [FATAL] [sig       ] Exception retrieving result for MFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308325] [FATAL] [sig       ] Exception retrieving result for MFM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308394] [FATAL] [sig       ] Exception retrieving result for MG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308462] [FATAL] [sig       ] Exception retrieving result for MGA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308533] [FATAL] [sig       ] Exception retrieving result for MGF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308604] [FATAL] [sig       ] Exception retrieving result for MGM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308677] [FATAL] [sig       ] Exception retrieving result for MGR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308758] [FATAL] [sig       ] Exception retrieving result for MGRB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308839] [FATAL] [sig       ] Exception retrieving result for MGRD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.308919] [FATAL] [sig       ] Exception retrieving result for MGRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.309411] [FATAL] [sig       ] Exception retrieving result for MGY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.309499] [FATAL] [sig       ] Exception retrieving result for MHD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.309580] [FATAL] [sig       ] Exception retrieving result for MHF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.311871] [FATAL] [sig       ] Exception retrieving result for MHK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.312118] [FATAL] [sig       ] Exception retrieving result for MHN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.312624] [FATAL] [sig       ] Exception retrieving result for MHO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.313141] [FATAL] [sig       ] Exception retrieving result for MIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.316327] [FATAL] [sig       ] Exception retrieving result for MIR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.316511] [FATAL] [sig       ] Exception retrieving result for MITP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.316645] [FATAL] [sig       ] Exception retrieving result for MITT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.316781] [FATAL] [sig       ] Exception retrieving result for MIY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.316912] [FATAL] [sig       ] Exception retrieving result for MKC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317003] [FATAL] [sig       ] Exception retrieving result for MKL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317086] [FATAL] [sig       ] Exception retrieving result for MLI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317201] [FATAL] [sig       ] Exception retrieving result for MLM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317280] [FATAL] [sig       ] Exception retrieving result for MLNK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317358] [FATAL] [sig       ] Exception retrieving result for MLP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317438] [FATAL] [sig       ] Exception retrieving result for MLR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317519] [FATAL] [sig       ] Exception retrieving result for MMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.317597] [FATAL] [sig       ] Exception retrieving result for MMD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.318136] [FATAL] [sig       ] Exception retrieving result for MMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.318694] [FATAL] [sig       ] Exception retrieving result for MMM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.319263] [FATAL] [sig       ] Exception retrieving result for MMS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.319712] [FATAL] [sig       ] Exception retrieving result for MMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.320520] [FATAL] [sig       ] Exception retrieving result for MMU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.320668] [FATAL] [sig       ] Exception retrieving result for MNR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329023] [FATAL] [sig       ] Exception retrieving result for MNSO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329180] [FATAL] [sig       ] Exception retrieving result for MOD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329267] [FATAL] [sig       ] Exception retrieving result for MODG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329351] [FATAL] [sig       ] Exception retrieving result for MOH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329432] [FATAL] [sig       ] Exception retrieving result for MOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329510] [FATAL] [sig       ] Exception retrieving result for MOV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329590] [FATAL] [sig       ] Exception retrieving result for MP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329667] [FATAL] [sig       ] Exception retrieving result for MPA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329743] [FATAL] [sig       ] Exception retrieving result for MPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329824] [FATAL] [sig       ] Exception retrieving result for MPLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329905] [FATAL] [sig       ] Exception retrieving result for MPV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.329993] [FATAL] [sig       ] Exception retrieving result for MPW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.330086] [FATAL] [sig       ] Exception retrieving result for MPX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.330164] [FATAL] [sig       ] Exception retrieving result for MQT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.330241] [FATAL] [sig       ] Exception retrieving result for MQY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.330323] [FATAL] [sig       ] Exception retrieving result for MRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.331764] [FATAL] [sig       ] Exception retrieving result for MRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.332292] [FATAL] [sig       ] Exception retrieving result for MS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.332802] [FATAL] [sig       ] Exception retrieving result for MSA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.333340] [FATAL] [sig       ] Exception retrieving result for MSB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.333887] [FATAL] [sig       ] Exception retrieving result for MSCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.334457] [FATAL] [sig       ] Exception retrieving result for MSD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.334981] [FATAL] [sig       ] Exception retrieving result for MSDL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.337935] [FATAL] [sig       ] Exception retrieving result for MSGE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.339979] [FATAL] [sig       ] Exception retrieving result for MSGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340072] [FATAL] [sig       ] Exception retrieving result for MSI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340139] [FATAL] [sig       ] Exception retrieving result for MSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340223] [FATAL] [sig       ] Exception retrieving result for MT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340302] [FATAL] [sig       ] Exception retrieving result for MTAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340378] [FATAL] [sig       ] Exception retrieving result for MTB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340450] [FATAL] [sig       ] Exception retrieving result for MTD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340898] [FATAL] [sig       ] Exception retrieving result for MTDR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.340993] [FATAL] [sig       ] Exception retrieving result for MTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.341067] [FATAL] [sig       ] Exception retrieving result for MTH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.341139] [FATAL] [sig       ] Exception retrieving result for MTN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.345608] [FATAL] [sig       ] Exception retrieving result for MTRN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.345683] [FATAL] [sig       ] Exception retrieving result for MTUS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347241] [FATAL] [sig       ] Exception retrieving result for MTW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347313] [FATAL] [sig       ] Exception retrieving result for MTX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347356] [FATAL] [sig       ] Exception retrieving result for MTZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347395] [FATAL] [sig       ] Exception retrieving result for MUA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347432] [FATAL] [sig       ] Exception retrieving result for MUC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347469] [FATAL] [sig       ] Exception retrieving result for MUE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347506] [FATAL] [sig       ] Exception retrieving result for MUFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347544] [FATAL] [sig       ] Exception retrieving result for MUJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.347580] [FATAL] [sig       ] Exception retrieving result for MUR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.350290] [FATAL] [sig       ] Exception retrieving result for MUSA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.350364] [FATAL] [sig       ] Exception retrieving result for MUX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352384] [FATAL] [sig       ] Exception retrieving result for MVF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352462] [FATAL] [sig       ] Exception retrieving result for MVO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352514] [FATAL] [sig       ] Exception retrieving result for MVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352563] [FATAL] [sig       ] Exception retrieving result for MWA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352614] [FATAL] [sig       ] Exception retrieving result for MX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352664] [FATAL] [sig       ] Exception retrieving result for MXF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352713] [FATAL] [sig       ] Exception retrieving result for MYD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352764] [FATAL] [sig       ] Exception retrieving result for MYE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.352928] [FATAL] [sig       ] Exception retrieving result for MYI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353362] [FATAL] [sig       ] Exception retrieving result for MYN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353459] [FATAL] [sig       ] Exception retrieving result for NABL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353530] [FATAL] [sig       ] Exception retrieving result for NAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353583] [FATAL] [sig       ] Exception retrieving result for NAD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353645] [FATAL] [sig       ] Exception retrieving result for NAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353689] [FATAL] [sig       ] Exception retrieving result for NAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353742] [FATAL] [sig       ] Exception retrieving result for NATL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353798] [FATAL] [sig       ] Exception retrieving result for NAZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353852] [FATAL] [sig       ] Exception retrieving result for NBB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353909] [FATAL] [sig       ] Exception retrieving result for NBHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.353963] [FATAL] [sig       ] Exception retrieving result for NBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.354031] [FATAL] [sig       ] Exception retrieving result for NBXG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.356118] [FATAL] [sig       ] Exception retrieving result for NC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.356883] [FATAL] [sig       ] Exception retrieving result for NCA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.358039] [FATAL] [sig       ] Exception retrieving result for NCDL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359130] [FATAL] [sig       ] Exception retrieving result for NCLH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359215] [FATAL] [sig       ] Exception retrieving result for NCV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359279] [FATAL] [sig       ] Exception retrieving result for NCZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359346] [FATAL] [sig       ] Exception retrieving result for NDMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359420] [FATAL] [sig       ] Exception retrieving result for NE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359485] [FATAL] [sig       ] Exception retrieving result for NEA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359556] [FATAL] [sig       ] Exception retrieving result for NEE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359789] [FATAL] [sig       ] Exception retrieving result for NEM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.359866] [FATAL] [sig       ] Exception retrieving result for NET: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.364056] [FATAL] [sig       ] Exception retrieving result for NEU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.364161] [FATAL] [sig       ] Exception retrieving result for NEUE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.364239] [FATAL] [sig       ] Exception retrieving result for NEXA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.364309] [FATAL] [sig       ] Exception retrieving result for NFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.364384] [FATAL] [sig       ] Exception retrieving result for NFJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.364450] [FATAL] [sig       ] Exception retrieving result for NGG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.365876] [FATAL] [sig       ] Exception retrieving result for NGL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.365963] [FATAL] [sig       ] Exception retrieving result for NGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.366036] [FATAL] [sig       ] Exception retrieving result for NGVC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.366106] [FATAL] [sig       ] Exception retrieving result for NGVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.366168] [FATAL] [sig       ] Exception retrieving result for NHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.367538] [FATAL] [sig       ] Exception retrieving result for NIC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.368015] [FATAL] [sig       ] Exception retrieving result for NIE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.376794] [FATAL] [sig       ] Exception retrieving result for NIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.376944] [FATAL] [sig       ] Exception retrieving result for NINE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377020] [FATAL] [sig       ] Exception retrieving result for NJR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377098] [FATAL] [sig       ] Exception retrieving result for NKX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377159] [FATAL] [sig       ] Exception retrieving result for NLOP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377226] [FATAL] [sig       ] Exception retrieving result for NLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377302] [FATAL] [sig       ] Exception retrieving result for NMAI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377362] [FATAL] [sig       ] Exception retrieving result for NMCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377429] [FATAL] [sig       ] Exception retrieving result for NMG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377498] [FATAL] [sig       ] Exception retrieving result for NMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377566] [FATAL] [sig       ] Exception retrieving result for NMM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377631] [FATAL] [sig       ] Exception retrieving result for NMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377691] [FATAL] [sig       ] Exception retrieving result for NMS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377751] [FATAL] [sig       ] Exception retrieving result for NMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377817] [FATAL] [sig       ] Exception retrieving result for NMZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377882] [FATAL] [sig       ] Exception retrieving result for NNI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.377953] [FATAL] [sig       ] Exception retrieving result for NNN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.378033] [FATAL] [sig       ] Exception retrieving result for NNY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.378102] [FATAL] [sig       ] Exception retrieving result for NOA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.378172] [FATAL] [sig       ] Exception retrieving result for NOAH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.378234] [FATAL] [sig       ] Exception retrieving result for NOC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.382053] [FATAL] [sig       ] Exception retrieving result for NOG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.382157] [FATAL] [sig       ] Exception retrieving result for NOK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.393639] [FATAL] [sig       ] Exception retrieving result for NOMD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.393817] [FATAL] [sig       ] Exception retrieving result for NOTE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.393893] [FATAL] [sig       ] Exception retrieving result for NOV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.393958] [FATAL] [sig       ] Exception retrieving result for NPCT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394035] [FATAL] [sig       ] Exception retrieving result for NPFD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394103] [FATAL] [sig       ] Exception retrieving result for NPK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394174] [FATAL] [sig       ] Exception retrieving result for NPO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394239] [FATAL] [sig       ] Exception retrieving result for NPV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394306] [FATAL] [sig       ] Exception retrieving result for NPWR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394366] [FATAL] [sig       ] Exception retrieving result for NQP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394426] [FATAL] [sig       ] Exception retrieving result for NRDY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394485] [FATAL] [sig       ] Exception retrieving result for NREF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394543] [FATAL] [sig       ] Exception retrieving result for NRGV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394606] [FATAL] [sig       ] Exception retrieving result for NRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394664] [FATAL] [sig       ] Exception retrieving result for NRP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394721] [FATAL] [sig       ] Exception retrieving result for NRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394778] [FATAL] [sig       ] Exception retrieving result for NRUC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394855] [FATAL] [sig       ] Exception retrieving result for NSP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394921] [FATAL] [sig       ] Exception retrieving result for NTB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.394980] [FATAL] [sig       ] Exception retrieving result for NTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.395058] [FATAL] [sig       ] Exception retrieving result for NTST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405381] [FATAL] [sig       ] Exception retrieving result for NU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405523] [FATAL] [sig       ] Exception retrieving result for NUS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405593] [FATAL] [sig       ] Exception retrieving result for NUV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405660] [FATAL] [sig       ] Exception retrieving result for NUVB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405718] [FATAL] [sig       ] Exception retrieving result for NUW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405784] [FATAL] [sig       ] Exception retrieving result for NVGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405852] [FATAL] [sig       ] Exception retrieving result for NVO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405909] [FATAL] [sig       ] Exception retrieving result for NVR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.405974] [FATAL] [sig       ] Exception retrieving result for NVRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406049] [FATAL] [sig       ] Exception retrieving result for NVS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406115] [FATAL] [sig       ] Exception retrieving result for NVST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406172] [FATAL] [sig       ] Exception retrieving result for NVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406232] [FATAL] [sig       ] Exception retrieving result for NWG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406299] [FATAL] [sig       ] Exception retrieving result for NWN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406367] [FATAL] [sig       ] Exception retrieving result for NX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406427] [FATAL] [sig       ] Exception retrieving result for NXC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406493] [FATAL] [sig       ] Exception retrieving result for NXDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406553] [FATAL] [sig       ] Exception retrieving result for NXE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406616] [FATAL] [sig       ] Exception retrieving result for NXG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406677] [FATAL] [sig       ] Exception retrieving result for NXJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406745] [FATAL] [sig       ] Exception retrieving result for NXN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406808] [FATAL] [sig       ] Exception retrieving result for NXP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.406873] [FATAL] [sig       ] Exception retrieving result for NXRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.408287] [FATAL] [sig       ] Exception retrieving result for NYT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.408705] [FATAL] [sig       ] Exception retrieving result for NZF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417375] [FATAL] [sig       ] Exception retrieving result for OBDC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417519] [FATAL] [sig       ] Exception retrieving result for OBK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417595] [FATAL] [sig       ] Exception retrieving result for OC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417656] [FATAL] [sig       ] Exception retrieving result for OCFT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417720] [FATAL] [sig       ] Exception retrieving result for ODC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417785] [FATAL] [sig       ] Exception retrieving result for ODV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417847] [FATAL] [sig       ] Exception retrieving result for OEC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417913] [FATAL] [sig       ] Exception retrieving result for OFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.417977] [FATAL] [sig       ] Exception retrieving result for OGE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418063] [FATAL] [sig       ] Exception retrieving result for OGN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418131] [FATAL] [sig       ] Exception retrieving result for OGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418195] [FATAL] [sig       ] Exception retrieving result for OHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418257] [FATAL] [sig       ] Exception retrieving result for OI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418321] [FATAL] [sig       ] Exception retrieving result for OIA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418388] [FATAL] [sig       ] Exception retrieving result for OII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418449] [FATAL] [sig       ] Exception retrieving result for OIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418510] [FATAL] [sig       ] Exception retrieving result for OKE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.418577] [FATAL] [sig       ] Exception retrieving result for OLN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.422545] [FATAL] [sig       ] Exception retrieving result for OLP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.422640] [FATAL] [sig       ] Exception retrieving result for OMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.422706] [FATAL] [sig       ] Exception retrieving result for OMF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.432617] [FATAL] [sig       ] Exception retrieving result for OMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.432787] [FATAL] [sig       ] Exception retrieving result for ONIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.432861] [FATAL] [sig       ] Exception retrieving result for ONL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.432928] [FATAL] [sig       ] Exception retrieving result for ONON: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433001] [FATAL] [sig       ] Exception retrieving result for ONTF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433073] [FATAL] [sig       ] Exception retrieving result for ONTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433136] [FATAL] [sig       ] Exception retrieving result for OOMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433201] [FATAL] [sig       ] Exception retrieving result for OPAD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433265] [FATAL] [sig       ] Exception retrieving result for OPFI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433326] [FATAL] [sig       ] Exception retrieving result for OR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433385] [FATAL] [sig       ] Exception retrieving result for ORA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433446] [FATAL] [sig       ] Exception retrieving result for ORC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433504] [FATAL] [sig       ] Exception retrieving result for ORN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433562] [FATAL] [sig       ] Exception retrieving result for OSCR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433622] [FATAL] [sig       ] Exception retrieving result for OTIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433685] [FATAL] [sig       ] Exception retrieving result for OUT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433747] [FATAL] [sig       ] Exception retrieving result for OVV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433812] [FATAL] [sig       ] Exception retrieving result for OWL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433875] [FATAL] [sig       ] Exception retrieving result for OWLT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.433938] [FATAL] [sig       ] Exception retrieving result for OXM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.434007] [FATAL] [sig       ] Exception retrieving result for PAAS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.434075] [FATAL] [sig       ] Exception retrieving result for PAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.434142] [FATAL] [sig       ] Exception retrieving result for PACK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.436016] [FATAL] [sig       ] Exception retrieving result for PACS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.436465] [FATAL] [sig       ] Exception retrieving result for PAG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.436678] [FATAL] [sig       ] Exception retrieving result for PAGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445359] [FATAL] [sig       ] Exception retrieving result for PAI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445503] [FATAL] [sig       ] Exception retrieving result for PAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445573] [FATAL] [sig       ] Exception retrieving result for PAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445639] [FATAL] [sig       ] Exception retrieving result for PARR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445701] [FATAL] [sig       ] Exception retrieving result for PATH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445765] [FATAL] [sig       ] Exception retrieving result for PAXS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445829] [FATAL] [sig       ] Exception retrieving result for PAY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445891] [FATAL] [sig       ] Exception retrieving result for PAYC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.445955] [FATAL] [sig       ] Exception retrieving result for PB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446025] [FATAL] [sig       ] Exception retrieving result for PBA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446084] [FATAL] [sig       ] Exception retrieving result for PBF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446142] [FATAL] [sig       ] Exception retrieving result for PBH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446203] [FATAL] [sig       ] Exception retrieving result for PBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446265] [FATAL] [sig       ] Exception retrieving result for PBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446327] [FATAL] [sig       ] Exception retrieving result for PBT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446387] [FATAL] [sig       ] Exception retrieving result for PCF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446450] [FATAL] [sig       ] Exception retrieving result for PCM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446513] [FATAL] [sig       ] Exception retrieving result for PCN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446574] [FATAL] [sig       ] Exception retrieving result for PCOR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.446635] [FATAL] [sig       ] Exception retrieving result for PCQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457263] [FATAL] [sig       ] Exception retrieving result for PD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457387] [FATAL] [sig       ] Exception retrieving result for PDI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457438] [FATAL] [sig       ] Exception retrieving result for PDM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457489] [FATAL] [sig       ] Exception retrieving result for PDO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457541] [FATAL] [sig       ] Exception retrieving result for PDS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457594] [FATAL] [sig       ] Exception retrieving result for PDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457650] [FATAL] [sig       ] Exception retrieving result for PDX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457704] [FATAL] [sig       ] Exception retrieving result for PEB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457756] [FATAL] [sig       ] Exception retrieving result for PEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457808] [FATAL] [sig       ] Exception retrieving result for PEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457860] [FATAL] [sig       ] Exception retrieving result for PERF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457914] [FATAL] [sig       ] Exception retrieving result for PFD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.457967] [FATAL] [sig       ] Exception retrieving result for PFGC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.458028] [FATAL] [sig       ] Exception retrieving result for PFH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.458076] [FATAL] [sig       ] Exception retrieving result for PFL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.458118] [FATAL] [sig       ] Exception retrieving result for PFLT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.458163] [FATAL] [sig       ] Exception retrieving result for PFN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.464023] [FATAL] [sig       ] Exception retrieving result for PFO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.464134] [FATAL] [sig       ] Exception retrieving result for PFS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.464200] [FATAL] [sig       ] Exception retrieving result for PFSI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.464262] [FATAL] [sig       ] Exception retrieving result for PGP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.464324] [FATAL] [sig       ] Exception retrieving result for PGRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.464388] [FATAL] [sig       ] Exception retrieving result for PGZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478034] [FATAL] [sig       ] Exception retrieving result for PH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478189] [FATAL] [sig       ] Exception retrieving result for PHD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478261] [FATAL] [sig       ] Exception retrieving result for PHG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478337] [FATAL] [sig       ] Exception retrieving result for PHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478402] [FATAL] [sig       ] Exception retrieving result for PHIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478465] [FATAL] [sig       ] Exception retrieving result for PHK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478524] [FATAL] [sig       ] Exception retrieving result for PHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478583] [FATAL] [sig       ] Exception retrieving result for PHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478645] [FATAL] [sig       ] Exception retrieving result for PII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478707] [FATAL] [sig       ] Exception retrieving result for PIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478769] [FATAL] [sig       ] Exception retrieving result for PINE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478830] [FATAL] [sig       ] Exception retrieving result for PINS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478891] [FATAL] [sig       ] Exception retrieving result for PIPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.478951] [FATAL] [sig       ] Exception retrieving result for PJT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480023] [FATAL] [sig       ] Exception retrieving result for PK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480107] [FATAL] [sig       ] Exception retrieving result for PKE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480175] [FATAL] [sig       ] Exception retrieving result for PKG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480239] [FATAL] [sig       ] Exception retrieving result for PKST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480299] [FATAL] [sig       ] Exception retrieving result for PKX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480360] [FATAL] [sig       ] Exception retrieving result for PL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480424] [FATAL] [sig       ] Exception retrieving result for PLD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480499] [FATAL] [sig       ] Exception retrieving result for PLOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.480569] [FATAL] [sig       ] Exception retrieving result for PLYM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488257] [FATAL] [sig       ] Exception retrieving result for PML: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488456] [FATAL] [sig       ] Exception retrieving result for PMM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488537] [FATAL] [sig       ] Exception retrieving result for PMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488616] [FATAL] [sig       ] Exception retrieving result for PMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488687] [FATAL] [sig       ] Exception retrieving result for PNI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488749] [FATAL] [sig       ] Exception retrieving result for PNNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488815] [FATAL] [sig       ] Exception retrieving result for PNW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488880] [FATAL] [sig       ] Exception retrieving result for POST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.488944] [FATAL] [sig       ] Exception retrieving result for PPG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.489209] [FATAL] [sig       ] Exception retrieving result for PPT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.489287] [FATAL] [sig       ] Exception retrieving result for PR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.489351] [FATAL] [sig       ] Exception retrieving result for PRA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.489414] [FATAL] [sig       ] Exception retrieving result for PRG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.489481] [FATAL] [sig       ] Exception retrieving result for PRGO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.490478] [FATAL] [sig       ] Exception retrieving result for PRH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.490708] [FATAL] [sig       ] Exception retrieving result for PRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.491190] [FATAL] [sig       ] Exception retrieving result for PRIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.491918] [FATAL] [sig       ] Exception retrieving result for PRLB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.492150] [FATAL] [sig       ] Exception retrieving result for PRM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.492650] [FATAL] [sig       ] Exception retrieving result for PRMB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.493389] [FATAL] [sig       ] Exception retrieving result for PRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.493620] [FATAL] [sig       ] Exception retrieving result for PRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.494013] [FATAL] [sig       ] Exception retrieving result for PRU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.498816] [FATAL] [sig       ] Exception retrieving result for PSF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.498919] [FATAL] [sig       ] Exception retrieving result for PSA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.498997] [FATAL] [sig       ] Exception retrieving result for PSBD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.499729] [FATAL] [sig       ] Exception retrieving result for PSFE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.499954] [FATAL] [sig       ] Exception retrieving result for PSN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.500730] [FATAL] [sig       ] Exception retrieving result for PSO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.500944] [FATAL] [sig       ] Exception retrieving result for PSQH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.501439] [FATAL] [sig       ] Exception retrieving result for PSTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.502166] [FATAL] [sig       ] Exception retrieving result for PSTL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.502392] [FATAL] [sig       ] Exception retrieving result for PSX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.502867] [FATAL] [sig       ] Exception retrieving result for PTA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.503584] [FATAL] [sig       ] Exception retrieving result for PTY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.503801] [FATAL] [sig       ] Exception retrieving result for PUK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.504283] [FATAL] [sig       ] Exception retrieving result for PUMP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.504992] [FATAL] [sig       ] Exception retrieving result for PVH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.505216] [FATAL] [sig       ] Exception retrieving result for PVL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.505682] [FATAL] [sig       ] Exception retrieving result for PWR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.506392] [FATAL] [sig       ] Exception retrieving result for QD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.506615] [FATAL] [sig       ] Exception retrieving result for QGEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.507104] [FATAL] [sig       ] Exception retrieving result for QS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.507818] [FATAL] [sig       ] Exception retrieving result for QSR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.508035] [FATAL] [sig       ] Exception retrieving result for QTWO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.508426] [FATAL] [sig       ] Exception retrieving result for QUAD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.512272] [FATAL] [sig       ] Exception retrieving result for QVCC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.512383] [FATAL] [sig       ] Exception retrieving result for QVCD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.515816] [FATAL] [sig       ] Exception retrieving result for QXO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.515902] [FATAL] [sig       ] Exception retrieving result for R: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.515969] [FATAL] [sig       ] Exception retrieving result for RA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516043] [FATAL] [sig       ] Exception retrieving result for RACE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516110] [FATAL] [sig       ] Exception retrieving result for RAMP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516180] [FATAL] [sig       ] Exception retrieving result for RBA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516244] [FATAL] [sig       ] Exception retrieving result for RBC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516307] [FATAL] [sig       ] Exception retrieving result for RBLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516367] [FATAL] [sig       ] Exception retrieving result for RBOT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516433] [FATAL] [sig       ] Exception retrieving result for RBRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516495] [FATAL] [sig       ] Exception retrieving result for RC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516556] [FATAL] [sig       ] Exception retrieving result for RCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516613] [FATAL] [sig       ] Exception retrieving result for RCS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516670] [FATAL] [sig       ] Exception retrieving result for RCUS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516726] [FATAL] [sig       ] Exception retrieving result for RDDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516784] [FATAL] [sig       ] Exception retrieving result for RDN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.516841] [FATAL] [sig       ] Exception retrieving result for RDW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.517788] [FATAL] [sig       ] Exception retrieving result for RDY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.518249] [FATAL] [sig       ] Exception retrieving result for RELX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.518721] [FATAL] [sig       ] Exception retrieving result for RERE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.519138] [FATAL] [sig       ] Exception retrieving result for RES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.522834] [FATAL] [sig       ] Exception retrieving result for RFL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.522951] [FATAL] [sig       ] Exception retrieving result for RF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.523029] [FATAL] [sig       ] Exception retrieving result for REVG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.523096] [FATAL] [sig       ] Exception retrieving result for REZI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.523156] [FATAL] [sig       ] Exception retrieving result for REXR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.523221] [FATAL] [sig       ] Exception retrieving result for REX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.523307] [FATAL] [sig       ] Exception retrieving result for RFI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.524719] [FATAL] [sig       ] Exception retrieving result for RFM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.527178] [FATAL] [sig       ] Exception retrieving result for RFMZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.527324] [FATAL] [sig       ] Exception retrieving result for RGA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.527433] [FATAL] [sig       ] Exception retrieving result for RGT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.527542] [FATAL] [sig       ] Exception retrieving result for RH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.527600] [FATAL] [sig       ] Exception retrieving result for RHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.527665] [FATAL] [sig       ] Exception retrieving result for RHP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.528402] [FATAL] [sig       ] Exception retrieving result for RIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.528541] [FATAL] [sig       ] Exception retrieving result for RIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.528637] [FATAL] [sig       ] Exception retrieving result for RITM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.528711] [FATAL] [sig       ] Exception retrieving result for RIV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.529128] [FATAL] [sig       ] Exception retrieving result for RJF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.530466] [FATAL] [sig       ] Exception retrieving result for RKT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.530722] [FATAL] [sig       ] Exception retrieving result for RL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.530892] [FATAL] [sig       ] Exception retrieving result for RLI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.530950] [FATAL] [sig       ] Exception retrieving result for RLJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.533466] [FATAL] [sig       ] Exception retrieving result for RLTY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.537258] [FATAL] [sig       ] Exception retrieving result for RLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541199] [FATAL] [sig       ] Exception retrieving result for RM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541421] [FATAL] [sig       ] Exception retrieving result for RMAX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541487] [FATAL] [sig       ] Exception retrieving result for RMD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541547] [FATAL] [sig       ] Exception retrieving result for RMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541604] [FATAL] [sig       ] Exception retrieving result for RMM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541658] [FATAL] [sig       ] Exception retrieving result for RMMZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541714] [FATAL] [sig       ] Exception retrieving result for RMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541780] [FATAL] [sig       ] Exception retrieving result for RNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541831] [FATAL] [sig       ] Exception retrieving result for RNGR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541878] [FATAL] [sig       ] Exception retrieving result for RNP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541924] [FATAL] [sig       ] Exception retrieving result for RNR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.541971] [FATAL] [sig       ] Exception retrieving result for RNST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542031] [FATAL] [sig       ] Exception retrieving result for ROG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542079] [FATAL] [sig       ] Exception retrieving result for ROK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542127] [FATAL] [sig       ] Exception retrieving result for ROL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542174] [FATAL] [sig       ] Exception retrieving result for RPM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542222] [FATAL] [sig       ] Exception retrieving result for RPT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542275] [FATAL] [sig       ] Exception retrieving result for RQI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542326] [FATAL] [sig       ] Exception retrieving result for RRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542378] [FATAL] [sig       ] Exception retrieving result for RRX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.542429] [FATAL] [sig       ] Exception retrieving result for RS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.545691] [FATAL] [sig       ] Exception retrieving result for RSF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.548748] [FATAL] [sig       ] Exception retrieving result for RSG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.548963] [FATAL] [sig       ] Exception retrieving result for RSI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549142] [FATAL] [sig       ] Exception retrieving result for RSKD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549201] [FATAL] [sig       ] Exception retrieving result for RTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549252] [FATAL] [sig       ] Exception retrieving result for RTX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549301] [FATAL] [sig       ] Exception retrieving result for RVLV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549351] [FATAL] [sig       ] Exception retrieving result for RVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549408] [FATAL] [sig       ] Exception retrieving result for RVTY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549470] [FATAL] [sig       ] Exception retrieving result for RWT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549520] [FATAL] [sig       ] Exception retrieving result for RXO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549579] [FATAL] [sig       ] Exception retrieving result for RY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549629] [FATAL] [sig       ] Exception retrieving result for RYAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549677] [FATAL] [sig       ] Exception retrieving result for RYAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549724] [FATAL] [sig       ] Exception retrieving result for RYI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549771] [FATAL] [sig       ] Exception retrieving result for RYN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549819] [FATAL] [sig       ] Exception retrieving result for RZB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549875] [FATAL] [sig       ] Exception retrieving result for RZC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549934] [FATAL] [sig       ] Exception retrieving result for S: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.549998] [FATAL] [sig       ] Exception retrieving result for SA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.550050] [FATAL] [sig       ] Exception retrieving result for SABA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.550099] [FATAL] [sig       ] Exception retrieving result for SAFE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.550148] [FATAL] [sig       ] Exception retrieving result for SAH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.553430] [FATAL] [sig       ] Exception retrieving result for SAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.555348] [FATAL] [sig       ] Exception retrieving result for SAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.555603] [FATAL] [sig       ] Exception retrieving result for SAND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.555733] [FATAL] [sig       ] Exception retrieving result for SAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.555868] [FATAL] [sig       ] Exception retrieving result for SAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.555956] [FATAL] [sig       ] Exception retrieving result for SARO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556075] [FATAL] [sig       ] Exception retrieving result for SB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556158] [FATAL] [sig       ] Exception retrieving result for SBH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556211] [FATAL] [sig       ] Exception retrieving result for SBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556266] [FATAL] [sig       ] Exception retrieving result for SBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556330] [FATAL] [sig       ] Exception retrieving result for SBS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556392] [FATAL] [sig       ] Exception retrieving result for SBSI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556465] [FATAL] [sig       ] Exception retrieving result for SBSW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556531] [FATAL] [sig       ] Exception retrieving result for SCCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556588] [FATAL] [sig       ] Exception retrieving result for SCD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556646] [FATAL] [sig       ] Exception retrieving result for SCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556700] [FATAL] [sig       ] Exception retrieving result for SCL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556759] [FATAL] [sig       ] Exception retrieving result for SCM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556817] [FATAL] [sig       ] Exception retrieving result for SCS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556873] [FATAL] [sig       ] Exception retrieving result for SD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.556948] [FATAL] [sig       ] Exception retrieving result for SDHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.557023] [FATAL] [sig       ] Exception retrieving result for SDHY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.557079] [FATAL] [sig       ] Exception retrieving result for SDRL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.558276] [FATAL] [sig       ] Exception retrieving result for SEE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.560194] [FATAL] [sig       ] Exception retrieving result for SEG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.561369] [FATAL] [sig       ] Exception retrieving result for SEI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.561427] [FATAL] [sig       ] Exception retrieving result for SEM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.562623] [FATAL] [sig       ] Exception retrieving result for SEMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.563843] [FATAL] [sig       ] Exception retrieving result for SF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564058] [FATAL] [sig       ] Exception retrieving result for SFB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564114] [FATAL] [sig       ] Exception retrieving result for SFBS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564169] [FATAL] [sig       ] Exception retrieving result for SFL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564220] [FATAL] [sig       ] Exception retrieving result for SG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564270] [FATAL] [sig       ] Exception retrieving result for SGHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564320] [FATAL] [sig       ] Exception retrieving result for SGU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564367] [FATAL] [sig       ] Exception retrieving result for SHAK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564425] [FATAL] [sig       ] Exception retrieving result for SHCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564474] [FATAL] [sig       ] Exception retrieving result for SHEL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564522] [FATAL] [sig       ] Exception retrieving result for SHG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564570] [FATAL] [sig       ] Exception retrieving result for SHO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564624] [FATAL] [sig       ] Exception retrieving result for SHOC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564672] [FATAL] [sig       ] Exception retrieving result for SHW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564718] [FATAL] [sig       ] Exception retrieving result for SID: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564766] [FATAL] [sig       ] Exception retrieving result for SIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564813] [FATAL] [sig       ] Exception retrieving result for SII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.564862] [FATAL] [sig       ] Exception retrieving result for SILA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.566222] [FATAL] [sig       ] Exception retrieving result for SITC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.570282] [FATAL] [sig       ] Exception retrieving result for SITE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.571904] [FATAL] [sig       ] Exception retrieving result for SJM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.572457] [FATAL] [sig       ] Exception retrieving result for SJT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.572536] [FATAL] [sig       ] Exception retrieving result for SKE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.572591] [FATAL] [sig       ] Exception retrieving result for SKIL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.572662] [FATAL] [sig       ] Exception retrieving result for SKLZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.572891] [FATAL] [sig       ] Exception retrieving result for SKM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.572957] [FATAL] [sig       ] Exception retrieving result for SKT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573075] [FATAL] [sig       ] Exception retrieving result for SKY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573135] [FATAL] [sig       ] Exception retrieving result for SLB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573192] [FATAL] [sig       ] Exception retrieving result for SLF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573248] [FATAL] [sig       ] Exception retrieving result for SLG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573303] [FATAL] [sig       ] Exception retrieving result for SLGN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573358] [FATAL] [sig       ] Exception retrieving result for SLQT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573423] [FATAL] [sig       ] Exception retrieving result for SLVM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573479] [FATAL] [sig       ] Exception retrieving result for SM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573543] [FATAL] [sig       ] Exception retrieving result for SMBK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573603] [FATAL] [sig       ] Exception retrieving result for SMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573659] [FATAL] [sig       ] Exception retrieving result for SMFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573713] [FATAL] [sig       ] Exception retrieving result for SMG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573767] [FATAL] [sig       ] Exception retrieving result for SMHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.573820] [FATAL] [sig       ] Exception retrieving result for SMP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.578303] [FATAL] [sig       ] Exception retrieving result for SMRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.580816] [FATAL] [sig       ] Exception retrieving result for SMWB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583011] [FATAL] [sig       ] Exception retrieving result for SN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583119] [FATAL] [sig       ] Exception retrieving result for SNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583224] [FATAL] [sig       ] Exception retrieving result for SNAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583326] [FATAL] [sig       ] Exception retrieving result for SNDA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583435] [FATAL] [sig       ] Exception retrieving result for SNDR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583501] [FATAL] [sig       ] Exception retrieving result for SNN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583607] [FATAL] [sig       ] Exception retrieving result for SNV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583708] [FATAL] [sig       ] Exception retrieving result for SNX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583807] [FATAL] [sig       ] Exception retrieving result for SOBO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583872] [FATAL] [sig       ] Exception retrieving result for SOC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.583968] [FATAL] [sig       ] Exception retrieving result for SOJC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584248] [FATAL] [sig       ] Exception retrieving result for SOJD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584319] [FATAL] [sig       ] Exception retrieving result for SOJE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584369] [FATAL] [sig       ] Exception retrieving result for SOL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584424] [FATAL] [sig       ] Exception retrieving result for SOLV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584471] [FATAL] [sig       ] Exception retrieving result for SON: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584515] [FATAL] [sig       ] Exception retrieving result for SONY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584558] [FATAL] [sig       ] Exception retrieving result for SOR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584601] [FATAL] [sig       ] Exception retrieving result for SOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584644] [FATAL] [sig       ] Exception retrieving result for SPB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.584687] [FATAL] [sig       ] Exception retrieving result for SPCE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.588226] [FATAL] [sig       ] Exception retrieving result for SPE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.589341] [FATAL] [sig       ] Exception retrieving result for SPG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.591797] [FATAL] [sig       ] Exception retrieving result for SPGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.591915] [FATAL] [sig       ] Exception retrieving result for SPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.591970] [FATAL] [sig       ] Exception retrieving result for SPHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592029] [FATAL] [sig       ] Exception retrieving result for SPIR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592079] [FATAL] [sig       ] Exception retrieving result for SPMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592126] [FATAL] [sig       ] Exception retrieving result for SPNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592174] [FATAL] [sig       ] Exception retrieving result for SPOT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592223] [FATAL] [sig       ] Exception retrieving result for SPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592272] [FATAL] [sig       ] Exception retrieving result for SPRU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592319] [FATAL] [sig       ] Exception retrieving result for SPXC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592371] [FATAL] [sig       ] Exception retrieving result for SPXX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592427] [FATAL] [sig       ] Exception retrieving result for SQM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592474] [FATAL] [sig       ] Exception retrieving result for SQNS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592537] [FATAL] [sig       ] Exception retrieving result for SR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592597] [FATAL] [sig       ] Exception retrieving result for SRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592663] [FATAL] [sig       ] Exception retrieving result for SREA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592721] [FATAL] [sig       ] Exception retrieving result for SRFM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592777] [FATAL] [sig       ] Exception retrieving result for SRG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592833] [FATAL] [sig       ] Exception retrieving result for SRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592892] [FATAL] [sig       ] Exception retrieving result for SRV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.592948] [FATAL] [sig       ] Exception retrieving result for SSB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.594647] [FATAL] [sig       ] Exception retrieving result for SSD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.595012] [FATAL] [sig       ] Exception retrieving result for SSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.596543] [FATAL] [sig       ] Exception retrieving result for SST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.598629] [FATAL] [sig       ] Exception retrieving result for SSTK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.600454] [FATAL] [sig       ] Exception retrieving result for ST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.600545] [FATAL] [sig       ] Exception retrieving result for STAG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.600680] [FATAL] [sig       ] Exception retrieving result for STC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.600930] [FATAL] [sig       ] Exception retrieving result for STE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.600976] [FATAL] [sig       ] Exception retrieving result for STEL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601066] [FATAL] [sig       ] Exception retrieving result for STEM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601122] [FATAL] [sig       ] Exception retrieving result for STEW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601166] [FATAL] [sig       ] Exception retrieving result for STK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601215] [FATAL] [sig       ] Exception retrieving result for STLA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601254] [FATAL] [sig       ] Exception retrieving result for STM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601291] [FATAL] [sig       ] Exception retrieving result for STN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601329] [FATAL] [sig       ] Exception retrieving result for STNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601365] [FATAL] [sig       ] Exception retrieving result for STRV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601400] [FATAL] [sig       ] Exception retrieving result for STT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601437] [FATAL] [sig       ] Exception retrieving result for STVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601479] [FATAL] [sig       ] Exception retrieving result for STWD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601517] [FATAL] [sig       ] Exception retrieving result for STXD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601553] [FATAL] [sig       ] Exception retrieving result for STXE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.601589] [FATAL] [sig       ] Exception retrieving result for STXG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.603200] [FATAL] [sig       ] Exception retrieving result for STXK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.606326] [FATAL] [sig       ] Exception retrieving result for STXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.606920] [FATAL] [sig       ] Exception retrieving result for STXV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.606968] [FATAL] [sig       ] Exception retrieving result for STZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607019] [FATAL] [sig       ] Exception retrieving result for SU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607057] [FATAL] [sig       ] Exception retrieving result for SUI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607098] [FATAL] [sig       ] Exception retrieving result for SUN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607137] [FATAL] [sig       ] Exception retrieving result for SUPV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607174] [FATAL] [sig       ] Exception retrieving result for SUZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607210] [FATAL] [sig       ] Exception retrieving result for SVV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607247] [FATAL] [sig       ] Exception retrieving result for SW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607283] [FATAL] [sig       ] Exception retrieving result for SWK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607320] [FATAL] [sig       ] Exception retrieving result for SWX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607357] [FATAL] [sig       ] Exception retrieving result for SWZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607393] [FATAL] [sig       ] Exception retrieving result for SXC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607429] [FATAL] [sig       ] Exception retrieving result for SXI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607465] [FATAL] [sig       ] Exception retrieving result for SXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607501] [FATAL] [sig       ] Exception retrieving result for SYF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607536] [FATAL] [sig       ] Exception retrieving result for SYK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607572] [FATAL] [sig       ] Exception retrieving result for SYY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607624] [FATAL] [sig       ] Exception retrieving result for T: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607675] [FATAL] [sig       ] Exception retrieving result for TAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.607723] [FATAL] [sig       ] Exception retrieving result for TAK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.608852] [FATAL] [sig       ] Exception retrieving result for TAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612359] [FATAL] [sig       ] Exception retrieving result for TALO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612580] [FATAL] [sig       ] Exception retrieving result for TAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612755] [FATAL] [sig       ] Exception retrieving result for TBB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612798] [FATAL] [sig       ] Exception retrieving result for TBBB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612837] [FATAL] [sig       ] Exception retrieving result for TBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612877] [FATAL] [sig       ] Exception retrieving result for TBN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612915] [FATAL] [sig       ] Exception retrieving result for TD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.612953] [FATAL] [sig       ] Exception retrieving result for TDC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613028] [FATAL] [sig       ] Exception retrieving result for TDF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613170] [FATAL] [sig       ] Exception retrieving result for TDG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613222] [FATAL] [sig       ] Exception retrieving result for TDOC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613270] [FATAL] [sig       ] Exception retrieving result for TDS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613317] [FATAL] [sig       ] Exception retrieving result for TDW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613362] [FATAL] [sig       ] Exception retrieving result for TDY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613407] [FATAL] [sig       ] Exception retrieving result for TEAF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613451] [FATAL] [sig       ] Exception retrieving result for TECK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613496] [FATAL] [sig       ] Exception retrieving result for TEF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613541] [FATAL] [sig       ] Exception retrieving result for TEI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613584] [FATAL] [sig       ] Exception retrieving result for TEL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613631] [FATAL] [sig       ] Exception retrieving result for TEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613690] [FATAL] [sig       ] Exception retrieving result for TEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.613735] [FATAL] [sig       ] Exception retrieving result for TEVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.616326] [FATAL] [sig       ] Exception retrieving result for TEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.616555] [FATAL] [sig       ] Exception retrieving result for TFC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.617785] [FATAL] [sig       ] Exception retrieving result for TFII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.618437] [FATAL] [sig       ] Exception retrieving result for TFIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.618661] [FATAL] [sig       ] Exception retrieving result for TFPM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.618732] [FATAL] [sig       ] Exception retrieving result for TFX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.618798] [FATAL] [sig       ] Exception retrieving result for TG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.618870] [FATAL] [sig       ] Exception retrieving result for TGLS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.618932] [FATAL] [sig       ] Exception retrieving result for TGNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619002] [FATAL] [sig       ] Exception retrieving result for TGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619066] [FATAL] [sig       ] Exception retrieving result for TGT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619135] [FATAL] [sig       ] Exception retrieving result for THC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619199] [FATAL] [sig       ] Exception retrieving result for THG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619262] [FATAL] [sig       ] Exception retrieving result for THIR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619320] [FATAL] [sig       ] Exception retrieving result for THLV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619381] [FATAL] [sig       ] Exception retrieving result for THO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619444] [FATAL] [sig       ] Exception retrieving result for THQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619504] [FATAL] [sig       ] Exception retrieving result for THR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619559] [FATAL] [sig       ] Exception retrieving result for THS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619621] [FATAL] [sig       ] Exception retrieving result for THW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619683] [FATAL] [sig       ] Exception retrieving result for TIMB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619745] [FATAL] [sig       ] Exception retrieving result for TISI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.619806] [FATAL] [sig       ] Exception retrieving result for TIXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.621857] [FATAL] [sig       ] Exception retrieving result for TJX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.622287] [FATAL] [sig       ] Exception retrieving result for TK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.624880] [FATAL] [sig       ] Exception retrieving result for TKC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.625560] [FATAL] [sig       ] Exception retrieving result for TKO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.625747] [FATAL] [sig       ] Exception retrieving result for TKR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.625799] [FATAL] [sig       ] Exception retrieving result for TLK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.625840] [FATAL] [sig       ] Exception retrieving result for TLYS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.625880] [FATAL] [sig       ] Exception retrieving result for TM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.625923] [FATAL] [sig       ] Exception retrieving result for TME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.625963] [FATAL] [sig       ] Exception retrieving result for TMHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626014] [FATAL] [sig       ] Exception retrieving result for TMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626055] [FATAL] [sig       ] Exception retrieving result for TNC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626092] [FATAL] [sig       ] Exception retrieving result for TNET: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626129] [FATAL] [sig       ] Exception retrieving result for TNK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626166] [FATAL] [sig       ] Exception retrieving result for TNL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626204] [FATAL] [sig       ] Exception retrieving result for TOST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626240] [FATAL] [sig       ] Exception retrieving result for TPB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626282] [FATAL] [sig       ] Exception retrieving result for TPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626325] [FATAL] [sig       ] Exception retrieving result for TPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626364] [FATAL] [sig       ] Exception retrieving result for TPL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626401] [FATAL] [sig       ] Exception retrieving result for TPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626437] [FATAL] [sig       ] Exception retrieving result for TPVG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.626474] [FATAL] [sig       ] Exception retrieving result for TPYP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.628641] [FATAL] [sig       ] Exception retrieving result for TPZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631080] [FATAL] [sig       ] Exception retrieving result for TR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631350] [FATAL] [sig       ] Exception retrieving result for TRAK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631399] [FATAL] [sig       ] Exception retrieving result for TRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631438] [FATAL] [sig       ] Exception retrieving result for TREX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631475] [FATAL] [sig       ] Exception retrieving result for TRGP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631511] [FATAL] [sig       ] Exception retrieving result for TRN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631547] [FATAL] [sig       ] Exception retrieving result for TRNO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631586] [FATAL] [sig       ] Exception retrieving result for TROX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631623] [FATAL] [sig       ] Exception retrieving result for TRP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631659] [FATAL] [sig       ] Exception retrieving result for TRTX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631695] [FATAL] [sig       ] Exception retrieving result for TRU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631730] [FATAL] [sig       ] Exception retrieving result for TRV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631765] [FATAL] [sig       ] Exception retrieving result for TS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631800] [FATAL] [sig       ] Exception retrieving result for TSE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631836] [FATAL] [sig       ] Exception retrieving result for TSI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631871] [FATAL] [sig       ] Exception retrieving result for TSLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631906] [FATAL] [sig       ] Exception retrieving result for TSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631941] [FATAL] [sig       ] Exception retrieving result for TSN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.631976] [FATAL] [sig       ] Exception retrieving result for TSQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.632017] [FATAL] [sig       ] Exception retrieving result for TT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.632052] [FATAL] [sig       ] Exception retrieving result for TTC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.632087] [FATAL] [sig       ] Exception retrieving result for TTE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.634647] [FATAL] [sig       ] Exception retrieving result for TTI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.635678] [FATAL] [sig       ] Exception retrieving result for TU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.635972] [FATAL] [sig       ] Exception retrieving result for TUYA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636034] [FATAL] [sig       ] Exception retrieving result for TV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636085] [FATAL] [sig       ] Exception retrieving result for TVC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636136] [FATAL] [sig       ] Exception retrieving result for TVE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636186] [FATAL] [sig       ] Exception retrieving result for TWI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636236] [FATAL] [sig       ] Exception retrieving result for TWLO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636286] [FATAL] [sig       ] Exception retrieving result for TWN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636335] [FATAL] [sig       ] Exception retrieving result for TWO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636385] [FATAL] [sig       ] Exception retrieving result for TX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636434] [FATAL] [sig       ] Exception retrieving result for TXNM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636483] [FATAL] [sig       ] Exception retrieving result for TXO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636532] [FATAL] [sig       ] Exception retrieving result for TXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636580] [FATAL] [sig       ] Exception retrieving result for TY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636632] [FATAL] [sig       ] Exception retrieving result for TYG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636687] [FATAL] [sig       ] Exception retrieving result for TYL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636736] [FATAL] [sig       ] Exception retrieving result for U: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636785] [FATAL] [sig       ] Exception retrieving result for UA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636833] [FATAL] [sig       ] Exception retrieving result for UAA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636882] [FATAL] [sig       ] Exception retrieving result for UAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636930] [FATAL] [sig       ] Exception retrieving result for UBER: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.636980] [FATAL] [sig       ] Exception retrieving result for UBS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.639404] [FATAL] [sig       ] Exception retrieving result for UCB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.641126] [FATAL] [sig       ] Exception retrieving result for UDR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642187] [FATAL] [sig       ] Exception retrieving result for UE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642247] [FATAL] [sig       ] Exception retrieving result for UFI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642301] [FATAL] [sig       ] Exception retrieving result for UGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642346] [FATAL] [sig       ] Exception retrieving result for UGP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642391] [FATAL] [sig       ] Exception retrieving result for UHAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642435] [FATAL] [sig       ] Exception retrieving result for UHS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642478] [FATAL] [sig       ] Exception retrieving result for UHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642529] [FATAL] [sig       ] Exception retrieving result for UI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642574] [FATAL] [sig       ] Exception retrieving result for UIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642617] [FATAL] [sig       ] Exception retrieving result for UL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642660] [FATAL] [sig       ] Exception retrieving result for ULS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642710] [FATAL] [sig       ] Exception retrieving result for UMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642752] [FATAL] [sig       ] Exception retrieving result for UMH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642795] [FATAL] [sig       ] Exception retrieving result for UNF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642837] [FATAL] [sig       ] Exception retrieving result for UNFI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642879] [FATAL] [sig       ] Exception retrieving result for UNH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642921] [FATAL] [sig       ] Exception retrieving result for UNM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.642963] [FATAL] [sig       ] Exception retrieving result for UNMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.643017] [FATAL] [sig       ] Exception retrieving result for UNP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.643060] [FATAL] [sig       ] Exception retrieving result for UP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.643103] [FATAL] [sig       ] Exception retrieving result for UPS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.645567] [FATAL] [sig       ] Exception retrieving result for URI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.647692] [FATAL] [sig       ] Exception retrieving result for USA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.647779] [FATAL] [sig       ] Exception retrieving result for USAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.647835] [FATAL] [sig       ] Exception retrieving result for USB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.647889] [FATAL] [sig       ] Exception retrieving result for USFD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.647949] [FATAL] [sig       ] Exception retrieving result for USNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648032] [FATAL] [sig       ] Exception retrieving result for USPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648105] [FATAL] [sig       ] Exception retrieving result for UTF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648149] [FATAL] [sig       ] Exception retrieving result for UTI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648187] [FATAL] [sig       ] Exception retrieving result for UTL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648225] [FATAL] [sig       ] Exception retrieving result for UTZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648265] [FATAL] [sig       ] Exception retrieving result for UVE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648303] [FATAL] [sig       ] Exception retrieving result for UVV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648340] [FATAL] [sig       ] Exception retrieving result for UWMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648376] [FATAL] [sig       ] Exception retrieving result for UZD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648412] [FATAL] [sig       ] Exception retrieving result for UZE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648447] [FATAL] [sig       ] Exception retrieving result for UZF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648483] [FATAL] [sig       ] Exception retrieving result for V: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648518] [FATAL] [sig       ] Exception retrieving result for VAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648553] [FATAL] [sig       ] Exception retrieving result for VAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648588] [FATAL] [sig       ] Exception retrieving result for VALE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648624] [FATAL] [sig       ] Exception retrieving result for VATE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.648659] [FATAL] [sig       ] Exception retrieving result for VBF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.650101] [FATAL] [sig       ] Exception retrieving result for VCV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.652815] [FATAL] [sig       ] Exception retrieving result for VEEV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.652865] [FATAL] [sig       ] Exception retrieving result for VEL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.652904] [FATAL] [sig       ] Exception retrieving result for VET: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.652940] [FATAL] [sig       ] Exception retrieving result for VFC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.652979] [FATAL] [sig       ] Exception retrieving result for VGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653031] [FATAL] [sig       ] Exception retrieving result for VGM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653072] [FATAL] [sig       ] Exception retrieving result for VHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653109] [FATAL] [sig       ] Exception retrieving result for VICI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653145] [FATAL] [sig       ] Exception retrieving result for VIK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653181] [FATAL] [sig       ] Exception retrieving result for VIPS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653217] [FATAL] [sig       ] Exception retrieving result for VIRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653253] [FATAL] [sig       ] Exception retrieving result for VIST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653289] [FATAL] [sig       ] Exception retrieving result for VIV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653325] [FATAL] [sig       ] Exception retrieving result for VKQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653361] [FATAL] [sig       ] Exception retrieving result for VLN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653397] [FATAL] [sig       ] Exception retrieving result for VLO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653433] [FATAL] [sig       ] Exception retrieving result for VLRS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653468] [FATAL] [sig       ] Exception retrieving result for VLT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653504] [FATAL] [sig       ] Exception retrieving result for VLTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653539] [FATAL] [sig       ] Exception retrieving result for VMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653574] [FATAL] [sig       ] Exception retrieving result for VMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.653610] [FATAL] [sig       ] Exception retrieving result for VMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.655235] [FATAL] [sig       ] Exception retrieving result for VNCE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658071] [FATAL] [sig       ] Exception retrieving result for VNO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658136] [FATAL] [sig       ] Exception retrieving result for VNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658178] [FATAL] [sig       ] Exception retrieving result for VOC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658217] [FATAL] [sig       ] Exception retrieving result for VOYA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658254] [FATAL] [sig       ] Exception retrieving result for VPG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658294] [FATAL] [sig       ] Exception retrieving result for VPV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658332] [FATAL] [sig       ] Exception retrieving result for VRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658374] [FATAL] [sig       ] Exception retrieving result for VRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658411] [FATAL] [sig       ] Exception retrieving result for VRTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658448] [FATAL] [sig       ] Exception retrieving result for VSCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658483] [FATAL] [sig       ] Exception retrieving result for VSH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658519] [FATAL] [sig       ] Exception retrieving result for VST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658556] [FATAL] [sig       ] Exception retrieving result for VSTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658591] [FATAL] [sig       ] Exception retrieving result for VTEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658628] [FATAL] [sig       ] Exception retrieving result for VTLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658664] [FATAL] [sig       ] Exception retrieving result for VTMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658699] [FATAL] [sig       ] Exception retrieving result for VTN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658735] [FATAL] [sig       ] Exception retrieving result for VTOL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658770] [FATAL] [sig       ] Exception retrieving result for VTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658806] [FATAL] [sig       ] Exception retrieving result for VTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658841] [FATAL] [sig       ] Exception retrieving result for VVR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.658876] [FATAL] [sig       ] Exception retrieving result for VVV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.662861] [FATAL] [sig       ] Exception retrieving result for VVX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663138] [FATAL] [sig       ] Exception retrieving result for VYX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663193] [FATAL] [sig       ] Exception retrieving result for VZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663248] [FATAL] [sig       ] Exception retrieving result for W: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663299] [FATAL] [sig       ] Exception retrieving result for WAB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663351] [FATAL] [sig       ] Exception retrieving result for WAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663402] [FATAL] [sig       ] Exception retrieving result for WAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663454] [FATAL] [sig       ] Exception retrieving result for WBS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663504] [FATAL] [sig       ] Exception retrieving result for WBX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663560] [FATAL] [sig       ] Exception retrieving result for WCC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663612] [FATAL] [sig       ] Exception retrieving result for WCN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663663] [FATAL] [sig       ] Exception retrieving result for WD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663715] [FATAL] [sig       ] Exception retrieving result for WDH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663766] [FATAL] [sig       ] Exception retrieving result for WDI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663817] [FATAL] [sig       ] Exception retrieving result for WDS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663869] [FATAL] [sig       ] Exception retrieving result for WEA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663920] [FATAL] [sig       ] Exception retrieving result for WEAV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.663971] [FATAL] [sig       ] Exception retrieving result for WEC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.664030] [FATAL] [sig       ] Exception retrieving result for WELL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.664081] [FATAL] [sig       ] Exception retrieving result for WES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.664132] [FATAL] [sig       ] Exception retrieving result for WEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.664183] [FATAL] [sig       ] Exception retrieving result for WF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.664234] [FATAL] [sig       ] Exception retrieving result for WFC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.665064] [FATAL] [sig       ] Exception retrieving result for WFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.666716] [FATAL] [sig       ] Exception retrieving result for WGO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.668840] [FATAL] [sig       ] Exception retrieving result for WH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.668892] [FATAL] [sig       ] Exception retrieving result for WHD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.668931] [FATAL] [sig       ] Exception retrieving result for WHG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.668967] [FATAL] [sig       ] Exception retrieving result for WHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669015] [FATAL] [sig       ] Exception retrieving result for WIA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669053] [FATAL] [sig       ] Exception retrieving result for WINN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669090] [FATAL] [sig       ] Exception retrieving result for WIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669125] [FATAL] [sig       ] Exception retrieving result for WIW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669161] [FATAL] [sig       ] Exception retrieving result for WK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669205] [FATAL] [sig       ] Exception retrieving result for WKC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669243] [FATAL] [sig       ] Exception retrieving result for WLK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669280] [FATAL] [sig       ] Exception retrieving result for WLKP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669316] [FATAL] [sig       ] Exception retrieving result for WLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669352] [FATAL] [sig       ] Exception retrieving result for WM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669387] [FATAL] [sig       ] Exception retrieving result for WMB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669441] [FATAL] [sig       ] Exception retrieving result for WMK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669477] [FATAL] [sig       ] Exception retrieving result for WMS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669513] [FATAL] [sig       ] Exception retrieving result for WNC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669549] [FATAL] [sig       ] Exception retrieving result for WNS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669584] [FATAL] [sig       ] Exception retrieving result for WOLF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.669620] [FATAL] [sig       ] Exception retrieving result for WOR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.670305] [FATAL] [sig       ] Exception retrieving result for WOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.670763] [FATAL] [sig       ] Exception retrieving result for WPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674069] [FATAL] [sig       ] Exception retrieving result for WPM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674131] [FATAL] [sig       ] Exception retrieving result for WPP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674172] [FATAL] [sig       ] Exception retrieving result for WRB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674209] [FATAL] [sig       ] Exception retrieving result for WRBY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674246] [FATAL] [sig       ] Exception retrieving result for WS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674281] [FATAL] [sig       ] Exception retrieving result for WSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674317] [FATAL] [sig       ] Exception retrieving result for WSO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674353] [FATAL] [sig       ] Exception retrieving result for WSR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674388] [FATAL] [sig       ] Exception retrieving result for WST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674423] [FATAL] [sig       ] Exception retrieving result for WT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674464] [FATAL] [sig       ] Exception retrieving result for WTI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674500] [FATAL] [sig       ] Exception retrieving result for WTRG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674536] [FATAL] [sig       ] Exception retrieving result for WTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674571] [FATAL] [sig       ] Exception retrieving result for WTTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674606] [FATAL] [sig       ] Exception retrieving result for WU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674641] [FATAL] [sig       ] Exception retrieving result for WWW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674676] [FATAL] [sig       ] Exception retrieving result for WY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674712] [FATAL] [sig       ] Exception retrieving result for XFLT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674748] [FATAL] [sig       ] Exception retrieving result for XHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674784] [FATAL] [sig       ] Exception retrieving result for XOM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.674819] [FATAL] [sig       ] Exception retrieving result for XPER: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.678420] [FATAL] [sig       ] Exception retrieving result for XPEV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.678936] [FATAL] [sig       ] Exception retrieving result for XPO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679095] [FATAL] [sig       ] Exception retrieving result for XPOF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679148] [FATAL] [sig       ] Exception retrieving result for XPRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679201] [FATAL] [sig       ] Exception retrieving result for XYF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679252] [FATAL] [sig       ] Exception retrieving result for XYL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679303] [FATAL] [sig       ] Exception retrieving result for YALA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679354] [FATAL] [sig       ] Exception retrieving result for YELP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679404] [FATAL] [sig       ] Exception retrieving result for YETI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679454] [FATAL] [sig       ] Exception retrieving result for YEXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679503] [FATAL] [sig       ] Exception retrieving result for YOU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679552] [FATAL] [sig       ] Exception retrieving result for YPF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679602] [FATAL] [sig       ] Exception retrieving result for YRD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679665] [FATAL] [sig       ] Exception retrieving result for YSG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679718] [FATAL] [sig       ] Exception retrieving result for YUM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679767] [FATAL] [sig       ] Exception retrieving result for YUMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679815] [FATAL] [sig       ] Exception retrieving result for ZBH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679864] [FATAL] [sig       ] Exception retrieving result for ZEPP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679913] [FATAL] [sig       ] Exception retrieving result for ZETA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.679962] [FATAL] [sig       ] Exception retrieving result for ZGN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.680021] [FATAL] [sig       ] Exception retrieving result for ZH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.680067] [FATAL] [sig       ] Exception retrieving result for ZIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.680105] [FATAL] [sig       ] Exception retrieving result for ZIP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.680787] [FATAL] [sig       ] Exception retrieving result for ZK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.681689] [FATAL] [sig       ] Exception retrieving result for ZKH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.681758] [FATAL] [sig       ] Exception retrieving result for ZTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.681822] [FATAL] [sig       ] Exception retrieving result for ZTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.681867] [FATAL] [sig       ] Exception retrieving result for ZTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.681905] [FATAL] [sig       ] Exception retrieving result for ZVIA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.681943] [FATAL] [sig       ] Exception retrieving result for ZWS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:26:54.702004] [WARN ] [sig       ] Parallel forecasting completed in 1.3s
[2025-09-24T22:26:54.702178] [WARN ] [sig       ] Success rate: 0.0% (0/2077 symbols)
[2025-09-24T22:26:54.702235] [INFO ] [sig       ] ==================================================
[2025-09-24T22:26:54.702287] [INFO ] [sig       ] Parallel forecasts complete: 0/2077 symbols succeeded
[2025-09-24T22:26:54.702385] [WARN ] [sig       ] Failed symbols: AA, AAT, AB, ABBV, ABCB, ABEV, ABG, ABM, ABR, ACA, ACCO, ACI, ACM, ACN, ACR, ACRE, ACV, ACVA, ADC, ADCT, ADM, ADX, AEFC, AEM, AEO, AER, AES, AESI, AFB, AFG, AFGB, AFGC, AFGE, AFL, AGCO, AGD, AGI, AGL, AGM, AGO, AGRO, AGX, AHH, AHR, AHT, AI, AIG, AIN, AIO, AIR, AIT, AIV, AIZ, AIZN, AL, ALB, ALEX, ALG, ALIT, ALL, ALLE, ALLY, ALSN, ALTG, ALUR, ALV, ALX, AM, AMBC, AMBP, AMC, AMCR, AME, AMG, AMH, AMN, AMP, AMPX, AMPY, AMR, AMRC, AMT, AMTB, AMTD, AMWL, AMX, AN, ANET, ANF, ANRO, ANVS, AOD, AOMR, AON, AORT, AOS, AP, APD, APG, APLE, APO, APOS, APTV, AQN, AQNB, AR, ARCO, ARDC, ARDT, ARE, ARES, ARI, ARIS, ARLO, ARMK, AROC, ARR, ARW, AS, ASA, ASAN, ASB, ASBA, ASC, ASG, ASGI, ASH, ASIX, ASPN, ASR, ASX, ATEN, ATGE, ATHM, ATHS, ATI, ATKR, ATMU, ATO, ATR, ATS, AU, AUB, AUNA, AVA, AVAL, AVB, AVD, AVK, AVNS, AVTR, AVY, AWF, AWI, AWK, AWP, AWR, AX, AXL, AXS, AXTA, AYI, AZO, AZZ, BA, BABA, BAC, BAK, BALL, BAM, BANC, BAP, BARK, BAX, BBAI, BBAR, BBD, BBDO, BBN, BBU, BBUC, BBVA, BBW, BBWI, BBY, BC, BCAT, BCC, BCE, BCH, BCSF, BCX, BDC, BDJ, BDN, BDX, BEKE, BEN, BEP, BEPC, BEPH, BEPJ, BFAM, BFH, BFLY, BFS, BFZ, BG, BGB, BGH, BGR, BGS, BGSF, BGT, BGX, BGY, BH, BHC, BHE, BHK, BHP, BHR, BHVN, BILL, BIO, BIP, BIPC, BIPH, BIPI, BIPJ, BIRK, BIT, BK, BKH, BKKT, BKN, BKSY, BKT, BKU, BKV, BLCO, BLD, BLDR, BLE, BLK, BLND, BLW, BLX, BMA, BME, BMEZ, BMI, BMN, BMO, BMY, BN, BNED, BNH, BNJ, BNL, BNS, BNT, BNY, BOC, BOE, BOH, BOND, BOOT, BORR, BOW, BOX, BP, BR, BRBR, BRC, BRCC, BRO, BRT, BRW, BRX, BSAC, BSBR, BSL, BSM, BST, BSTZ, BSX, BTA, BTCM, BTE, BTI, BTO, BTU, BTZ, BUD, BUI, BURL, BUXX, BV, BVN, BW, BWA, BWG, BWLP, BWMX, BWSN, BWXT, BX, BXC, BXMT, BXMX, BXP, BXSL, BY, BYD, BYM, BZH, C, CAAP, CABO, CACI, CADE, CAE, CAF, CAG, CAL, CALX, CANG, CAPL, CARR, CARS, CAT, CATO, CAVA, CB, CBAN, CBL, CBNA, CBRE, CBT, CBU, CBZ, CC, CCI, CCIF, CCJ, CCK, CCL, CCO, CCRD, CCS, CCU, CDE, CDP, CE, CEE, CEPU, CF, CFG, CFR, CGAU, CGV, CHCT, CHD, CHE, CHGG, CHH, CHMI, CHT, CHPT, CHWY, CHN, CI, CIA, CIB, CIEN, CIF, CIG, CII, CIM, CIMN, CINT, CIO, CION, CIVI, CLB, CLCO, CLDT, CLF, CLPR, CLS, CLVT, CLW, CM, CMA, CMC, CMCM, CMG, CMI, CMRE, CMS, CMSA, CMSC, CMSD, CMTG, CMU, CNA, CNC, CNF, CNH, CNK, CNMD, CNNE, CNO, CNP, CNQ, CNX, CODI, COF, COHR, COLD, COMP, CON, COOK, COP, COR, COTY, COUR, CP, CPA, CPAY, CPF, CPK, CPNG, CPRI, CPS, CQP, CR, CRBG, CRC, CRGY, CRH, CRI, CRK, CRM, CRS, CRT, CSAN, CSL, CSR, CSTM, CSV, CTBB, CTDD, CTO, CTOS, CTRA, CTRE, CTRI, CTS, CTVA, CUBE, CUBI, CUK, CULP, CURB, CURV, CVE, CVI, CVLG, CVNA, CVS, CVX, CW, CWAN, CWH, CWK, CWT, CX, CXE, CXH, CXM, CXT, CXW, CYD, CYH, D, DAL, DAN, DAO, DAR, DAVA, DAY, DBI, DBL, DCI, DCO, DD, DDD, DDL, DDS, DE, DEA, DECK, DELL, DEO, DFH, DFIN, DFP, DG, DGX, DHF, DHI, DHT, DIAX, DIN, DINO, DIS, DK, DKS, DLNG, DLR, DLX, DLY, DMA, DMB, DMO, DNA, DNOW, DNP, DOCN, DOCS, DOLE, DOUG, DOV, DOW, DPG, DRD, DRI, DRLL, DSL, DSM, DSMC, DSU, DSX, DT, DTB, DTE, DTG, DTM, DTW, DUK, DUKB, DV, DVA, DVN, DX, DXC, DXYZ, DY, E, EAF, EAI, EARN, EB, EBF, EBR, EBS, EC, ECAT, ECC, ECG, ECO, ECVT, ED, EDN, EDF, EDD, EDU, EE, EEA, EEX, EFR, EFX, EFXT, EG, EGO, EGY, EHC, EHI, EIC, EIG, EIX, EL, ELAN, ELC, ELF, ELME, ELP, ELS, ELV, EMD, EME, EMF, EMN, EMR, ENB, ENFY, ENO, ENOV, ENR, ENS, ENVA, EOD, EOG, EOI, EOS, EPAC, EPAM, EPC, EPD, EPR, EPRT, EQH, EQNR, EQR, EQT, EQV, ERJ, ERO, ES, ESAB, ESE, ESI, ESNT, ESRT, ESS, ESTC, ETB, ETD, ETG, ETJ, ETN, ETO, ETR, ETV, ETW, ETX, ETY, EVC, EVEX, EVF, EVG, EVH, EVN, EVR, EVTC, EVTL, EVTR, EW, EXG, EXK, EXP, EXPD, EXR, F, FAF, FBIN, FBK, FBP, FBRT, FC, FCF, FCN, FCPT, FCT, FCX, FDP, FDS, FDX, FE, FERG, FET, FF, FFA, FFC, FFWM, FG, FGN, FHI, FHN, FI, FICO, FIGS, FIHL, FINS, FINV, FIS, FIX, FLC, FLG, FLNG, FLO, FLR, FLS, FLUT, FLXR, FMC, FMN, FMS, FMX, FMY, FN, FNB, FND, FNF, FNV, FOA, FOF, FOR, FOUR, FPF, FPH, FPI, FR, FRA, FRGE, FRO, FRT, FSCO, FSK, FSLY, FSM, FSS, FT, FTHY, FTI, FTK, FTS, FTV, FTWO, FUBO, FUL, FUN, FVR, FVRR, FXED, G, GAB, GAM, GAP, GATX, GBAB, GBCI, GBTG, GBX, GCI, GCO, GCTS, GCV, GD, GDDY, GDIV, GDL, GDO, GDOT, GDV, GE, GEF, GEL, GENI, GEO, GES, GETY, GEV, GF, GFF, GFI, GFL, GGB, GGG, GGT, GGZ, GHC, GHI, GHLD, GHM, GHY, GIB, GIC, GIL, GIS, GKOS, GL, GLOB, GLP, GLW, GM, GME, GMED, GMRE, GNE, GNK, GNL, GNRC, GNT, GNTY, GNW, GOF, GOLF, GOOS, GOTU, GPC, GPJA, GPK, GPMT, GPN, GPOR, GPRK, GRBK, GRC, GRDN, GRMN, GRND, GRNT, GROV, GRX, GS, GSBD, GSK, GSL, GTES, GTLS, GTN, GTY, GUG, GUT, GVA, GWH, GWRE, GWW, GXO, GYLD, H, HAE, HAFN, HAL, HASI, HBB, HBI, HBM, HCA, HCI, HCC, HD, HDB, HE, HEI, HEQ, HESM, HFRO, HGER, HGLB, HGV, HHH, HI, HIG, HII, HIMS, HIO, HIPO, HIW, HIX, HKD, HLIO, HL, HLF, HLI, HLLY, HLN, HLT, HLX, HMC, HMN, HMY, HNI, HOG, HOMB, HOUS, HOV, HP, HPE, HPF, HPI, HPP, HPQ, HPS, HQH, HQL, HR, HRB, HRI, HRL, HRTG, HSBC, HSHP, HSY, HTD, HTGC, HTH, HUBB, HUBS, HUM, HUN, HUYA, HVT, HWM, HXL, HY, HYI, HYT, HYTR, HZO, IAE, IAG, IBM, IBN, IBP, IBTA, ICE, ICL, IDA, IDE, IDT, IEX, IFF, IFN, IFS, IGA, IGD, IGI, IGR, IH, IIIN, IHG, IMAX, IHD, IIF, IHS, IIPR, IIM, INFA, INFY, ING, INGM, INGR, INN, INSP, INSW, INVH, INVX, IOT, IP, IPG, IPI, IQI, IQV, IR, IRM, IRS, IRT, ISD, IT, ITGR, ITUB, ITW, IVR, IVT, IVZ, IX, J, JBGS, JBI, JBL, JBND, JCE, JCI, JEF, JEQ, JFR, JGH, JHG, JHI, JHS, JHX, JILL, JKS, JLL, JLS, JMIA, JNJ, JOBY, JOE, JOF, JPC, JPM, JQC, JRI, JRS, JXN, K, KAI, KAR, KB, KBDC, KBH, KBR, KD, KEN, KEP, KEX, KEYS, KF, KFRC, KFS, KFY, KGC, KGS, KIM, KIO, KKR, KKRS, KLC, KLG, KMPB, KMPR, KMT, KMX, KN, KNF, KNOP, KNSL, KNTK, KNX, KODK, KOF, KOP, KORE, KOS, KR, KRC, KREF, KRG, KRP, KSS, KT, KTB, KTF, KVYO, KW, KWR, KYN, L, LAC, LAD, LADR, LANV, LAW, LAZ, LB, LBRT, LC, LCII, LDI, LDOS, LDP, LEA, LEG, LEN, LEO, LEVI, LFT, LGI, LH, LHX, LII, LION, LITB, LLY, LMND, LMT, LNC, LND, LNG, LNN, LOAR, LOB, LOCL, LOMA, LOW, LPG, LPL, LPX, LRN, LSPD, LTC, LTH, LTM, LU, LUMN, LUV, LVS, LVWR, LW, LXFR, LXP, LXU, LYB, LYG, LYV, LZB, LZM, M, MA, MAA, MAC, MAGN, MAIN, MAN, MANU, MAS, MATV, MATX, MAX, MBC, MBI, MC, MCB, MCI, MCK, MCN, MCO, MCR, MCS, MCY, MD, MDST, MDT, MDU, MDV, MEC, MED, MEG, MEGI, MEI, MET, MFA, MFAN, MFAO, MFC, MFG, MFM, MG, MGA, MGF, MGM, MGR, MGRB, MGRD, MGRE, MGY, MHD, MHF, MHK, MHN, MHO, MIN, MIR, MITP, MITT, MIY, MKC, MKL, MLI, MLM, MLNK, MLP, MLR, MMC, MMD, MMI, MMM, MMS, MMT, MMU, MNR, MNSO, MOD, MODG, MOH, MOS, MOV, MP, MPA, MPC, MPLX, MPV, MPW, MPX, MQT, MQY, MRC, MRK, MS, MSA, MSB, MSCI, MSD, MSDL, MSGE, MSGS, MSI, MSM, MT, MTAL, MTB, MTD, MTDR, MTG, MTH, MTN, MTRN, MTUS, MTW, MTX, MTZ, MUA, MUC, MUE, MUFG, MUJ, MUR, MUSA, MUX, MVF, MVO, MVT, MWA, MX, MXF, MYD, MYE, MYI, MYN, NABL, NAC, NAD, NAN, NAT, NATL, NAZ, NBB, NBHC, NBR, NBXG, NC, NCA, NCDL, NCLH, NCV, NCZ, NDMO, NE, NEA, NEE, NEM, NET, NEU, NEUE, NEXA, NFG, NFJ, NGG, NGL, NGS, NGVC, NGVT, NHI, NIC, NIE, NIM, NINE, NJR, NKX, NLOP, NLY, NMAI, NMCO, NMG, NMI, NMM, NMR, NMS, NMT, NMZ, NNI, NNN, NNY, NOA, NOAH, NOC, NOG, NOK, NOMD, NOTE, NOV, NPCT, NPFD, NPK, NPO, NPV, NPWR, NQP, NRDY, NREF, NRGV, NRK, NRP, NRT, NRUC, NSP, NTB, NTR, NTST, NU, NUS, NUV, NUVB, NUW, NVGS, NVO, NVR, NVRI, NVS, NVST, NVT, NWG, NWN, NX, NXC, NXDT, NXE, NXG, NXJ, NXN, NXP, NXRT, NYT, NZF, OBDC, OBK, OC, OCFT, ODC, ODV, OEC, OFG, OGE, OGN, OGS, OHI, OI, OIA, OII, OIS, OKE, OLN, OLP, OMC, OMF, OMI, ONIT, ONL, ONON, ONTF, ONTO, OOMA, OPAD, OPFI, OR, ORA, ORC, ORN, OSCR, OTIS, OUT, OVV, OWL, OWLT, OXM, PAAS, PAC, PACK, PACS, PAG, PAGS, PAI, PAM, PAR, PARR, PATH, PAXS, PAY, PAYC, PB, PBA, PBF, PBH, PBI, PBR, PBT, PCF, PCM, PCN, PCOR, PCQ, PD, PDI, PDM, PDO, PDS, PDT, PDX, PEB, PEN, PEO, PERF, PFD, PFGC, PFH, PFL, PFLT, PFN, PFO, PFS, PFSI, PGP, PGRE, PGZ, PH, PHD, PHG, PHI, PHIN, PHK, PHR, PHT, PII, PIM, PINE, PINS, PIPR, PJT, PK, PKE, PKG, PKST, PKX, PL, PLD, PLOW, PLYM, PML, PMM, PMO, PMT, PNI, PNNT, PNW, POST, PPG, PPT, PR, PRA, PRG, PRGO, PRH, PRI, PRIM, PRLB, PRM, PRMB, PRO, PRT, PRU, PSF, PSA, PSBD, PSFE, PSN, PSO, PSQH, PSTG, PSTL, PSX, PTA, PTY, PUK, PUMP, PVH, PVL, PWR, QD, QGEN, QS, QSR, QTWO, QUAD, QVCC, QVCD, QXO, R, RA, RACE, RAMP, RBA, RBC, RBLX, RBOT, RBRK, RC, RCI, RCS, RCUS, RDDT, RDN, RDW, RDY, RELX, RERE, RES, RFL, RF, REVG, REZI, REXR, REX, RFI, RFM, RFMZ, RGA, RGT, RH, RHI, RHP, RIG, RIO, RITM, RIV, RJF, RKT, RL, RLI, RLJ, RLTY, RLX, RM, RMAX, RMD, RMI, RMM, RMMZ, RMT, RNG, RNGR, RNP, RNR, RNST, ROG, ROK, ROL, RPM, RPT, RQI, RRC, RRX, RS, RSF, RSG, RSI, RSKD, RTO, RTX, RVLV, RVT, RVTY, RWT, RXO, RY, RYAM, RYAN, RYI, RYN, RZB, RZC, S, SA, SABA, SAFE, SAH, SAM, SAN, SAND, SAP, SAR, SARO, SB, SBH, SBI, SBR, SBS, SBSI, SBSW, SCCO, SCD, SCI, SCL, SCM, SCS, SD, SDHC, SDHY, SDRL, SEE, SEG, SEI, SEM, SEMR, SF, SFB, SFBS, SFL, SG, SGHC, SGU, SHAK, SHCO, SHEL, SHG, SHO, SHOC, SHW, SID, SIG, SII, SILA, SITC, SITE, SJM, SJT, SKE, SKIL, SKLZ, SKM, SKT, SKY, SLB, SLF, SLG, SLGN, SLQT, SLVM, SM, SMBK, SMC, SMFG, SMG, SMHI, SMP, SMRT, SMWB, SN, SNA, SNAP, SNDA, SNDR, SNN, SNV, SNX, SOBO, SOC, SOJC, SOJD, SOJE, SOL, SOLV, SON, SONY, SOR, SOS, SPB, SPCE, SPE, SPG, SPGI, SPH, SPHR, SPIR, SPMC, SPNT, SPOT, SPR, SPRU, SPXC, SPXX, SQM, SQNS, SR, SRE, SREA, SRFM, SRG, SRI, SRV, SSB, SSD, SSL, SST, SSTK, ST, STAG, STC, STE, STEL, STEM, STEW, STK, STLA, STM, STN, STNG, STRV, STT, STVN, STWD, STXD, STXE, STXG, STXK, STXT, STXV, STZ, SU, SUI, SUN, SUPV, SUZ, SVV, SW, SWK, SWX, SWZ, SXC, SXI, SXT, SYF, SYK, SYY, T, TAC, TAK, TAL, TALO, TAP, TBB, TBBB, TBI, TBN, TD, TDC, TDF, TDG, TDOC, TDS, TDW, TDY, TEAF, TECK, TEF, TEI, TEL, TEN, TEO, TEVA, TEX, TFC, TFII, TFIN, TFPM, TFX, TG, TGLS, TGNA, TGS, TGT, THC, THG, THIR, THLV, THO, THQ, THR, THS, THW, TIMB, TISI, TIXT, TJX, TK, TKC, TKO, TKR, TLK, TLYS, TM, TME, TMHC, TMO, TNC, TNET, TNK, TNL, TOST, TPB, TPC, TPH, TPL, TPR, TPVG, TPYP, TPZ, TR, TRAK, TRC, TREX, TRGP, TRN, TRNO, TROX, TRP, TRTX, TRU, TRV, TS, TSE, TSI, TSLX, TSM, TSN, TSQ, TT, TTC, TTE, TTI, TU, TUYA, TV, TVC, TVE, TWI, TWLO, TWN, TWO, TX, TXNM, TXO, TXT, TY, TYG, TYL, U, UA, UAA, UAN, UBER, UBS, UCB, UDR, UE, UFI, UGI, UGP, UHAL, UHS, UHT, UI, UIS, UL, ULS, UMC, UMH, UNF, UNFI, UNH, UNM, UNMA, UNP, UP, UPS, URI, USA, USAC, USB, USFD, USNA, USPH, UTF, UTI, UTL, UTZ, UVE, UVV, UWMC, UZD, UZE, UZF, V, VAC, VAL, VALE, VATE, VBF, VCV, VEEV, VEL, VET, VFC, VGI, VGM, VHI, VICI, VIK, VIPS, VIRT, VIST, VIV, VKQ, VLN, VLO, VLRS, VLT, VLTO, VMC, VMI, VMO, VNCE, VNO, VNT, VOC, VOYA, VPG, VPV, VRE, VRT, VRTS, VSCO, VSH, VST, VSTS, VTEX, VTLE, VTMX, VTN, VTOL, VTR, VTS, VVR, VVV, VVX, VYX, VZ, W, WAB, WAL, WAT, WBS, WBX, WCC, WCN, WD, WDH, WDI, WDS, WEA, WEAV, WEC, WELL, WES, WEX, WF, WFC, WFG, WGO, WH, WHD, WHG, WHR, WIA, WINN, WIT, WIW, WK, WKC, WLK, WLKP, WLY, WM, WMB, WMK, WMS, WNC, WNS, WOLF, WOR, WOW, WPC, WPM, WPP, WRB, WRBY, WS, WSM, WSO, WSR, WST, WT, WTI, WTRG, WTS, WTTR, WU, WWW, WY, XFLT, XHR, XOM, XPER, XPEV, XPO, XPOF, XPRO, XYF, XYL, YALA, YELP, YETI, YEXT, YOU, YPF, YRD, YSG, YUM, YUMC, ZBH, ZEPP, ZETA, ZGN, ZH, ZIM, ZIP, ZK, ZKH, ZTO, ZTR, ZTS, ZVIA, ZWS
[2025-09-24T22:27:08.613686] [INFO ] [sig       ] Generating forecasts for all active symbols (parallel mode)
[2025-09-24T22:27:08.613787] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T22:27:08.614046] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T22:27:08.614631] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T22:27:08.614713] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:27:08.615060] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T22:27:08.615130] [INFO ] [sig       ] Starting parallel forecasting with 24 worker processes for 2077 symbols
[2025-09-24T22:27:08.742787] [FATAL] [sig       ] Exception retrieving result for AA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746522] [FATAL] [sig       ] Exception retrieving result for AAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746590] [FATAL] [sig       ] Exception retrieving result for AB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746651] [FATAL] [sig       ] Exception retrieving result for ABBV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746704] [FATAL] [sig       ] Exception retrieving result for ABCB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746755] [FATAL] [sig       ] Exception retrieving result for ABEV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746805] [FATAL] [sig       ] Exception retrieving result for ABG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746855] [FATAL] [sig       ] Exception retrieving result for ABM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746905] [FATAL] [sig       ] Exception retrieving result for ABR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.746953] [FATAL] [sig       ] Exception retrieving result for ACA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747013] [FATAL] [sig       ] Exception retrieving result for ACCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747064] [FATAL] [sig       ] Exception retrieving result for ACI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747117] [FATAL] [sig       ] Exception retrieving result for ACM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747172] [FATAL] [sig       ] Exception retrieving result for ACN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747221] [FATAL] [sig       ] Exception retrieving result for ACR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747267] [FATAL] [sig       ] Exception retrieving result for ACRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747315] [FATAL] [sig       ] Exception retrieving result for ACV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747364] [FATAL] [sig       ] Exception retrieving result for ACVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747413] [FATAL] [sig       ] Exception retrieving result for ADC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747460] [FATAL] [sig       ] Exception retrieving result for ADCT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747515] [FATAL] [sig       ] Exception retrieving result for ADM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747564] [FATAL] [sig       ] Exception retrieving result for ADX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.747610] [FATAL] [sig       ] Exception retrieving result for AEFC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.749835] [FATAL] [sig       ] Exception retrieving result for AEM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.751920] [FATAL] [sig       ] Exception retrieving result for AEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.751975] [FATAL] [sig       ] Exception retrieving result for AER: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752039] [FATAL] [sig       ] Exception retrieving result for AES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752089] [FATAL] [sig       ] Exception retrieving result for AESI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752138] [FATAL] [sig       ] Exception retrieving result for AFB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752186] [FATAL] [sig       ] Exception retrieving result for AFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752235] [FATAL] [sig       ] Exception retrieving result for AFGB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752287] [FATAL] [sig       ] Exception retrieving result for AFGC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752335] [FATAL] [sig       ] Exception retrieving result for AFGE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752386] [FATAL] [sig       ] Exception retrieving result for AFL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752437] [FATAL] [sig       ] Exception retrieving result for AGCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752495] [FATAL] [sig       ] Exception retrieving result for AGD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752543] [FATAL] [sig       ] Exception retrieving result for AGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752591] [FATAL] [sig       ] Exception retrieving result for AGL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752644] [FATAL] [sig       ] Exception retrieving result for AGM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752692] [FATAL] [sig       ] Exception retrieving result for AGO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752738] [FATAL] [sig       ] Exception retrieving result for AGRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752792] [FATAL] [sig       ] Exception retrieving result for AGX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752838] [FATAL] [sig       ] Exception retrieving result for AHH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752885] [FATAL] [sig       ] Exception retrieving result for AHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752935] [FATAL] [sig       ] Exception retrieving result for AHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.752982] [FATAL] [sig       ] Exception retrieving result for AI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.756790] [FATAL] [sig       ] Exception retrieving result for AIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757286] [FATAL] [sig       ] Exception retrieving result for AIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757343] [FATAL] [sig       ] Exception retrieving result for AIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757394] [FATAL] [sig       ] Exception retrieving result for AIR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757443] [FATAL] [sig       ] Exception retrieving result for AIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757490] [FATAL] [sig       ] Exception retrieving result for AIV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757538] [FATAL] [sig       ] Exception retrieving result for AIZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757586] [FATAL] [sig       ] Exception retrieving result for AIZN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757644] [FATAL] [sig       ] Exception retrieving result for AL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757692] [FATAL] [sig       ] Exception retrieving result for ALB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757740] [FATAL] [sig       ] Exception retrieving result for ALEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757788] [FATAL] [sig       ] Exception retrieving result for ALG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757838] [FATAL] [sig       ] Exception retrieving result for ALIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757886] [FATAL] [sig       ] Exception retrieving result for ALL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757934] [FATAL] [sig       ] Exception retrieving result for ALLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.757981] [FATAL] [sig       ] Exception retrieving result for ALLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.758052] [FATAL] [sig       ] Exception retrieving result for ALSN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.758100] [FATAL] [sig       ] Exception retrieving result for ALTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.758147] [FATAL] [sig       ] Exception retrieving result for ALUR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.758194] [FATAL] [sig       ] Exception retrieving result for ALV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.758246] [FATAL] [sig       ] Exception retrieving result for ALX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.758293] [FATAL] [sig       ] Exception retrieving result for AM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.758343] [FATAL] [sig       ] Exception retrieving result for AMBC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.759317] [FATAL] [sig       ] Exception retrieving result for AMBP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.760638] [FATAL] [sig       ] Exception retrieving result for AMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.762630] [FATAL] [sig       ] Exception retrieving result for AMCR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.762809] [FATAL] [sig       ] Exception retrieving result for AME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.762869] [FATAL] [sig       ] Exception retrieving result for AMG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.762919] [FATAL] [sig       ] Exception retrieving result for AMH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.762968] [FATAL] [sig       ] Exception retrieving result for AMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763072] [FATAL] [sig       ] Exception retrieving result for AMP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763120] [FATAL] [sig       ] Exception retrieving result for AMPX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763180] [FATAL] [sig       ] Exception retrieving result for AMPY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763231] [FATAL] [sig       ] Exception retrieving result for AMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763278] [FATAL] [sig       ] Exception retrieving result for AMRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763325] [FATAL] [sig       ] Exception retrieving result for AMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763371] [FATAL] [sig       ] Exception retrieving result for AMTB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763429] [FATAL] [sig       ] Exception retrieving result for AMTD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763478] [FATAL] [sig       ] Exception retrieving result for AMWL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763524] [FATAL] [sig       ] Exception retrieving result for AMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763570] [FATAL] [sig       ] Exception retrieving result for AN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763616] [FATAL] [sig       ] Exception retrieving result for ANET: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763662] [FATAL] [sig       ] Exception retrieving result for ANF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763709] [FATAL] [sig       ] Exception retrieving result for ANRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763757] [FATAL] [sig       ] Exception retrieving result for ANVS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.763803] [FATAL] [sig       ] Exception retrieving result for AOD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.764457] [FATAL] [sig       ] Exception retrieving result for AOMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768340] [FATAL] [sig       ] Exception retrieving result for AON: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768456] [FATAL] [sig       ] Exception retrieving result for AORT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768506] [FATAL] [sig       ] Exception retrieving result for AOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768554] [FATAL] [sig       ] Exception retrieving result for AP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768601] [FATAL] [sig       ] Exception retrieving result for APD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768647] [FATAL] [sig       ] Exception retrieving result for APG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768694] [FATAL] [sig       ] Exception retrieving result for APLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768742] [FATAL] [sig       ] Exception retrieving result for APO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768788] [FATAL] [sig       ] Exception retrieving result for APOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768833] [FATAL] [sig       ] Exception retrieving result for APTV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768879] [FATAL] [sig       ] Exception retrieving result for AQN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768925] [FATAL] [sig       ] Exception retrieving result for AQNB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.768971] [FATAL] [sig       ] Exception retrieving result for AR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769023] [FATAL] [sig       ] Exception retrieving result for ARCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769065] [FATAL] [sig       ] Exception retrieving result for ARDC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769102] [FATAL] [sig       ] Exception retrieving result for ARDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769137] [FATAL] [sig       ] Exception retrieving result for ARE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769172] [FATAL] [sig       ] Exception retrieving result for ARES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769207] [FATAL] [sig       ] Exception retrieving result for ARI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769243] [FATAL] [sig       ] Exception retrieving result for ARIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769277] [FATAL] [sig       ] Exception retrieving result for ARLO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.769320] [FATAL] [sig       ] Exception retrieving result for ARMK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.770128] [FATAL] [sig       ] Exception retrieving result for AROC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773333] [FATAL] [sig       ] Exception retrieving result for ARR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773397] [FATAL] [sig       ] Exception retrieving result for ARW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773451] [FATAL] [sig       ] Exception retrieving result for AS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773500] [FATAL] [sig       ] Exception retrieving result for ASA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773548] [FATAL] [sig       ] Exception retrieving result for ASAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773595] [FATAL] [sig       ] Exception retrieving result for ASB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773642] [FATAL] [sig       ] Exception retrieving result for ASBA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773688] [FATAL] [sig       ] Exception retrieving result for ASC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773734] [FATAL] [sig       ] Exception retrieving result for ASG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773779] [FATAL] [sig       ] Exception retrieving result for ASGI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773825] [FATAL] [sig       ] Exception retrieving result for ASH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773885] [FATAL] [sig       ] Exception retrieving result for ASIX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773933] [FATAL] [sig       ] Exception retrieving result for ASPN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.773979] [FATAL] [sig       ] Exception retrieving result for ASR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774045] [FATAL] [sig       ] Exception retrieving result for ASX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774096] [FATAL] [sig       ] Exception retrieving result for ATEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774143] [FATAL] [sig       ] Exception retrieving result for ATGE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774190] [FATAL] [sig       ] Exception retrieving result for ATHM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774237] [FATAL] [sig       ] Exception retrieving result for ATHS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774283] [FATAL] [sig       ] Exception retrieving result for ATI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774329] [FATAL] [sig       ] Exception retrieving result for ATKR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.774376] [FATAL] [sig       ] Exception retrieving result for ATMU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.775036] [FATAL] [sig       ] Exception retrieving result for ATO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.777227] [FATAL] [sig       ] Exception retrieving result for ATR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778245] [FATAL] [sig       ] Exception retrieving result for ATS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778300] [FATAL] [sig       ] Exception retrieving result for AU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778348] [FATAL] [sig       ] Exception retrieving result for AUB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778395] [FATAL] [sig       ] Exception retrieving result for AUNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778442] [FATAL] [sig       ] Exception retrieving result for AVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778492] [FATAL] [sig       ] Exception retrieving result for AVAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778548] [FATAL] [sig       ] Exception retrieving result for AVB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778594] [FATAL] [sig       ] Exception retrieving result for AVD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778644] [FATAL] [sig       ] Exception retrieving result for AVK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778703] [FATAL] [sig       ] Exception retrieving result for AVNS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778755] [FATAL] [sig       ] Exception retrieving result for AVTR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778804] [FATAL] [sig       ] Exception retrieving result for AVY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778858] [FATAL] [sig       ] Exception retrieving result for AWF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778908] [FATAL] [sig       ] Exception retrieving result for AWI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.778957] [FATAL] [sig       ] Exception retrieving result for AWK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.779015] [FATAL] [sig       ] Exception retrieving result for AWP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.779074] [FATAL] [sig       ] Exception retrieving result for AWR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.779112] [FATAL] [sig       ] Exception retrieving result for AX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.779146] [FATAL] [sig       ] Exception retrieving result for AXL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.779181] [FATAL] [sig       ] Exception retrieving result for AXS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.779215] [FATAL] [sig       ] Exception retrieving result for AXTA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.781105] [FATAL] [sig       ] Exception retrieving result for AZO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.782440] [FATAL] [sig       ] Exception retrieving result for BA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.783909] [FATAL] [sig       ] Exception retrieving result for BABA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784067] [FATAL] [sig       ] Exception retrieving result for AYI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784107] [FATAL] [sig       ] Exception retrieving result for AZZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784147] [FATAL] [sig       ] Exception retrieving result for BAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784183] [FATAL] [sig       ] Exception retrieving result for BAK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784219] [FATAL] [sig       ] Exception retrieving result for BALL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784254] [FATAL] [sig       ] Exception retrieving result for BAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784297] [FATAL] [sig       ] Exception retrieving result for BANC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784333] [FATAL] [sig       ] Exception retrieving result for BAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784368] [FATAL] [sig       ] Exception retrieving result for BARK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784404] [FATAL] [sig       ] Exception retrieving result for BAX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784440] [FATAL] [sig       ] Exception retrieving result for BBAI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784476] [FATAL] [sig       ] Exception retrieving result for BBAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784515] [FATAL] [sig       ] Exception retrieving result for BBD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784551] [FATAL] [sig       ] Exception retrieving result for BBDO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784592] [FATAL] [sig       ] Exception retrieving result for BBN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784629] [FATAL] [sig       ] Exception retrieving result for BBU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784674] [FATAL] [sig       ] Exception retrieving result for BBUC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784711] [FATAL] [sig       ] Exception retrieving result for BBVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784746] [FATAL] [sig       ] Exception retrieving result for BBW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.784781] [FATAL] [sig       ] Exception retrieving result for BBWI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.789236] [FATAL] [sig       ] Exception retrieving result for BDJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790064] [FATAL] [sig       ] Exception retrieving result for BBY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790208] [FATAL] [sig       ] Exception retrieving result for BEKE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790253] [FATAL] [sig       ] Exception retrieving result for BDX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790294] [FATAL] [sig       ] Exception retrieving result for BC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790334] [FATAL] [sig       ] Exception retrieving result for BCC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790372] [FATAL] [sig       ] Exception retrieving result for BDN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790412] [FATAL] [sig       ] Exception retrieving result for BCX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790463] [FATAL] [sig       ] Exception retrieving result for BCE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790503] [FATAL] [sig       ] Exception retrieving result for BEP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790542] [FATAL] [sig       ] Exception retrieving result for BEPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790591] [FATAL] [sig       ] Exception retrieving result for BDC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790631] [FATAL] [sig       ] Exception retrieving result for BCH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790670] [FATAL] [sig       ] Exception retrieving result for BEPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790708] [FATAL] [sig       ] Exception retrieving result for BEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790748] [FATAL] [sig       ] Exception retrieving result for BCSF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790787] [FATAL] [sig       ] Exception retrieving result for BCAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790831] [FATAL] [sig       ] Exception retrieving result for BEPJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790871] [FATAL] [sig       ] Exception retrieving result for BFAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790910] [FATAL] [sig       ] Exception retrieving result for BFH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.790953] [FATAL] [sig       ] Exception retrieving result for BFLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.791002] [FATAL] [sig       ] Exception retrieving result for BFS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.791044] [FATAL] [sig       ] Exception retrieving result for BFZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.791685] [FATAL] [sig       ] Exception retrieving result for BG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.794922] [FATAL] [sig       ] Exception retrieving result for BGB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.794976] [FATAL] [sig       ] Exception retrieving result for BGH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795027] [FATAL] [sig       ] Exception retrieving result for BGR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795068] [FATAL] [sig       ] Exception retrieving result for BGS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795108] [FATAL] [sig       ] Exception retrieving result for BGSF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795147] [FATAL] [sig       ] Exception retrieving result for BGT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795186] [FATAL] [sig       ] Exception retrieving result for BGX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795225] [FATAL] [sig       ] Exception retrieving result for BGY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795264] [FATAL] [sig       ] Exception retrieving result for BH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795303] [FATAL] [sig       ] Exception retrieving result for BHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795343] [FATAL] [sig       ] Exception retrieving result for BHE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795381] [FATAL] [sig       ] Exception retrieving result for BHK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795420] [FATAL] [sig       ] Exception retrieving result for BHP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795459] [FATAL] [sig       ] Exception retrieving result for BHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795500] [FATAL] [sig       ] Exception retrieving result for BHVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795543] [FATAL] [sig       ] Exception retrieving result for BILL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795583] [FATAL] [sig       ] Exception retrieving result for BIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795624] [FATAL] [sig       ] Exception retrieving result for BIP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795663] [FATAL] [sig       ] Exception retrieving result for BIPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795702] [FATAL] [sig       ] Exception retrieving result for BIPH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795741] [FATAL] [sig       ] Exception retrieving result for BIPI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.795784] [FATAL] [sig       ] Exception retrieving result for BIPJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.796963] [FATAL] [sig       ] Exception retrieving result for BIRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.798301] [FATAL] [sig       ] Exception retrieving result for BIT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.800308] [FATAL] [sig       ] Exception retrieving result for BK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.800669] [FATAL] [sig       ] Exception retrieving result for BKH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801515] [FATAL] [sig       ] Exception retrieving result for BKKT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801568] [FATAL] [sig       ] Exception retrieving result for BKN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801609] [FATAL] [sig       ] Exception retrieving result for BKSY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801649] [FATAL] [sig       ] Exception retrieving result for BKT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801689] [FATAL] [sig       ] Exception retrieving result for BKU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801730] [FATAL] [sig       ] Exception retrieving result for BKV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801769] [FATAL] [sig       ] Exception retrieving result for BLCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801809] [FATAL] [sig       ] Exception retrieving result for BLD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801849] [FATAL] [sig       ] Exception retrieving result for BLDR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801889] [FATAL] [sig       ] Exception retrieving result for BLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801928] [FATAL] [sig       ] Exception retrieving result for BLK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.801968] [FATAL] [sig       ] Exception retrieving result for BLND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.802021] [FATAL] [sig       ] Exception retrieving result for BLW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.802065] [FATAL] [sig       ] Exception retrieving result for BLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.802113] [FATAL] [sig       ] Exception retrieving result for BMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.802154] [FATAL] [sig       ] Exception retrieving result for BME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.802193] [FATAL] [sig       ] Exception retrieving result for BMEZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.802232] [FATAL] [sig       ] Exception retrieving result for BMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.802272] [FATAL] [sig       ] Exception retrieving result for BMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.804078] [FATAL] [sig       ] Exception retrieving result for BMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806165] [FATAL] [sig       ] Exception retrieving result for BMY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806220] [FATAL] [sig       ] Exception retrieving result for BN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806270] [FATAL] [sig       ] Exception retrieving result for BNED: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806317] [FATAL] [sig       ] Exception retrieving result for BNH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806363] [FATAL] [sig       ] Exception retrieving result for BNJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806409] [FATAL] [sig       ] Exception retrieving result for BNL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806456] [FATAL] [sig       ] Exception retrieving result for BNS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806507] [FATAL] [sig       ] Exception retrieving result for BNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806560] [FATAL] [sig       ] Exception retrieving result for BNY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806608] [FATAL] [sig       ] Exception retrieving result for BOC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806654] [FATAL] [sig       ] Exception retrieving result for BOE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806701] [FATAL] [sig       ] Exception retrieving result for BOH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806747] [FATAL] [sig       ] Exception retrieving result for BOND: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806794] [FATAL] [sig       ] Exception retrieving result for BOOT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806841] [FATAL] [sig       ] Exception retrieving result for BORR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806889] [FATAL] [sig       ] Exception retrieving result for BOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.806945] [FATAL] [sig       ] Exception retrieving result for BOX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.807002] [FATAL] [sig       ] Exception retrieving result for BP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.807051] [FATAL] [sig       ] Exception retrieving result for BR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.807099] [FATAL] [sig       ] Exception retrieving result for BRBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.807156] [FATAL] [sig       ] Exception retrieving result for BRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.807204] [FATAL] [sig       ] Exception retrieving result for BRCC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.809716] [FATAL] [sig       ] Exception retrieving result for BRO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811049] [FATAL] [sig       ] Exception retrieving result for BRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811101] [FATAL] [sig       ] Exception retrieving result for BRW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811143] [FATAL] [sig       ] Exception retrieving result for BRX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811185] [FATAL] [sig       ] Exception retrieving result for BSAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811226] [FATAL] [sig       ] Exception retrieving result for BSBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811268] [FATAL] [sig       ] Exception retrieving result for BSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811308] [FATAL] [sig       ] Exception retrieving result for BSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811348] [FATAL] [sig       ] Exception retrieving result for BST: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811390] [FATAL] [sig       ] Exception retrieving result for BSTZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811432] [FATAL] [sig       ] Exception retrieving result for BSX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811477] [FATAL] [sig       ] Exception retrieving result for BTA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811528] [FATAL] [sig       ] Exception retrieving result for BTCM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811572] [FATAL] [sig       ] Exception retrieving result for BTE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811618] [FATAL] [sig       ] Exception retrieving result for BTI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811662] [FATAL] [sig       ] Exception retrieving result for BTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811705] [FATAL] [sig       ] Exception retrieving result for BTU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811747] [FATAL] [sig       ] Exception retrieving result for BTZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811789] [FATAL] [sig       ] Exception retrieving result for BUD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811831] [FATAL] [sig       ] Exception retrieving result for BUI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811872] [FATAL] [sig       ] Exception retrieving result for BURL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811919] [FATAL] [sig       ] Exception retrieving result for BUXX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.811963] [FATAL] [sig       ] Exception retrieving result for BV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.813129] [FATAL] [sig       ] Exception retrieving result for BVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816049] [FATAL] [sig       ] Exception retrieving result for BW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816100] [FATAL] [sig       ] Exception retrieving result for BWA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816149] [FATAL] [sig       ] Exception retrieving result for BWG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816191] [FATAL] [sig       ] Exception retrieving result for BWLP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816230] [FATAL] [sig       ] Exception retrieving result for BWMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816269] [FATAL] [sig       ] Exception retrieving result for BWSN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816307] [FATAL] [sig       ] Exception retrieving result for BWXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816345] [FATAL] [sig       ] Exception retrieving result for BX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816383] [FATAL] [sig       ] Exception retrieving result for BXC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816421] [FATAL] [sig       ] Exception retrieving result for BXMT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816459] [FATAL] [sig       ] Exception retrieving result for BXMX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816496] [FATAL] [sig       ] Exception retrieving result for BXP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816541] [FATAL] [sig       ] Exception retrieving result for BXSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816580] [FATAL] [sig       ] Exception retrieving result for BY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816617] [FATAL] [sig       ] Exception retrieving result for BYD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816655] [FATAL] [sig       ] Exception retrieving result for BYM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816693] [FATAL] [sig       ] Exception retrieving result for BZH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816732] [FATAL] [sig       ] Exception retrieving result for C: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816776] [FATAL] [sig       ] Exception retrieving result for CAAP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816816] [FATAL] [sig       ] Exception retrieving result for CABO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816855] [FATAL] [sig       ] Exception retrieving result for CACI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.816894] [FATAL] [sig       ] Exception retrieving result for CADE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.819105] [FATAL] [sig       ] Exception retrieving result for CAE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.820717] [FATAL] [sig       ] Exception retrieving result for CAF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.820764] [FATAL] [sig       ] Exception retrieving result for CAG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.820804] [FATAL] [sig       ] Exception retrieving result for CAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.820848] [FATAL] [sig       ] Exception retrieving result for CALX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.820888] [FATAL] [sig       ] Exception retrieving result for CANG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.820927] [FATAL] [sig       ] Exception retrieving result for CAPL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.820966] [FATAL] [sig       ] Exception retrieving result for CARR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821014] [FATAL] [sig       ] Exception retrieving result for CARS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821054] [FATAL] [sig       ] Exception retrieving result for CAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821093] [FATAL] [sig       ] Exception retrieving result for CATO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821132] [FATAL] [sig       ] Exception retrieving result for CAVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821174] [FATAL] [sig       ] Exception retrieving result for CB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821214] [FATAL] [sig       ] Exception retrieving result for CBAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821252] [FATAL] [sig       ] Exception retrieving result for CBL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821291] [FATAL] [sig       ] Exception retrieving result for CBNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821330] [FATAL] [sig       ] Exception retrieving result for CBRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821380] [FATAL] [sig       ] Exception retrieving result for CBT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821419] [FATAL] [sig       ] Exception retrieving result for CBU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821457] [FATAL] [sig       ] Exception retrieving result for CBZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821496] [FATAL] [sig       ] Exception retrieving result for CC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821535] [FATAL] [sig       ] Exception retrieving result for CCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.821574] [FATAL] [sig       ] Exception retrieving result for CCIF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.824918] [FATAL] [sig       ] Exception retrieving result for CCJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825106] [FATAL] [sig       ] Exception retrieving result for CCK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825319] [FATAL] [sig       ] Exception retrieving result for CCL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825361] [FATAL] [sig       ] Exception retrieving result for CCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825400] [FATAL] [sig       ] Exception retrieving result for CCRD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825443] [FATAL] [sig       ] Exception retrieving result for CCS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825483] [FATAL] [sig       ] Exception retrieving result for CCU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825522] [FATAL] [sig       ] Exception retrieving result for CDE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825560] [FATAL] [sig       ] Exception retrieving result for CDP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825598] [FATAL] [sig       ] Exception retrieving result for CE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825635] [FATAL] [sig       ] Exception retrieving result for CEE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825673] [FATAL] [sig       ] Exception retrieving result for CEPU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825710] [FATAL] [sig       ] Exception retrieving result for CF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825748] [FATAL] [sig       ] Exception retrieving result for CFG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825786] [FATAL] [sig       ] Exception retrieving result for CFR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825824] [FATAL] [sig       ] Exception retrieving result for CGAU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825862] [FATAL] [sig       ] Exception retrieving result for CGV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825900] [FATAL] [sig       ] Exception retrieving result for CHCT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825938] [FATAL] [sig       ] Exception retrieving result for CHD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.825976] [FATAL] [sig       ] Exception retrieving result for CHE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.826026] [FATAL] [sig       ] Exception retrieving result for CHGG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.826065] [FATAL] [sig       ] Exception retrieving result for CHH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.826103] [FATAL] [sig       ] Exception retrieving result for CHMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.827036] [FATAL] [sig       ] Exception retrieving result for CHN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830232] [FATAL] [sig       ] Exception retrieving result for CHPT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830392] [FATAL] [sig       ] Exception retrieving result for CHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830437] [FATAL] [sig       ] Exception retrieving result for CHWY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830477] [FATAL] [sig       ] Exception retrieving result for CI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830517] [FATAL] [sig       ] Exception retrieving result for CIA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830557] [FATAL] [sig       ] Exception retrieving result for CIB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830599] [FATAL] [sig       ] Exception retrieving result for CIEN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830636] [FATAL] [sig       ] Exception retrieving result for CIF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830673] [FATAL] [sig       ] Exception retrieving result for CIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830710] [FATAL] [sig       ] Exception retrieving result for CII: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830747] [FATAL] [sig       ] Exception retrieving result for CIM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830784] [FATAL] [sig       ] Exception retrieving result for CIMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830822] [FATAL] [sig       ] Exception retrieving result for CINT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830858] [FATAL] [sig       ] Exception retrieving result for CIO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830895] [FATAL] [sig       ] Exception retrieving result for CION: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830933] [FATAL] [sig       ] Exception retrieving result for CIVI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.830969] [FATAL] [sig       ] Exception retrieving result for CLB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.831036] [FATAL] [sig       ] Exception retrieving result for CLCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.831092] [FATAL] [sig       ] Exception retrieving result for CLDT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.831130] [FATAL] [sig       ] Exception retrieving result for CLF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.831163] [FATAL] [sig       ] Exception retrieving result for CLPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.831196] [FATAL] [sig       ] Exception retrieving result for CLS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.834502] [FATAL] [sig       ] Exception retrieving result for CLVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.834833] [FATAL] [sig       ] Exception retrieving result for CLW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.834878] [FATAL] [sig       ] Exception retrieving result for CM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.834915] [FATAL] [sig       ] Exception retrieving result for CMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.834949] [FATAL] [sig       ] Exception retrieving result for CMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.834982] [FATAL] [sig       ] Exception retrieving result for CMCM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835027] [FATAL] [sig       ] Exception retrieving result for CMG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835061] [FATAL] [sig       ] Exception retrieving result for CMI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835099] [FATAL] [sig       ] Exception retrieving result for CMRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835134] [FATAL] [sig       ] Exception retrieving result for CMS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835168] [FATAL] [sig       ] Exception retrieving result for CMSA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835202] [FATAL] [sig       ] Exception retrieving result for CMSC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835236] [FATAL] [sig       ] Exception retrieving result for CMSD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835270] [FATAL] [sig       ] Exception retrieving result for CMTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835304] [FATAL] [sig       ] Exception retrieving result for CMU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835338] [FATAL] [sig       ] Exception retrieving result for CNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835372] [FATAL] [sig       ] Exception retrieving result for CNC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835406] [FATAL] [sig       ] Exception retrieving result for CNF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835440] [FATAL] [sig       ] Exception retrieving result for CNH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835474] [FATAL] [sig       ] Exception retrieving result for CNK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835507] [FATAL] [sig       ] Exception retrieving result for CNMD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835544] [FATAL] [sig       ] Exception retrieving result for CNNE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.835583] [FATAL] [sig       ] Exception retrieving result for CNO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.837374] [FATAL] [sig       ] Exception retrieving result for CNP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839367] [FATAL] [sig       ] Exception retrieving result for CNQ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839599] [FATAL] [sig       ] Exception retrieving result for CNX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839650] [FATAL] [sig       ] Exception retrieving result for CODI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839697] [FATAL] [sig       ] Exception retrieving result for COF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839743] [FATAL] [sig       ] Exception retrieving result for COHR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839788] [FATAL] [sig       ] Exception retrieving result for COLD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839834] [FATAL] [sig       ] Exception retrieving result for COMP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839879] [FATAL] [sig       ] Exception retrieving result for CON: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839932] [FATAL] [sig       ] Exception retrieving result for COOK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.839978] [FATAL] [sig       ] Exception retrieving result for COP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840035] [FATAL] [sig       ] Exception retrieving result for COR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840080] [FATAL] [sig       ] Exception retrieving result for COTY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840125] [FATAL] [sig       ] Exception retrieving result for COUR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840170] [FATAL] [sig       ] Exception retrieving result for CP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840215] [FATAL] [sig       ] Exception retrieving result for CPA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840260] [FATAL] [sig       ] Exception retrieving result for CPAY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840305] [FATAL] [sig       ] Exception retrieving result for CPF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840348] [FATAL] [sig       ] Exception retrieving result for CPK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840393] [FATAL] [sig       ] Exception retrieving result for CPNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840438] [FATAL] [sig       ] Exception retrieving result for CPRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840483] [FATAL] [sig       ] Exception retrieving result for CPS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.840528] [FATAL] [sig       ] Exception retrieving result for CQP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.841170] [FATAL] [sig       ] Exception retrieving result for CR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.841975] [FATAL] [sig       ] Exception retrieving result for CRBG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844092] [FATAL] [sig       ] Exception retrieving result for CRC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844672] [FATAL] [sig       ] Exception retrieving result for CRGY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844727] [FATAL] [sig       ] Exception retrieving result for CRH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844775] [FATAL] [sig       ] Exception retrieving result for CRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844822] [FATAL] [sig       ] Exception retrieving result for CRK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844868] [FATAL] [sig       ] Exception retrieving result for CRM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844914] [FATAL] [sig       ] Exception retrieving result for CRS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.844963] [FATAL] [sig       ] Exception retrieving result for CRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845046] [FATAL] [sig       ] Exception retrieving result for CSAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845101] [FATAL] [sig       ] Exception retrieving result for CSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845148] [FATAL] [sig       ] Exception retrieving result for CSR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845195] [FATAL] [sig       ] Exception retrieving result for CSTM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845240] [FATAL] [sig       ] Exception retrieving result for CSV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845287] [FATAL] [sig       ] Exception retrieving result for CTBB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845340] [FATAL] [sig       ] Exception retrieving result for CTDD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845394] [FATAL] [sig       ] Exception retrieving result for CTO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845442] [FATAL] [sig       ] Exception retrieving result for CTOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845489] [FATAL] [sig       ] Exception retrieving result for CTRA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845538] [FATAL] [sig       ] Exception retrieving result for CTRE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845592] [FATAL] [sig       ] Exception retrieving result for CTRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.845641] [FATAL] [sig       ] Exception retrieving result for CTS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.846283] [FATAL] [sig       ] Exception retrieving result for CTVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.849653] [FATAL] [sig       ] Exception retrieving result for CUBE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.849856] [FATAL] [sig       ] Exception retrieving result for CUBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850019] [FATAL] [sig       ] Exception retrieving result for CUK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850070] [FATAL] [sig       ] Exception retrieving result for CULP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850117] [FATAL] [sig       ] Exception retrieving result for CURB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850163] [FATAL] [sig       ] Exception retrieving result for CURV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850209] [FATAL] [sig       ] Exception retrieving result for CVE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850256] [FATAL] [sig       ] Exception retrieving result for CVI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850301] [FATAL] [sig       ] Exception retrieving result for CVLG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850348] [FATAL] [sig       ] Exception retrieving result for CVNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850395] [FATAL] [sig       ] Exception retrieving result for CVS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850451] [FATAL] [sig       ] Exception retrieving result for CVX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850498] [FATAL] [sig       ] Exception retrieving result for CW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850544] [FATAL] [sig       ] Exception retrieving result for CWAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850595] [FATAL] [sig       ] Exception retrieving result for CWH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850644] [FATAL] [sig       ] Exception retrieving result for CWK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850691] [FATAL] [sig       ] Exception retrieving result for CWT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850738] [FATAL] [sig       ] Exception retrieving result for CX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850785] [FATAL] [sig       ] Exception retrieving result for CXE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850831] [FATAL] [sig       ] Exception retrieving result for CXH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850878] [FATAL] [sig       ] Exception retrieving result for CXM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.850924] [FATAL] [sig       ] Exception retrieving result for CXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.852336] [FATAL] [sig       ] Exception retrieving result for CXW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.852775] [FATAL] [sig       ] Exception retrieving result for CYD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.854395] [FATAL] [sig       ] Exception retrieving result for CYH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855232] [FATAL] [sig       ] Exception retrieving result for D: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855283] [FATAL] [sig       ] Exception retrieving result for DAL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855324] [FATAL] [sig       ] Exception retrieving result for DAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855363] [FATAL] [sig       ] Exception retrieving result for DAO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855398] [FATAL] [sig       ] Exception retrieving result for DAR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855433] [FATAL] [sig       ] Exception retrieving result for DAVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855469] [FATAL] [sig       ] Exception retrieving result for DAY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855504] [FATAL] [sig       ] Exception retrieving result for DBI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855541] [FATAL] [sig       ] Exception retrieving result for DBL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855577] [FATAL] [sig       ] Exception retrieving result for DCI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855620] [FATAL] [sig       ] Exception retrieving result for DCO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855657] [FATAL] [sig       ] Exception retrieving result for DD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855703] [FATAL] [sig       ] Exception retrieving result for DDD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855750] [FATAL] [sig       ] Exception retrieving result for DDL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855798] [FATAL] [sig       ] Exception retrieving result for DDS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855845] [FATAL] [sig       ] Exception retrieving result for DE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855893] [FATAL] [sig       ] Exception retrieving result for DEA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855931] [FATAL] [sig       ] Exception retrieving result for DECK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.855966] [FATAL] [sig       ] Exception retrieving result for DELL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.856012] [FATAL] [sig       ] Exception retrieving result for DEO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.856937] [FATAL] [sig       ] Exception retrieving result for DFH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860122] [FATAL] [sig       ] Exception retrieving result for DFIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860182] [FATAL] [sig       ] Exception retrieving result for DFP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860227] [FATAL] [sig       ] Exception retrieving result for DG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860271] [FATAL] [sig       ] Exception retrieving result for DGX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860313] [FATAL] [sig       ] Exception retrieving result for DHF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860355] [FATAL] [sig       ] Exception retrieving result for DHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860397] [FATAL] [sig       ] Exception retrieving result for DHT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860439] [FATAL] [sig       ] Exception retrieving result for DIAX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860480] [FATAL] [sig       ] Exception retrieving result for DIN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860522] [FATAL] [sig       ] Exception retrieving result for DINO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860562] [FATAL] [sig       ] Exception retrieving result for DIS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860611] [FATAL] [sig       ] Exception retrieving result for DK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860657] [FATAL] [sig       ] Exception retrieving result for DKS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860706] [FATAL] [sig       ] Exception retrieving result for DLNG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860756] [FATAL] [sig       ] Exception retrieving result for DLR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860800] [FATAL] [sig       ] Exception retrieving result for DLX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860844] [FATAL] [sig       ] Exception retrieving result for DLY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860887] [FATAL] [sig       ] Exception retrieving result for DMA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860930] [FATAL] [sig       ] Exception retrieving result for DMB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.860973] [FATAL] [sig       ] Exception retrieving result for DMO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.861026] [FATAL] [sig       ] Exception retrieving result for DNA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.861069] [FATAL] [sig       ] Exception retrieving result for DNOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.862203] [FATAL] [sig       ] Exception retrieving result for DNP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865343] [FATAL] [sig       ] Exception retrieving result for DOCN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865402] [FATAL] [sig       ] Exception retrieving result for DOCS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865452] [FATAL] [sig       ] Exception retrieving result for DOLE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865500] [FATAL] [sig       ] Exception retrieving result for DOUG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865548] [FATAL] [sig       ] Exception retrieving result for DOV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865596] [FATAL] [sig       ] Exception retrieving result for DOW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865642] [FATAL] [sig       ] Exception retrieving result for DPG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865688] [FATAL] [sig       ] Exception retrieving result for DRD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865734] [FATAL] [sig       ] Exception retrieving result for DRI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865780] [FATAL] [sig       ] Exception retrieving result for DRLL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865826] [FATAL] [sig       ] Exception retrieving result for DSL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865872] [FATAL] [sig       ] Exception retrieving result for DSM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865917] [FATAL] [sig       ] Exception retrieving result for DSMC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.865963] [FATAL] [sig       ] Exception retrieving result for DSU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866039] [FATAL] [sig       ] Exception retrieving result for DSX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866102] [FATAL] [sig       ] Exception retrieving result for DT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866152] [FATAL] [sig       ] Exception retrieving result for DTB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866199] [FATAL] [sig       ] Exception retrieving result for DTE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866246] [FATAL] [sig       ] Exception retrieving result for DTG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866292] [FATAL] [sig       ] Exception retrieving result for DTM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866338] [FATAL] [sig       ] Exception retrieving result for DTW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.866383] [FATAL] [sig       ] Exception retrieving result for DUK: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.868228] [FATAL] [sig       ] Exception retrieving result for DUKB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870193] [FATAL] [sig       ] Exception retrieving result for DV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870238] [FATAL] [sig       ] Exception retrieving result for DVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870275] [FATAL] [sig       ] Exception retrieving result for DVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870309] [FATAL] [sig       ] Exception retrieving result for DX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870343] [FATAL] [sig       ] Exception retrieving result for DXC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870377] [FATAL] [sig       ] Exception retrieving result for DXYZ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870410] [FATAL] [sig       ] Exception retrieving result for DY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870444] [FATAL] [sig       ] Exception retrieving result for E: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870481] [FATAL] [sig       ] Exception retrieving result for EAF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870515] [FATAL] [sig       ] Exception retrieving result for EAI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870549] [FATAL] [sig       ] Exception retrieving result for EARN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870583] [FATAL] [sig       ] Exception retrieving result for EB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870616] [FATAL] [sig       ] Exception retrieving result for EBF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870649] [FATAL] [sig       ] Exception retrieving result for EBR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870682] [FATAL] [sig       ] Exception retrieving result for EBS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870715] [FATAL] [sig       ] Exception retrieving result for EC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870748] [FATAL] [sig       ] Exception retrieving result for ECAT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870785] [FATAL] [sig       ] Exception retrieving result for ECC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870819] [FATAL] [sig       ] Exception retrieving result for ECG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870852] [FATAL] [sig       ] Exception retrieving result for ECO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870886] [FATAL] [sig       ] Exception retrieving result for ECVT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.870919] [FATAL] [sig       ] Exception retrieving result for ED: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.872008] [FATAL] [sig       ] Exception retrieving result for EDD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.874897] [FATAL] [sig       ] Exception retrieving result for EDF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.874945] [FATAL] [sig       ] Exception retrieving result for EDN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.874994] [FATAL] [sig       ] Exception retrieving result for EDU: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875033] [FATAL] [sig       ] Exception retrieving result for EE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875070] [FATAL] [sig       ] Exception retrieving result for EEA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875107] [FATAL] [sig       ] Exception retrieving result for EEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875143] [FATAL] [sig       ] Exception retrieving result for EFR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875179] [FATAL] [sig       ] Exception retrieving result for EFX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875214] [FATAL] [sig       ] Exception retrieving result for EFXT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875249] [FATAL] [sig       ] Exception retrieving result for EG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875285] [FATAL] [sig       ] Exception retrieving result for EGO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875320] [FATAL] [sig       ] Exception retrieving result for EGY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875355] [FATAL] [sig       ] Exception retrieving result for EHC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875389] [FATAL] [sig       ] Exception retrieving result for EHI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875424] [FATAL] [sig       ] Exception retrieving result for EIC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875458] [FATAL] [sig       ] Exception retrieving result for EIG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875494] [FATAL] [sig       ] Exception retrieving result for EIX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875529] [FATAL] [sig       ] Exception retrieving result for EL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875569] [FATAL] [sig       ] Exception retrieving result for ELAN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875605] [FATAL] [sig       ] Exception retrieving result for ELC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875640] [FATAL] [sig       ] Exception retrieving result for ELF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.875674] [FATAL] [sig       ] Exception retrieving result for ELME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.879322] [FATAL] [sig       ] Exception retrieving result for ELP: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880306] [FATAL] [sig       ] Exception retrieving result for ELS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880352] [FATAL] [sig       ] Exception retrieving result for ELV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880390] [FATAL] [sig       ] Exception retrieving result for EMD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880427] [FATAL] [sig       ] Exception retrieving result for EME: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880464] [FATAL] [sig       ] Exception retrieving result for EMF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880501] [FATAL] [sig       ] Exception retrieving result for EMN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880538] [FATAL] [sig       ] Exception retrieving result for EMR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880574] [FATAL] [sig       ] Exception retrieving result for ENB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880690] [FATAL] [sig       ] Exception retrieving result for ENFY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880728] [FATAL] [sig       ] Exception retrieving result for ENO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880764] [FATAL] [sig       ] Exception retrieving result for ENOV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880801] [FATAL] [sig       ] Exception retrieving result for ENR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880837] [FATAL] [sig       ] Exception retrieving result for ENS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880873] [FATAL] [sig       ] Exception retrieving result for ENVA: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880909] [FATAL] [sig       ] Exception retrieving result for EOD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.880950] [FATAL] [sig       ] Exception retrieving result for EOG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.881007] [FATAL] [sig       ] Exception retrieving result for EOI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.881046] [FATAL] [sig       ] Exception retrieving result for EOS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.881082] [FATAL] [sig       ] Exception retrieving result for EPAC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.881123] [FATAL] [sig       ] Exception retrieving result for EPAM: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.881161] [FATAL] [sig       ] Exception retrieving result for EPC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.881198] [FATAL] [sig       ] Exception retrieving result for EPD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.882465] [FATAL] [sig       ] Exception retrieving result for EPR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.886532] [FATAL] [sig       ] Exception retrieving result for EPRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887023] [FATAL] [sig       ] Exception retrieving result for EQH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887257] [FATAL] [sig       ] Exception retrieving result for EQNR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887302] [FATAL] [sig       ] Exception retrieving result for EQR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887340] [FATAL] [sig       ] Exception retrieving result for EQT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887376] [FATAL] [sig       ] Exception retrieving result for EQV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887412] [FATAL] [sig       ] Exception retrieving result for ERJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887448] [FATAL] [sig       ] Exception retrieving result for ERO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887483] [FATAL] [sig       ] Exception retrieving result for ES: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887519] [FATAL] [sig       ] Exception retrieving result for ESAB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887554] [FATAL] [sig       ] Exception retrieving result for ESE: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887592] [FATAL] [sig       ] Exception retrieving result for ESI: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887629] [FATAL] [sig       ] Exception retrieving result for ESNT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887664] [FATAL] [sig       ] Exception retrieving result for ESRT: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887699] [FATAL] [sig       ] Exception retrieving result for ESS: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887734] [FATAL] [sig       ] Exception retrieving result for ESTC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887769] [FATAL] [sig       ] Exception retrieving result for ETB: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887804] [FATAL] [sig       ] Exception retrieving result for ETD: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887839] [FATAL] [sig       ] Exception retrieving result for ETG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887875] [FATAL] [sig       ] Exception retrieving result for ETJ: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887910] [FATAL] [sig       ] Exception retrieving result for ETN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.887950] [FATAL] [sig       ] Exception retrieving result for ETO: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.889141] [FATAL] [sig       ] Exception retrieving result for ETR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.891265] [FATAL] [sig       ] Exception retrieving result for ETV: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892448] [FATAL] [sig       ] Exception retrieving result for ETW: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892494] [FATAL] [sig       ] Exception retrieving result for ETX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892531] [FATAL] [sig       ] Exception retrieving result for ETY: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892567] [FATAL] [sig       ] Exception retrieving result for EVC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892602] [FATAL] [sig       ] Exception retrieving result for EVEX: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892639] [FATAL] [sig       ] Exception retrieving result for EVF: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892673] [FATAL] [sig       ] Exception retrieving result for EVG: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892707] [FATAL] [sig       ] Exception retrieving result for EVH: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892741] [FATAL] [sig       ] Exception retrieving result for EVN: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892779] [FATAL] [sig       ] Exception retrieving result for EVR: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892884] [FATAL] [sig       ] Exception retrieving result for EVTC: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:27:08.892931] [FATAL] [sig       ] Exception retrieving result for EVTL: Can't get local object '_parallel_execute.<locals>.process_symbol_with_tracking'
[2025-09-24T22:29:18.774199] [INFO ] [sig       ] Generating forecasts for all active symbols (parallel mode)
[2025-09-24T22:29:18.774303] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T22:29:18.774481] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T22:29:18.775053] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T22:29:18.775136] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:29:18.775473] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T22:29:18.775539] [INFO ] [sig       ] Starting parallel forecasting with 24 worker processes for 2077 symbols
[2025-09-24T22:29:18.904351] [FATAL] [sig       ] Exception retrieving result for AA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905545] [FATAL] [sig       ] Exception retrieving result for AAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905610] [FATAL] [sig       ] Exception retrieving result for AB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905664] [FATAL] [sig       ] Exception retrieving result for ABBV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905723] [FATAL] [sig       ] Exception retrieving result for ABCB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905782] [FATAL] [sig       ] Exception retrieving result for ABEV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905835] [FATAL] [sig       ] Exception retrieving result for ABG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905883] [FATAL] [sig       ] Exception retrieving result for ABM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905931] [FATAL] [sig       ] Exception retrieving result for ABR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.905978] [FATAL] [sig       ] Exception retrieving result for ACA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906044] [FATAL] [sig       ] Exception retrieving result for ACCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906097] [FATAL] [sig       ] Exception retrieving result for ACI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906145] [FATAL] [sig       ] Exception retrieving result for ACM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906192] [FATAL] [sig       ] Exception retrieving result for ACN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906246] [FATAL] [sig       ] Exception retrieving result for ACR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906299] [FATAL] [sig       ] Exception retrieving result for ACRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906347] [FATAL] [sig       ] Exception retrieving result for ACV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906399] [FATAL] [sig       ] Exception retrieving result for ACVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906447] [FATAL] [sig       ] Exception retrieving result for ADC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906498] [FATAL] [sig       ] Exception retrieving result for ADCT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906546] [FATAL] [sig       ] Exception retrieving result for ADM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906594] [FATAL] [sig       ] Exception retrieving result for ADX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.906641] [FATAL] [sig       ] Exception retrieving result for AEFC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.907578] [FATAL] [sig       ] Exception retrieving result for AEM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.910658] [FATAL] [sig       ] Exception retrieving result for AEO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.910715] [FATAL] [sig       ] Exception retrieving result for AER: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.910764] [FATAL] [sig       ] Exception retrieving result for AES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.910811] [FATAL] [sig       ] Exception retrieving result for AESI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.910857] [FATAL] [sig       ] Exception retrieving result for AFB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.910910] [FATAL] [sig       ] Exception retrieving result for AFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.910956] [FATAL] [sig       ] Exception retrieving result for AFGB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911018] [FATAL] [sig       ] Exception retrieving result for AFGC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911066] [FATAL] [sig       ] Exception retrieving result for AFGE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911117] [FATAL] [sig       ] Exception retrieving result for AFL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911163] [FATAL] [sig       ] Exception retrieving result for AGCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911208] [FATAL] [sig       ] Exception retrieving result for AGD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911254] [FATAL] [sig       ] Exception retrieving result for AGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911305] [FATAL] [sig       ] Exception retrieving result for AGL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911364] [FATAL] [sig       ] Exception retrieving result for AGM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911426] [FATAL] [sig       ] Exception retrieving result for AGO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911473] [FATAL] [sig       ] Exception retrieving result for AGRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911520] [FATAL] [sig       ] Exception retrieving result for AGX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911566] [FATAL] [sig       ] Exception retrieving result for AHH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911613] [FATAL] [sig       ] Exception retrieving result for AHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911660] [FATAL] [sig       ] Exception retrieving result for AHT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.911716] [FATAL] [sig       ] Exception retrieving result for AI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.912402] [FATAL] [sig       ] Exception retrieving result for AIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.914849] [FATAL] [sig       ] Exception retrieving result for AIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.915845] [FATAL] [sig       ] Exception retrieving result for AIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.915895] [FATAL] [sig       ] Exception retrieving result for AIR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.915953] [FATAL] [sig       ] Exception retrieving result for AIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916011] [FATAL] [sig       ] Exception retrieving result for AIV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916061] [FATAL] [sig       ] Exception retrieving result for AIZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916108] [FATAL] [sig       ] Exception retrieving result for AIZN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916160] [FATAL] [sig       ] Exception retrieving result for AL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916206] [FATAL] [sig       ] Exception retrieving result for ALB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916255] [FATAL] [sig       ] Exception retrieving result for ALEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916310] [FATAL] [sig       ] Exception retrieving result for ALG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916361] [FATAL] [sig       ] Exception retrieving result for ALIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916408] [FATAL] [sig       ] Exception retrieving result for ALL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916460] [FATAL] [sig       ] Exception retrieving result for ALLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916507] [FATAL] [sig       ] Exception retrieving result for ALLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916558] [FATAL] [sig       ] Exception retrieving result for ALSN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916613] [FATAL] [sig       ] Exception retrieving result for ALTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916659] [FATAL] [sig       ] Exception retrieving result for ALUR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916706] [FATAL] [sig       ] Exception retrieving result for ALV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916751] [FATAL] [sig       ] Exception retrieving result for ALX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916797] [FATAL] [sig       ] Exception retrieving result for AM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.916843] [FATAL] [sig       ] Exception retrieving result for AMBC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.917543] [FATAL] [sig       ] Exception retrieving result for AMBP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921099] [FATAL] [sig       ] Exception retrieving result for AMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921160] [FATAL] [sig       ] Exception retrieving result for AMCR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921209] [FATAL] [sig       ] Exception retrieving result for AME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921265] [FATAL] [sig       ] Exception retrieving result for AMG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921316] [FATAL] [sig       ] Exception retrieving result for AMH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921361] [FATAL] [sig       ] Exception retrieving result for AMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921404] [FATAL] [sig       ] Exception retrieving result for AMP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921447] [FATAL] [sig       ] Exception retrieving result for AMPX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921499] [FATAL] [sig       ] Exception retrieving result for AMPY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921550] [FATAL] [sig       ] Exception retrieving result for AMR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921592] [FATAL] [sig       ] Exception retrieving result for AMRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921652] [FATAL] [sig       ] Exception retrieving result for AMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921694] [FATAL] [sig       ] Exception retrieving result for AMTB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921741] [FATAL] [sig       ] Exception retrieving result for AMTD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921786] [FATAL] [sig       ] Exception retrieving result for AMWL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921831] [FATAL] [sig       ] Exception retrieving result for AMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921872] [FATAL] [sig       ] Exception retrieving result for AN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921914] [FATAL] [sig       ] Exception retrieving result for ANET: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.921955] [FATAL] [sig       ] Exception retrieving result for ANF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.922020] [FATAL] [sig       ] Exception retrieving result for ANRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.922065] [FATAL] [sig       ] Exception retrieving result for ANVS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.922106] [FATAL] [sig       ] Exception retrieving result for AOD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.923278] [FATAL] [sig       ] Exception retrieving result for AOMR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.924623] [FATAL] [sig       ] Exception retrieving result for AON: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.925362] [FATAL] [sig       ] Exception retrieving result for AORT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.926779] [FATAL] [sig       ] Exception retrieving result for AOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.926826] [FATAL] [sig       ] Exception retrieving result for AP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.926864] [FATAL] [sig       ] Exception retrieving result for APD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.926901] [FATAL] [sig       ] Exception retrieving result for APG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.926947] [FATAL] [sig       ] Exception retrieving result for APLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.926991] [FATAL] [sig       ] Exception retrieving result for APO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927029] [FATAL] [sig       ] Exception retrieving result for APOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927098] [FATAL] [sig       ] Exception retrieving result for APTV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927148] [FATAL] [sig       ] Exception retrieving result for AQN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927187] [FATAL] [sig       ] Exception retrieving result for AQNB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927223] [FATAL] [sig       ] Exception retrieving result for AR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927258] [FATAL] [sig       ] Exception retrieving result for ARCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927295] [FATAL] [sig       ] Exception retrieving result for ARDC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927334] [FATAL] [sig       ] Exception retrieving result for ARDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927378] [FATAL] [sig       ] Exception retrieving result for ARE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927414] [FATAL] [sig       ] Exception retrieving result for ARES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927449] [FATAL] [sig       ] Exception retrieving result for ARI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927485] [FATAL] [sig       ] Exception retrieving result for ARIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927520] [FATAL] [sig       ] Exception retrieving result for ARLO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.927556] [FATAL] [sig       ] Exception retrieving result for ARMK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.928972] [FATAL] [sig       ] Exception retrieving result for AROC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.930843] [FATAL] [sig       ] Exception retrieving result for ARR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931694] [FATAL] [sig       ] Exception retrieving result for ARW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931743] [FATAL] [sig       ] Exception retrieving result for AS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931780] [FATAL] [sig       ] Exception retrieving result for ASA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931821] [FATAL] [sig       ] Exception retrieving result for ASAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931857] [FATAL] [sig       ] Exception retrieving result for ASB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931893] [FATAL] [sig       ] Exception retrieving result for ASBA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931928] [FATAL] [sig       ] Exception retrieving result for ASC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.931978] [FATAL] [sig       ] Exception retrieving result for ASG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932038] [FATAL] [sig       ] Exception retrieving result for ASGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932083] [FATAL] [sig       ] Exception retrieving result for ASH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932140] [FATAL] [sig       ] Exception retrieving result for ASIX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932195] [FATAL] [sig       ] Exception retrieving result for ASPN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932253] [FATAL] [sig       ] Exception retrieving result for ASR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932313] [FATAL] [sig       ] Exception retrieving result for ASX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932371] [FATAL] [sig       ] Exception retrieving result for ATEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932424] [FATAL] [sig       ] Exception retrieving result for ATGE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932478] [FATAL] [sig       ] Exception retrieving result for ATHM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932538] [FATAL] [sig       ] Exception retrieving result for ATHS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932591] [FATAL] [sig       ] Exception retrieving result for ATI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932647] [FATAL] [sig       ] Exception retrieving result for ATKR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.932713] [FATAL] [sig       ] Exception retrieving result for ATMU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.934392] [FATAL] [sig       ] Exception retrieving result for ATO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.935843] [FATAL] [sig       ] Exception retrieving result for ATR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.936846] [FATAL] [sig       ] Exception retrieving result for ATS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937079] [FATAL] [sig       ] Exception retrieving result for AU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937122] [FATAL] [sig       ] Exception retrieving result for AUB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937158] [FATAL] [sig       ] Exception retrieving result for AUNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937211] [FATAL] [sig       ] Exception retrieving result for AVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937263] [FATAL] [sig       ] Exception retrieving result for AVAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937300] [FATAL] [sig       ] Exception retrieving result for AVB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937335] [FATAL] [sig       ] Exception retrieving result for AVD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937370] [FATAL] [sig       ] Exception retrieving result for AVK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937412] [FATAL] [sig       ] Exception retrieving result for AVNS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937447] [FATAL] [sig       ] Exception retrieving result for AVTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937482] [FATAL] [sig       ] Exception retrieving result for AVY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937523] [FATAL] [sig       ] Exception retrieving result for AWF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937559] [FATAL] [sig       ] Exception retrieving result for AWI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937607] [FATAL] [sig       ] Exception retrieving result for AWK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937642] [FATAL] [sig       ] Exception retrieving result for AWP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937677] [FATAL] [sig       ] Exception retrieving result for AWR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937711] [FATAL] [sig       ] Exception retrieving result for AX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937745] [FATAL] [sig       ] Exception retrieving result for AXL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937779] [FATAL] [sig       ] Exception retrieving result for AXS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.937826] [FATAL] [sig       ] Exception retrieving result for AXTA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.938774] [FATAL] [sig       ] Exception retrieving result for AYI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.941653] [FATAL] [sig       ] Exception retrieving result for AZO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.941833] [FATAL] [sig       ] Exception retrieving result for AZZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.941875] [FATAL] [sig       ] Exception retrieving result for BA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.941911] [FATAL] [sig       ] Exception retrieving result for BABA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.941948] [FATAL] [sig       ] Exception retrieving result for BAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.941991] [FATAL] [sig       ] Exception retrieving result for BAK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942028] [FATAL] [sig       ] Exception retrieving result for BALL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942063] [FATAL] [sig       ] Exception retrieving result for BAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942098] [FATAL] [sig       ] Exception retrieving result for BANC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942134] [FATAL] [sig       ] Exception retrieving result for BAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942168] [FATAL] [sig       ] Exception retrieving result for BARK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942204] [FATAL] [sig       ] Exception retrieving result for BAX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942239] [FATAL] [sig       ] Exception retrieving result for BBAI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942274] [FATAL] [sig       ] Exception retrieving result for BBAR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942309] [FATAL] [sig       ] Exception retrieving result for BBD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942344] [FATAL] [sig       ] Exception retrieving result for BBDO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942385] [FATAL] [sig       ] Exception retrieving result for BBN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942421] [FATAL] [sig       ] Exception retrieving result for BBU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942463] [FATAL] [sig       ] Exception retrieving result for BBUC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942513] [FATAL] [sig       ] Exception retrieving result for BBVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942559] [FATAL] [sig       ] Exception retrieving result for BBW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.942604] [FATAL] [sig       ] Exception retrieving result for BBWI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.944567] [FATAL] [sig       ] Exception retrieving result for BBY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.946701] [FATAL] [sig       ] Exception retrieving result for BC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.946889] [FATAL] [sig       ] Exception retrieving result for BCAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.946940] [FATAL] [sig       ] Exception retrieving result for BCC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.946977] [FATAL] [sig       ] Exception retrieving result for BCE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947020] [FATAL] [sig       ] Exception retrieving result for BCH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947070] [FATAL] [sig       ] Exception retrieving result for BCSF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947106] [FATAL] [sig       ] Exception retrieving result for BCX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947142] [FATAL] [sig       ] Exception retrieving result for BDC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947182] [FATAL] [sig       ] Exception retrieving result for BDJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947228] [FATAL] [sig       ] Exception retrieving result for BDN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947273] [FATAL] [sig       ] Exception retrieving result for BDX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947309] [FATAL] [sig       ] Exception retrieving result for BEKE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947344] [FATAL] [sig       ] Exception retrieving result for BEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947381] [FATAL] [sig       ] Exception retrieving result for BEP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947417] [FATAL] [sig       ] Exception retrieving result for BEPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947452] [FATAL] [sig       ] Exception retrieving result for BEPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947487] [FATAL] [sig       ] Exception retrieving result for BEPJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947528] [FATAL] [sig       ] Exception retrieving result for BFAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947563] [FATAL] [sig       ] Exception retrieving result for BFH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947601] [FATAL] [sig       ] Exception retrieving result for BFLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947636] [FATAL] [sig       ] Exception retrieving result for BFS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.947680] [FATAL] [sig       ] Exception retrieving result for BFZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.948924] [FATAL] [sig       ] Exception retrieving result for BG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.950248] [FATAL] [sig       ] Exception retrieving result for BGB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.951531] [FATAL] [sig       ] Exception retrieving result for BGH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952285] [FATAL] [sig       ] Exception retrieving result for BGR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952330] [FATAL] [sig       ] Exception retrieving result for BGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952374] [FATAL] [sig       ] Exception retrieving result for BGSF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952411] [FATAL] [sig       ] Exception retrieving result for BGT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952446] [FATAL] [sig       ] Exception retrieving result for BGX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952480] [FATAL] [sig       ] Exception retrieving result for BGY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952514] [FATAL] [sig       ] Exception retrieving result for BH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952548] [FATAL] [sig       ] Exception retrieving result for BHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952582] [FATAL] [sig       ] Exception retrieving result for BHE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952616] [FATAL] [sig       ] Exception retrieving result for BHK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952657] [FATAL] [sig       ] Exception retrieving result for BHP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952701] [FATAL] [sig       ] Exception retrieving result for BHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952738] [FATAL] [sig       ] Exception retrieving result for BHVN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952773] [FATAL] [sig       ] Exception retrieving result for BILL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952807] [FATAL] [sig       ] Exception retrieving result for BIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952841] [FATAL] [sig       ] Exception retrieving result for BIP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952874] [FATAL] [sig       ] Exception retrieving result for BIPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952918] [FATAL] [sig       ] Exception retrieving result for BIPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.952958] [FATAL] [sig       ] Exception retrieving result for BIPI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.953024] [FATAL] [sig       ] Exception retrieving result for BIPJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.954099] [FATAL] [sig       ] Exception retrieving result for BIRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.956558] [FATAL] [sig       ] Exception retrieving result for BIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.957770] [FATAL] [sig       ] Exception retrieving result for BK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.957929] [FATAL] [sig       ] Exception retrieving result for BKH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.957979] [FATAL] [sig       ] Exception retrieving result for BKKT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958033] [FATAL] [sig       ] Exception retrieving result for BKN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958073] [FATAL] [sig       ] Exception retrieving result for BKSY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958114] [FATAL] [sig       ] Exception retrieving result for BKT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958158] [FATAL] [sig       ] Exception retrieving result for BKU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958198] [FATAL] [sig       ] Exception retrieving result for BKV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958237] [FATAL] [sig       ] Exception retrieving result for BLCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958277] [FATAL] [sig       ] Exception retrieving result for BLD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958316] [FATAL] [sig       ] Exception retrieving result for BLDR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958355] [FATAL] [sig       ] Exception retrieving result for BLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958392] [FATAL] [sig       ] Exception retrieving result for BLK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958431] [FATAL] [sig       ] Exception retrieving result for BLND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958469] [FATAL] [sig       ] Exception retrieving result for BLW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958507] [FATAL] [sig       ] Exception retrieving result for BLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958547] [FATAL] [sig       ] Exception retrieving result for BMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958585] [FATAL] [sig       ] Exception retrieving result for BME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958623] [FATAL] [sig       ] Exception retrieving result for BMEZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958661] [FATAL] [sig       ] Exception retrieving result for BMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.958699] [FATAL] [sig       ] Exception retrieving result for BMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.959576] [FATAL] [sig       ] Exception retrieving result for BMO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.960456] [FATAL] [sig       ] Exception retrieving result for BMY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.962436] [FATAL] [sig       ] Exception retrieving result for BN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963151] [FATAL] [sig       ] Exception retrieving result for BNED: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963280] [FATAL] [sig       ] Exception retrieving result for BNH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963322] [FATAL] [sig       ] Exception retrieving result for BNJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963365] [FATAL] [sig       ] Exception retrieving result for BNL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963404] [FATAL] [sig       ] Exception retrieving result for BNS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963444] [FATAL] [sig       ] Exception retrieving result for BNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963482] [FATAL] [sig       ] Exception retrieving result for BNY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963521] [FATAL] [sig       ] Exception retrieving result for BOC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963563] [FATAL] [sig       ] Exception retrieving result for BOE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963602] [FATAL] [sig       ] Exception retrieving result for BOH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963640] [FATAL] [sig       ] Exception retrieving result for BOND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963679] [FATAL] [sig       ] Exception retrieving result for BOOT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963717] [FATAL] [sig       ] Exception retrieving result for BORR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963755] [FATAL] [sig       ] Exception retrieving result for BOW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963793] [FATAL] [sig       ] Exception retrieving result for BOX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963832] [FATAL] [sig       ] Exception retrieving result for BP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963870] [FATAL] [sig       ] Exception retrieving result for BR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963909] [FATAL] [sig       ] Exception retrieving result for BRBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963948] [FATAL] [sig       ] Exception retrieving result for BRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.963995] [FATAL] [sig       ] Exception retrieving result for BRCC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.967912] [FATAL] [sig       ] Exception retrieving result for BRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968137] [FATAL] [sig       ] Exception retrieving result for BRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968359] [FATAL] [sig       ] Exception retrieving result for BRW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968404] [FATAL] [sig       ] Exception retrieving result for BRX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968444] [FATAL] [sig       ] Exception retrieving result for BSAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968484] [FATAL] [sig       ] Exception retrieving result for BSBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968524] [FATAL] [sig       ] Exception retrieving result for BSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968564] [FATAL] [sig       ] Exception retrieving result for BSM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968603] [FATAL] [sig       ] Exception retrieving result for BST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968641] [FATAL] [sig       ] Exception retrieving result for BSTZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968679] [FATAL] [sig       ] Exception retrieving result for BSX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968717] [FATAL] [sig       ] Exception retrieving result for BTA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968755] [FATAL] [sig       ] Exception retrieving result for BTCM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968793] [FATAL] [sig       ] Exception retrieving result for BTE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968836] [FATAL] [sig       ] Exception retrieving result for BTI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968876] [FATAL] [sig       ] Exception retrieving result for BTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968914] [FATAL] [sig       ] Exception retrieving result for BTU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.968952] [FATAL] [sig       ] Exception retrieving result for BTZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.969003] [FATAL] [sig       ] Exception retrieving result for BUD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.969045] [FATAL] [sig       ] Exception retrieving result for BUI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.969088] [FATAL] [sig       ] Exception retrieving result for BURL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.969128] [FATAL] [sig       ] Exception retrieving result for BUXX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.969166] [FATAL] [sig       ] Exception retrieving result for BV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.972514] [FATAL] [sig       ] Exception retrieving result for BVN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.972658] [FATAL] [sig       ] Exception retrieving result for BW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.972802] [FATAL] [sig       ] Exception retrieving result for BWA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.972901] [FATAL] [sig       ] Exception retrieving result for BWG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973018] [FATAL] [sig       ] Exception retrieving result for BWLP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973125] [FATAL] [sig       ] Exception retrieving result for BWMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973165] [FATAL] [sig       ] Exception retrieving result for BWSN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973202] [FATAL] [sig       ] Exception retrieving result for BWXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973240] [FATAL] [sig       ] Exception retrieving result for BX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973276] [FATAL] [sig       ] Exception retrieving result for BXC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973314] [FATAL] [sig       ] Exception retrieving result for BXMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973351] [FATAL] [sig       ] Exception retrieving result for BXMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973390] [FATAL] [sig       ] Exception retrieving result for BXP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973433] [FATAL] [sig       ] Exception retrieving result for BXSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973471] [FATAL] [sig       ] Exception retrieving result for BY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973510] [FATAL] [sig       ] Exception retrieving result for BYD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973549] [FATAL] [sig       ] Exception retrieving result for BYM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973592] [FATAL] [sig       ] Exception retrieving result for BZH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973630] [FATAL] [sig       ] Exception retrieving result for C: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973669] [FATAL] [sig       ] Exception retrieving result for CAAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973708] [FATAL] [sig       ] Exception retrieving result for CABO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973746] [FATAL] [sig       ] Exception retrieving result for CACI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.973788] [FATAL] [sig       ] Exception retrieving result for CADE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.974995] [FATAL] [sig       ] Exception retrieving result for CAE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978333] [FATAL] [sig       ] Exception retrieving result for CAF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978385] [FATAL] [sig       ] Exception retrieving result for CAG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978425] [FATAL] [sig       ] Exception retrieving result for CAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978469] [FATAL] [sig       ] Exception retrieving result for CALX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978504] [FATAL] [sig       ] Exception retrieving result for CANG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978537] [FATAL] [sig       ] Exception retrieving result for CAPL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978571] [FATAL] [sig       ] Exception retrieving result for CARR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978604] [FATAL] [sig       ] Exception retrieving result for CARS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978638] [FATAL] [sig       ] Exception retrieving result for CAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978671] [FATAL] [sig       ] Exception retrieving result for CATO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978705] [FATAL] [sig       ] Exception retrieving result for CAVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978738] [FATAL] [sig       ] Exception retrieving result for CB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978772] [FATAL] [sig       ] Exception retrieving result for CBAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978806] [FATAL] [sig       ] Exception retrieving result for CBL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978839] [FATAL] [sig       ] Exception retrieving result for CBNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978872] [FATAL] [sig       ] Exception retrieving result for CBRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978906] [FATAL] [sig       ] Exception retrieving result for CBT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978939] [FATAL] [sig       ] Exception retrieving result for CBU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.978977] [FATAL] [sig       ] Exception retrieving result for CBZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.979021] [FATAL] [sig       ] Exception retrieving result for CC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.979055] [FATAL] [sig       ] Exception retrieving result for CCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.979089] [FATAL] [sig       ] Exception retrieving result for CCIF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.982552] [FATAL] [sig       ] Exception retrieving result for CCJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.982805] [FATAL] [sig       ] Exception retrieving result for CCK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.982845] [FATAL] [sig       ] Exception retrieving result for CCL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.982880] [FATAL] [sig       ] Exception retrieving result for CCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.982915] [FATAL] [sig       ] Exception retrieving result for CCRD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.982949] [FATAL] [sig       ] Exception retrieving result for CCS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.982983] [FATAL] [sig       ] Exception retrieving result for CCU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983062] [FATAL] [sig       ] Exception retrieving result for CDE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983106] [FATAL] [sig       ] Exception retrieving result for CDP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983143] [FATAL] [sig       ] Exception retrieving result for CE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983178] [FATAL] [sig       ] Exception retrieving result for CEE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983215] [FATAL] [sig       ] Exception retrieving result for CEPU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983250] [FATAL] [sig       ] Exception retrieving result for CF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983284] [FATAL] [sig       ] Exception retrieving result for CFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983318] [FATAL] [sig       ] Exception retrieving result for CFR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983352] [FATAL] [sig       ] Exception retrieving result for CGAU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983385] [FATAL] [sig       ] Exception retrieving result for CGV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983418] [FATAL] [sig       ] Exception retrieving result for CHCT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983454] [FATAL] [sig       ] Exception retrieving result for CHD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983487] [FATAL] [sig       ] Exception retrieving result for CHE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983520] [FATAL] [sig       ] Exception retrieving result for CHGG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983552] [FATAL] [sig       ] Exception retrieving result for CHH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.983590] [FATAL] [sig       ] Exception retrieving result for CHMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.985161] [FATAL] [sig       ] Exception retrieving result for CHN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987156] [FATAL] [sig       ] Exception retrieving result for CHPT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987472] [FATAL] [sig       ] Exception retrieving result for CHT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987516] [FATAL] [sig       ] Exception retrieving result for CHWY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987553] [FATAL] [sig       ] Exception retrieving result for CI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987587] [FATAL] [sig       ] Exception retrieving result for CIA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987622] [FATAL] [sig       ] Exception retrieving result for CIB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987659] [FATAL] [sig       ] Exception retrieving result for CIEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987695] [FATAL] [sig       ] Exception retrieving result for CIF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987730] [FATAL] [sig       ] Exception retrieving result for CIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987764] [FATAL] [sig       ] Exception retrieving result for CII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987798] [FATAL] [sig       ] Exception retrieving result for CIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987832] [FATAL] [sig       ] Exception retrieving result for CIMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987865] [FATAL] [sig       ] Exception retrieving result for CINT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987899] [FATAL] [sig       ] Exception retrieving result for CIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987932] [FATAL] [sig       ] Exception retrieving result for CION: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.987966] [FATAL] [sig       ] Exception retrieving result for CIVI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.988008] [FATAL] [sig       ] Exception retrieving result for CLB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.988044] [FATAL] [sig       ] Exception retrieving result for CLCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.988078] [FATAL] [sig       ] Exception retrieving result for CLDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.988112] [FATAL] [sig       ] Exception retrieving result for CLF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.988146] [FATAL] [sig       ] Exception retrieving result for CLPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.988180] [FATAL] [sig       ] Exception retrieving result for CLS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.990201] [FATAL] [sig       ] Exception retrieving result for CLVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.992825] [FATAL] [sig       ] Exception retrieving result for CLW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993061] [FATAL] [sig       ] Exception retrieving result for CM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993111] [FATAL] [sig       ] Exception retrieving result for CMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993153] [FATAL] [sig       ] Exception retrieving result for CMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993196] [FATAL] [sig       ] Exception retrieving result for CMCM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993239] [FATAL] [sig       ] Exception retrieving result for CMG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993280] [FATAL] [sig       ] Exception retrieving result for CMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993322] [FATAL] [sig       ] Exception retrieving result for CMRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993369] [FATAL] [sig       ] Exception retrieving result for CMS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993415] [FATAL] [sig       ] Exception retrieving result for CMSA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993458] [FATAL] [sig       ] Exception retrieving result for CMSC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993500] [FATAL] [sig       ] Exception retrieving result for CMSD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993542] [FATAL] [sig       ] Exception retrieving result for CMTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993586] [FATAL] [sig       ] Exception retrieving result for CMU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993629] [FATAL] [sig       ] Exception retrieving result for CNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993671] [FATAL] [sig       ] Exception retrieving result for CNC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993712] [FATAL] [sig       ] Exception retrieving result for CNF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993755] [FATAL] [sig       ] Exception retrieving result for CNH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993799] [FATAL] [sig       ] Exception retrieving result for CNK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993842] [FATAL] [sig       ] Exception retrieving result for CNMD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993883] [FATAL] [sig       ] Exception retrieving result for CNNE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.993926] [FATAL] [sig       ] Exception retrieving result for CNO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.994676] [FATAL] [sig       ] Exception retrieving result for CNP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.995077] [FATAL] [sig       ] Exception retrieving result for CNQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998105] [FATAL] [sig       ] Exception retrieving result for CNX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998368] [FATAL] [sig       ] Exception retrieving result for CODI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998414] [FATAL] [sig       ] Exception retrieving result for COF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998462] [FATAL] [sig       ] Exception retrieving result for COHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998503] [FATAL] [sig       ] Exception retrieving result for COLD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998543] [FATAL] [sig       ] Exception retrieving result for COMP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998583] [FATAL] [sig       ] Exception retrieving result for CON: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998622] [FATAL] [sig       ] Exception retrieving result for COOK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998661] [FATAL] [sig       ] Exception retrieving result for COP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998700] [FATAL] [sig       ] Exception retrieving result for COR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998739] [FATAL] [sig       ] Exception retrieving result for COTY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998777] [FATAL] [sig       ] Exception retrieving result for COUR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998815] [FATAL] [sig       ] Exception retrieving result for CP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998854] [FATAL] [sig       ] Exception retrieving result for CPA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998892] [FATAL] [sig       ] Exception retrieving result for CPAY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998931] [FATAL] [sig       ] Exception retrieving result for CPF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.998969] [FATAL] [sig       ] Exception retrieving result for CPK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.999017] [FATAL] [sig       ] Exception retrieving result for CPNG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.999057] [FATAL] [sig       ] Exception retrieving result for CPRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.999095] [FATAL] [sig       ] Exception retrieving result for CPS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:18.999132] [FATAL] [sig       ] Exception retrieving result for CQP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.000350] [FATAL] [sig       ] Exception retrieving result for CR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003281] [FATAL] [sig       ] Exception retrieving result for CRBG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003330] [FATAL] [sig       ] Exception retrieving result for CRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003371] [FATAL] [sig       ] Exception retrieving result for CRGY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003415] [FATAL] [sig       ] Exception retrieving result for CRH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003453] [FATAL] [sig       ] Exception retrieving result for CRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003492] [FATAL] [sig       ] Exception retrieving result for CRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003530] [FATAL] [sig       ] Exception retrieving result for CRM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003572] [FATAL] [sig       ] Exception retrieving result for CRS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003611] [FATAL] [sig       ] Exception retrieving result for CRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003648] [FATAL] [sig       ] Exception retrieving result for CSAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003687] [FATAL] [sig       ] Exception retrieving result for CSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003723] [FATAL] [sig       ] Exception retrieving result for CSR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003760] [FATAL] [sig       ] Exception retrieving result for CSTM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003798] [FATAL] [sig       ] Exception retrieving result for CSV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003835] [FATAL] [sig       ] Exception retrieving result for CTBB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003871] [FATAL] [sig       ] Exception retrieving result for CTDD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003908] [FATAL] [sig       ] Exception retrieving result for CTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003944] [FATAL] [sig       ] Exception retrieving result for CTOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.003981] [FATAL] [sig       ] Exception retrieving result for CTRA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.004033] [FATAL] [sig       ] Exception retrieving result for CTRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.004071] [FATAL] [sig       ] Exception retrieving result for CTRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.004109] [FATAL] [sig       ] Exception retrieving result for CTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.005411] [FATAL] [sig       ] Exception retrieving result for CTVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.006518] [FATAL] [sig       ] Exception retrieving result for CUBE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008231] [FATAL] [sig       ] Exception retrieving result for CUBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008278] [FATAL] [sig       ] Exception retrieving result for CUK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008320] [FATAL] [sig       ] Exception retrieving result for CULP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008363] [FATAL] [sig       ] Exception retrieving result for CURB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008404] [FATAL] [sig       ] Exception retrieving result for CURV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008449] [FATAL] [sig       ] Exception retrieving result for CVE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008495] [FATAL] [sig       ] Exception retrieving result for CVI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008539] [FATAL] [sig       ] Exception retrieving result for CVLG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008578] [FATAL] [sig       ] Exception retrieving result for CVNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008626] [FATAL] [sig       ] Exception retrieving result for CVS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008665] [FATAL] [sig       ] Exception retrieving result for CVX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008705] [FATAL] [sig       ] Exception retrieving result for CW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008743] [FATAL] [sig       ] Exception retrieving result for CWAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008783] [FATAL] [sig       ] Exception retrieving result for CWH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008821] [FATAL] [sig       ] Exception retrieving result for CWK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008860] [FATAL] [sig       ] Exception retrieving result for CWT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008898] [FATAL] [sig       ] Exception retrieving result for CX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008937] [FATAL] [sig       ] Exception retrieving result for CXE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.008976] [FATAL] [sig       ] Exception retrieving result for CXH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.009030] [FATAL] [sig       ] Exception retrieving result for CXM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.009111] [FATAL] [sig       ] Exception retrieving result for CXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.010652] [FATAL] [sig       ] Exception retrieving result for CXW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.011332] [FATAL] [sig       ] Exception retrieving result for CYD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013310] [FATAL] [sig       ] Exception retrieving result for CYH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013593] [FATAL] [sig       ] Exception retrieving result for D: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013643] [FATAL] [sig       ] Exception retrieving result for DAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013694] [FATAL] [sig       ] Exception retrieving result for DAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013743] [FATAL] [sig       ] Exception retrieving result for DAO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013790] [FATAL] [sig       ] Exception retrieving result for DAR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013837] [FATAL] [sig       ] Exception retrieving result for DAVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013885] [FATAL] [sig       ] Exception retrieving result for DAY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013931] [FATAL] [sig       ] Exception retrieving result for DBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.013980] [FATAL] [sig       ] Exception retrieving result for DBL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014042] [FATAL] [sig       ] Exception retrieving result for DCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014094] [FATAL] [sig       ] Exception retrieving result for DCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014146] [FATAL] [sig       ] Exception retrieving result for DD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014193] [FATAL] [sig       ] Exception retrieving result for DDD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014241] [FATAL] [sig       ] Exception retrieving result for DDL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014288] [FATAL] [sig       ] Exception retrieving result for DDS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014335] [FATAL] [sig       ] Exception retrieving result for DE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014382] [FATAL] [sig       ] Exception retrieving result for DEA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014429] [FATAL] [sig       ] Exception retrieving result for DECK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014478] [FATAL] [sig       ] Exception retrieving result for DELL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.014525] [FATAL] [sig       ] Exception retrieving result for DEO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018231] [FATAL] [sig       ] Exception retrieving result for DFH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018416] [FATAL] [sig       ] Exception retrieving result for DFIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018598] [FATAL] [sig       ] Exception retrieving result for DFP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018650] [FATAL] [sig       ] Exception retrieving result for DG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018699] [FATAL] [sig       ] Exception retrieving result for DGX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018747] [FATAL] [sig       ] Exception retrieving result for DHF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018795] [FATAL] [sig       ] Exception retrieving result for DHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018842] [FATAL] [sig       ] Exception retrieving result for DHT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018889] [FATAL] [sig       ] Exception retrieving result for DIAX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.018936] [FATAL] [sig       ] Exception retrieving result for DIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019003] [FATAL] [sig       ] Exception retrieving result for DINO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019052] [FATAL] [sig       ] Exception retrieving result for DIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019100] [FATAL] [sig       ] Exception retrieving result for DK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019147] [FATAL] [sig       ] Exception retrieving result for DKS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019194] [FATAL] [sig       ] Exception retrieving result for DLNG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019241] [FATAL] [sig       ] Exception retrieving result for DLR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019288] [FATAL] [sig       ] Exception retrieving result for DLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019340] [FATAL] [sig       ] Exception retrieving result for DLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019387] [FATAL] [sig       ] Exception retrieving result for DMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019435] [FATAL] [sig       ] Exception retrieving result for DMB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019482] [FATAL] [sig       ] Exception retrieving result for DMO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019529] [FATAL] [sig       ] Exception retrieving result for DNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.019576] [FATAL] [sig       ] Exception retrieving result for DNOW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.020263] [FATAL] [sig       ] Exception retrieving result for DNP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.023781] [FATAL] [sig       ] Exception retrieving result for DOCN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.023842] [FATAL] [sig       ] Exception retrieving result for DOCS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.023894] [FATAL] [sig       ] Exception retrieving result for DOLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.023943] [FATAL] [sig       ] Exception retrieving result for DOUG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024001] [FATAL] [sig       ] Exception retrieving result for DOV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024051] [FATAL] [sig       ] Exception retrieving result for DOW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024099] [FATAL] [sig       ] Exception retrieving result for DPG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024147] [FATAL] [sig       ] Exception retrieving result for DRD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024194] [FATAL] [sig       ] Exception retrieving result for DRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024241] [FATAL] [sig       ] Exception retrieving result for DRLL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024288] [FATAL] [sig       ] Exception retrieving result for DSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024335] [FATAL] [sig       ] Exception retrieving result for DSM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024382] [FATAL] [sig       ] Exception retrieving result for DSMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024429] [FATAL] [sig       ] Exception retrieving result for DSU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024478] [FATAL] [sig       ] Exception retrieving result for DSX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024525] [FATAL] [sig       ] Exception retrieving result for DT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024575] [FATAL] [sig       ] Exception retrieving result for DTB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024616] [FATAL] [sig       ] Exception retrieving result for DTE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024652] [FATAL] [sig       ] Exception retrieving result for DTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024689] [FATAL] [sig       ] Exception retrieving result for DTM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024725] [FATAL] [sig       ] Exception retrieving result for DTW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.024760] [FATAL] [sig       ] Exception retrieving result for DUK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.025959] [FATAL] [sig       ] Exception retrieving result for DV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.027781] [FATAL] [sig       ] Exception retrieving result for DUKB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029163] [FATAL] [sig       ] Exception retrieving result for DVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029215] [FATAL] [sig       ] Exception retrieving result for DVN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029252] [FATAL] [sig       ] Exception retrieving result for DX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029287] [FATAL] [sig       ] Exception retrieving result for DXC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029322] [FATAL] [sig       ] Exception retrieving result for DXYZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029356] [FATAL] [sig       ] Exception retrieving result for DY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029390] [FATAL] [sig       ] Exception retrieving result for E: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029424] [FATAL] [sig       ] Exception retrieving result for EAF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029457] [FATAL] [sig       ] Exception retrieving result for EAI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029491] [FATAL] [sig       ] Exception retrieving result for EARN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029525] [FATAL] [sig       ] Exception retrieving result for EB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029559] [FATAL] [sig       ] Exception retrieving result for EBF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029592] [FATAL] [sig       ] Exception retrieving result for EBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029626] [FATAL] [sig       ] Exception retrieving result for EBS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029659] [FATAL] [sig       ] Exception retrieving result for EC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029692] [FATAL] [sig       ] Exception retrieving result for ECAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029726] [FATAL] [sig       ] Exception retrieving result for ECC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029760] [FATAL] [sig       ] Exception retrieving result for ECG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029793] [FATAL] [sig       ] Exception retrieving result for ECO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029827] [FATAL] [sig       ] Exception retrieving result for ECVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.029865] [FATAL] [sig       ] Exception retrieving result for ED: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.031512] [FATAL] [sig       ] Exception retrieving result for EDD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034014] [FATAL] [sig       ] Exception retrieving result for EDF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034147] [FATAL] [sig       ] Exception retrieving result for EDN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034188] [FATAL] [sig       ] Exception retrieving result for EDU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034224] [FATAL] [sig       ] Exception retrieving result for EE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034260] [FATAL] [sig       ] Exception retrieving result for EEA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034294] [FATAL] [sig       ] Exception retrieving result for EEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034333] [FATAL] [sig       ] Exception retrieving result for EFR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034368] [FATAL] [sig       ] Exception retrieving result for EFX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034402] [FATAL] [sig       ] Exception retrieving result for EFXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034437] [FATAL] [sig       ] Exception retrieving result for EG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034472] [FATAL] [sig       ] Exception retrieving result for EGO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034506] [FATAL] [sig       ] Exception retrieving result for EGY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034540] [FATAL] [sig       ] Exception retrieving result for EHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034574] [FATAL] [sig       ] Exception retrieving result for EHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034609] [FATAL] [sig       ] Exception retrieving result for EIC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034643] [FATAL] [sig       ] Exception retrieving result for EIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034676] [FATAL] [sig       ] Exception retrieving result for EIX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034710] [FATAL] [sig       ] Exception retrieving result for EL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034744] [FATAL] [sig       ] Exception retrieving result for ELAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034778] [FATAL] [sig       ] Exception retrieving result for ELC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034811] [FATAL] [sig       ] Exception retrieving result for ELF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.034845] [FATAL] [sig       ] Exception retrieving result for ELME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.035730] [FATAL] [sig       ] Exception retrieving result for ELP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038712] [FATAL] [sig       ] Exception retrieving result for ELS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038767] [FATAL] [sig       ] Exception retrieving result for ELV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038805] [FATAL] [sig       ] Exception retrieving result for EMD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038839] [FATAL] [sig       ] Exception retrieving result for EME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038873] [FATAL] [sig       ] Exception retrieving result for EMF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038907] [FATAL] [sig       ] Exception retrieving result for EMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038940] [FATAL] [sig       ] Exception retrieving result for EMR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.038973] [FATAL] [sig       ] Exception retrieving result for ENB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039017] [FATAL] [sig       ] Exception retrieving result for ENFY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039052] [FATAL] [sig       ] Exception retrieving result for ENO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039086] [FATAL] [sig       ] Exception retrieving result for ENOV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039119] [FATAL] [sig       ] Exception retrieving result for ENR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039152] [FATAL] [sig       ] Exception retrieving result for ENS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039186] [FATAL] [sig       ] Exception retrieving result for ENVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039220] [FATAL] [sig       ] Exception retrieving result for EOD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039253] [FATAL] [sig       ] Exception retrieving result for EOG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039287] [FATAL] [sig       ] Exception retrieving result for EOI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039320] [FATAL] [sig       ] Exception retrieving result for EOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039354] [FATAL] [sig       ] Exception retrieving result for EPAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039387] [FATAL] [sig       ] Exception retrieving result for EPAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039420] [FATAL] [sig       ] Exception retrieving result for EPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.039454] [FATAL] [sig       ] Exception retrieving result for EPD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043288] [FATAL] [sig       ] Exception retrieving result for EPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043554] [FATAL] [sig       ] Exception retrieving result for EPRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043602] [FATAL] [sig       ] Exception retrieving result for EQH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043644] [FATAL] [sig       ] Exception retrieving result for EQNR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043685] [FATAL] [sig       ] Exception retrieving result for EQR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043739] [FATAL] [sig       ] Exception retrieving result for EQT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043781] [FATAL] [sig       ] Exception retrieving result for EQV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043821] [FATAL] [sig       ] Exception retrieving result for ERJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043862] [FATAL] [sig       ] Exception retrieving result for ERO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043902] [FATAL] [sig       ] Exception retrieving result for ES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043941] [FATAL] [sig       ] Exception retrieving result for ESAB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.043980] [FATAL] [sig       ] Exception retrieving result for ESE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044032] [FATAL] [sig       ] Exception retrieving result for ESI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044073] [FATAL] [sig       ] Exception retrieving result for ESNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044113] [FATAL] [sig       ] Exception retrieving result for ESRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044152] [FATAL] [sig       ] Exception retrieving result for ESS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044192] [FATAL] [sig       ] Exception retrieving result for ESTC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044231] [FATAL] [sig       ] Exception retrieving result for ETB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044270] [FATAL] [sig       ] Exception retrieving result for ETD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044309] [FATAL] [sig       ] Exception retrieving result for ETG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044349] [FATAL] [sig       ] Exception retrieving result for ETJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044389] [FATAL] [sig       ] Exception retrieving result for ETN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.044428] [FATAL] [sig       ] Exception retrieving result for ETO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.045079] [FATAL] [sig       ] Exception retrieving result for ETR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.046889] [FATAL] [sig       ] Exception retrieving result for ETV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048391] [FATAL] [sig       ] Exception retrieving result for ETW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048613] [FATAL] [sig       ] Exception retrieving result for ETX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048659] [FATAL] [sig       ] Exception retrieving result for ETY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048699] [FATAL] [sig       ] Exception retrieving result for EVC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048739] [FATAL] [sig       ] Exception retrieving result for EVEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048778] [FATAL] [sig       ] Exception retrieving result for EVF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048821] [FATAL] [sig       ] Exception retrieving result for EVG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048861] [FATAL] [sig       ] Exception retrieving result for EVH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048901] [FATAL] [sig       ] Exception retrieving result for EVN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048940] [FATAL] [sig       ] Exception retrieving result for EVR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.048980] [FATAL] [sig       ] Exception retrieving result for EVTC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049029] [FATAL] [sig       ] Exception retrieving result for EVTL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049068] [FATAL] [sig       ] Exception retrieving result for EVTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049107] [FATAL] [sig       ] Exception retrieving result for EW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049146] [FATAL] [sig       ] Exception retrieving result for EXG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049185] [FATAL] [sig       ] Exception retrieving result for EXK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049224] [FATAL] [sig       ] Exception retrieving result for EXP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049263] [FATAL] [sig       ] Exception retrieving result for EXPD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049302] [FATAL] [sig       ] Exception retrieving result for EXR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049341] [FATAL] [sig       ] Exception retrieving result for F: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.049381] [FATAL] [sig       ] Exception retrieving result for FAF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.050536] [FATAL] [sig       ] Exception retrieving result for FBIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053296] [FATAL] [sig       ] Exception retrieving result for FBK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053617] [FATAL] [sig       ] Exception retrieving result for FBP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053662] [FATAL] [sig       ] Exception retrieving result for FBRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053705] [FATAL] [sig       ] Exception retrieving result for FC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053746] [FATAL] [sig       ] Exception retrieving result for FCF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053785] [FATAL] [sig       ] Exception retrieving result for FCN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053825] [FATAL] [sig       ] Exception retrieving result for FCPT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053865] [FATAL] [sig       ] Exception retrieving result for FCT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053905] [FATAL] [sig       ] Exception retrieving result for FCX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.053945] [FATAL] [sig       ] Exception retrieving result for FDP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054013] [FATAL] [sig       ] Exception retrieving result for FDS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054074] [FATAL] [sig       ] Exception retrieving result for FDX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054114] [FATAL] [sig       ] Exception retrieving result for FE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054151] [FATAL] [sig       ] Exception retrieving result for FERG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054185] [FATAL] [sig       ] Exception retrieving result for FET: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054221] [FATAL] [sig       ] Exception retrieving result for FF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054256] [FATAL] [sig       ] Exception retrieving result for FFA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054292] [FATAL] [sig       ] Exception retrieving result for FFC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054327] [FATAL] [sig       ] Exception retrieving result for FFWM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054362] [FATAL] [sig       ] Exception retrieving result for FG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054397] [FATAL] [sig       ] Exception retrieving result for FGN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.054430] [FATAL] [sig       ] Exception retrieving result for FHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.055510] [FATAL] [sig       ] Exception retrieving result for FHN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058497] [FATAL] [sig       ] Exception retrieving result for FI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058547] [FATAL] [sig       ] Exception retrieving result for FICO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058588] [FATAL] [sig       ] Exception retrieving result for FIGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058625] [FATAL] [sig       ] Exception retrieving result for FIHL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058660] [FATAL] [sig       ] Exception retrieving result for FINS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058695] [FATAL] [sig       ] Exception retrieving result for FINV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058730] [FATAL] [sig       ] Exception retrieving result for FIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058764] [FATAL] [sig       ] Exception retrieving result for FIX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058797] [FATAL] [sig       ] Exception retrieving result for FLC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058831] [FATAL] [sig       ] Exception retrieving result for FLG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058865] [FATAL] [sig       ] Exception retrieving result for FLNG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058899] [FATAL] [sig       ] Exception retrieving result for FLO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058933] [FATAL] [sig       ] Exception retrieving result for FLR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.058971] [FATAL] [sig       ] Exception retrieving result for FLS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059012] [FATAL] [sig       ] Exception retrieving result for FLUT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059046] [FATAL] [sig       ] Exception retrieving result for FLXR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059080] [FATAL] [sig       ] Exception retrieving result for FMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059114] [FATAL] [sig       ] Exception retrieving result for FMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059147] [FATAL] [sig       ] Exception retrieving result for FMS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059182] [FATAL] [sig       ] Exception retrieving result for FMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059215] [FATAL] [sig       ] Exception retrieving result for FMY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059249] [FATAL] [sig       ] Exception retrieving result for FN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.059888] [FATAL] [sig       ] Exception retrieving result for FNB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.062760] [FATAL] [sig       ] Exception retrieving result for FND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063368] [FATAL] [sig       ] Exception retrieving result for FNF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063408] [FATAL] [sig       ] Exception retrieving result for FNV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063444] [FATAL] [sig       ] Exception retrieving result for FOA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063479] [FATAL] [sig       ] Exception retrieving result for FOF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063514] [FATAL] [sig       ] Exception retrieving result for FOR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063549] [FATAL] [sig       ] Exception retrieving result for FOUR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063583] [FATAL] [sig       ] Exception retrieving result for FPF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063618] [FATAL] [sig       ] Exception retrieving result for FPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063652] [FATAL] [sig       ] Exception retrieving result for FPI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063687] [FATAL] [sig       ] Exception retrieving result for FR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063721] [FATAL] [sig       ] Exception retrieving result for FRA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063756] [FATAL] [sig       ] Exception retrieving result for FRGE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063790] [FATAL] [sig       ] Exception retrieving result for FRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063825] [FATAL] [sig       ] Exception retrieving result for FRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063859] [FATAL] [sig       ] Exception retrieving result for FSCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063904] [FATAL] [sig       ] Exception retrieving result for FSK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063939] [FATAL] [sig       ] Exception retrieving result for FSLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.063973] [FATAL] [sig       ] Exception retrieving result for FSM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.064016] [FATAL] [sig       ] Exception retrieving result for FSS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.064051] [FATAL] [sig       ] Exception retrieving result for FT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.064085] [FATAL] [sig       ] Exception retrieving result for FTHY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068148] [FATAL] [sig       ] Exception retrieving result for FTI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068432] [FATAL] [sig       ] Exception retrieving result for FTK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068472] [FATAL] [sig       ] Exception retrieving result for FTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068507] [FATAL] [sig       ] Exception retrieving result for FTV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068545] [FATAL] [sig       ] Exception retrieving result for FTWO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068578] [FATAL] [sig       ] Exception retrieving result for FUBO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068613] [FATAL] [sig       ] Exception retrieving result for FUL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068647] [FATAL] [sig       ] Exception retrieving result for FUN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068680] [FATAL] [sig       ] Exception retrieving result for FVR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068714] [FATAL] [sig       ] Exception retrieving result for FVRR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068747] [FATAL] [sig       ] Exception retrieving result for FXED: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068781] [FATAL] [sig       ] Exception retrieving result for G: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068814] [FATAL] [sig       ] Exception retrieving result for GAB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068848] [FATAL] [sig       ] Exception retrieving result for GAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068881] [FATAL] [sig       ] Exception retrieving result for GAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068914] [FATAL] [sig       ] Exception retrieving result for GATX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068948] [FATAL] [sig       ] Exception retrieving result for GBAB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.068981] [FATAL] [sig       ] Exception retrieving result for GBCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.069025] [FATAL] [sig       ] Exception retrieving result for GBTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.069058] [FATAL] [sig       ] Exception retrieving result for GBX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.069096] [FATAL] [sig       ] Exception retrieving result for GCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.069131] [FATAL] [sig       ] Exception retrieving result for GCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.069164] [FATAL] [sig       ] Exception retrieving result for GCTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.070304] [FATAL] [sig       ] Exception retrieving result for GCV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073125] [FATAL] [sig       ] Exception retrieving result for GD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073262] [FATAL] [sig       ] Exception retrieving result for GDDY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073304] [FATAL] [sig       ] Exception retrieving result for GDIV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073344] [FATAL] [sig       ] Exception retrieving result for GDL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073381] [FATAL] [sig       ] Exception retrieving result for GDO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073416] [FATAL] [sig       ] Exception retrieving result for GDOT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073451] [FATAL] [sig       ] Exception retrieving result for GDV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073486] [FATAL] [sig       ] Exception retrieving result for GE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073520] [FATAL] [sig       ] Exception retrieving result for GEF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073556] [FATAL] [sig       ] Exception retrieving result for GEL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073591] [FATAL] [sig       ] Exception retrieving result for GENI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073626] [FATAL] [sig       ] Exception retrieving result for GEO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073660] [FATAL] [sig       ] Exception retrieving result for GES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073695] [FATAL] [sig       ] Exception retrieving result for GETY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073730] [FATAL] [sig       ] Exception retrieving result for GEV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073764] [FATAL] [sig       ] Exception retrieving result for GF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073799] [FATAL] [sig       ] Exception retrieving result for GFF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073834] [FATAL] [sig       ] Exception retrieving result for GFI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073869] [FATAL] [sig       ] Exception retrieving result for GFL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073903] [FATAL] [sig       ] Exception retrieving result for GGB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073937] [FATAL] [sig       ] Exception retrieving result for GGG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.073972] [FATAL] [sig       ] Exception retrieving result for GGT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.076402] [FATAL] [sig       ] Exception retrieving result for GGZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.077971] [FATAL] [sig       ] Exception retrieving result for GHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078216] [FATAL] [sig       ] Exception retrieving result for GHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078259] [FATAL] [sig       ] Exception retrieving result for GHLD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078296] [FATAL] [sig       ] Exception retrieving result for GHM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078333] [FATAL] [sig       ] Exception retrieving result for GHY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078369] [FATAL] [sig       ] Exception retrieving result for GIB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078410] [FATAL] [sig       ] Exception retrieving result for GIC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078457] [FATAL] [sig       ] Exception retrieving result for GIL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078502] [FATAL] [sig       ] Exception retrieving result for GIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078541] [FATAL] [sig       ] Exception retrieving result for GKOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078582] [FATAL] [sig       ] Exception retrieving result for GL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078622] [FATAL] [sig       ] Exception retrieving result for GLOB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078660] [FATAL] [sig       ] Exception retrieving result for GLP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078696] [FATAL] [sig       ] Exception retrieving result for GLW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078733] [FATAL] [sig       ] Exception retrieving result for GM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078769] [FATAL] [sig       ] Exception retrieving result for GME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078805] [FATAL] [sig       ] Exception retrieving result for GMED: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078841] [FATAL] [sig       ] Exception retrieving result for GMRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078877] [FATAL] [sig       ] Exception retrieving result for GNE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078913] [FATAL] [sig       ] Exception retrieving result for GNK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078950] [FATAL] [sig       ] Exception retrieving result for GNL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.078997] [FATAL] [sig       ] Exception retrieving result for GNRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.079920] [FATAL] [sig       ] Exception retrieving result for GNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083529] [FATAL] [sig       ] Exception retrieving result for GNTY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083591] [FATAL] [sig       ] Exception retrieving result for GNW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083637] [FATAL] [sig       ] Exception retrieving result for GOF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083677] [FATAL] [sig       ] Exception retrieving result for GOLF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083715] [FATAL] [sig       ] Exception retrieving result for GOOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083753] [FATAL] [sig       ] Exception retrieving result for GOTU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083790] [FATAL] [sig       ] Exception retrieving result for GPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083828] [FATAL] [sig       ] Exception retrieving result for GPJA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083866] [FATAL] [sig       ] Exception retrieving result for GPK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083905] [FATAL] [sig       ] Exception retrieving result for GPMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083941] [FATAL] [sig       ] Exception retrieving result for GPN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.083979] [FATAL] [sig       ] Exception retrieving result for GPOR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084032] [FATAL] [sig       ] Exception retrieving result for GPRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084070] [FATAL] [sig       ] Exception retrieving result for GRBK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084107] [FATAL] [sig       ] Exception retrieving result for GRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084145] [FATAL] [sig       ] Exception retrieving result for GRDN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084182] [FATAL] [sig       ] Exception retrieving result for GRMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084220] [FATAL] [sig       ] Exception retrieving result for GRND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084257] [FATAL] [sig       ] Exception retrieving result for GRNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084295] [FATAL] [sig       ] Exception retrieving result for GROV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084332] [FATAL] [sig       ] Exception retrieving result for GRX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.084370] [FATAL] [sig       ] Exception retrieving result for GS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.085363] [FATAL] [sig       ] Exception retrieving result for GSBD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.088915] [FATAL] [sig       ] Exception retrieving result for GSK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.088964] [FATAL] [sig       ] Exception retrieving result for GSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089017] [FATAL] [sig       ] Exception retrieving result for GTES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089058] [FATAL] [sig       ] Exception retrieving result for GTLS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089101] [FATAL] [sig       ] Exception retrieving result for GTN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089140] [FATAL] [sig       ] Exception retrieving result for GTY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089177] [FATAL] [sig       ] Exception retrieving result for GUG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089214] [FATAL] [sig       ] Exception retrieving result for GUT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089251] [FATAL] [sig       ] Exception retrieving result for GVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089289] [FATAL] [sig       ] Exception retrieving result for GWH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089327] [FATAL] [sig       ] Exception retrieving result for GWRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089364] [FATAL] [sig       ] Exception retrieving result for GWW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089401] [FATAL] [sig       ] Exception retrieving result for GXO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089438] [FATAL] [sig       ] Exception retrieving result for GYLD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089475] [FATAL] [sig       ] Exception retrieving result for H: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089512] [FATAL] [sig       ] Exception retrieving result for HAE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089549] [FATAL] [sig       ] Exception retrieving result for HAFN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089589] [FATAL] [sig       ] Exception retrieving result for HAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089626] [FATAL] [sig       ] Exception retrieving result for HASI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089663] [FATAL] [sig       ] Exception retrieving result for HBB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089700] [FATAL] [sig       ] Exception retrieving result for HBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.089737] [FATAL] [sig       ] Exception retrieving result for HBM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.090441] [FATAL] [sig       ] Exception retrieving result for HCA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.092058] [FATAL] [sig       ] Exception retrieving result for HCC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094319] [FATAL] [sig       ] Exception retrieving result for HCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094368] [FATAL] [sig       ] Exception retrieving result for HD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094406] [FATAL] [sig       ] Exception retrieving result for HDB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094443] [FATAL] [sig       ] Exception retrieving result for HE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094479] [FATAL] [sig       ] Exception retrieving result for HEI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094514] [FATAL] [sig       ] Exception retrieving result for HEQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094554] [FATAL] [sig       ] Exception retrieving result for HESM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094590] [FATAL] [sig       ] Exception retrieving result for HFRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094633] [FATAL] [sig       ] Exception retrieving result for HGER: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094671] [FATAL] [sig       ] Exception retrieving result for HGLB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094706] [FATAL] [sig       ] Exception retrieving result for HGV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094741] [FATAL] [sig       ] Exception retrieving result for HHH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094776] [FATAL] [sig       ] Exception retrieving result for HI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094811] [FATAL] [sig       ] Exception retrieving result for HIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094846] [FATAL] [sig       ] Exception retrieving result for HII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094881] [FATAL] [sig       ] Exception retrieving result for HIMS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094916] [FATAL] [sig       ] Exception retrieving result for HIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094951] [FATAL] [sig       ] Exception retrieving result for HIPO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.094997] [FATAL] [sig       ] Exception retrieving result for HIW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.095035] [FATAL] [sig       ] Exception retrieving result for HIX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.095071] [FATAL] [sig       ] Exception retrieving result for HKD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.096115] [FATAL] [sig       ] Exception retrieving result for HL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099176] [FATAL] [sig       ] Exception retrieving result for HLF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099383] [FATAL] [sig       ] Exception retrieving result for HLI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099429] [FATAL] [sig       ] Exception retrieving result for HLIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099466] [FATAL] [sig       ] Exception retrieving result for HLLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099502] [FATAL] [sig       ] Exception retrieving result for HLN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099537] [FATAL] [sig       ] Exception retrieving result for HLT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099573] [FATAL] [sig       ] Exception retrieving result for HLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099607] [FATAL] [sig       ] Exception retrieving result for HMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099642] [FATAL] [sig       ] Exception retrieving result for HMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099676] [FATAL] [sig       ] Exception retrieving result for HMY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099716] [FATAL] [sig       ] Exception retrieving result for HNI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099752] [FATAL] [sig       ] Exception retrieving result for HOG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099786] [FATAL] [sig       ] Exception retrieving result for HOMB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099820] [FATAL] [sig       ] Exception retrieving result for HOUS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099854] [FATAL] [sig       ] Exception retrieving result for HOV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099889] [FATAL] [sig       ] Exception retrieving result for HP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099923] [FATAL] [sig       ] Exception retrieving result for HPE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.099957] [FATAL] [sig       ] Exception retrieving result for HPF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.100004] [FATAL] [sig       ] Exception retrieving result for HPI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.100040] [FATAL] [sig       ] Exception retrieving result for HPP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.100075] [FATAL] [sig       ] Exception retrieving result for HPQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.100110] [FATAL] [sig       ] Exception retrieving result for HPS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103437] [FATAL] [sig       ] Exception retrieving result for HQH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103551] [FATAL] [sig       ] Exception retrieving result for HQL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103767] [FATAL] [sig       ] Exception retrieving result for HR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103805] [FATAL] [sig       ] Exception retrieving result for HRB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103840] [FATAL] [sig       ] Exception retrieving result for HRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103875] [FATAL] [sig       ] Exception retrieving result for HRL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103909] [FATAL] [sig       ] Exception retrieving result for HRTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103943] [FATAL] [sig       ] Exception retrieving result for HSBC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.103977] [FATAL] [sig       ] Exception retrieving result for HSHP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104021] [FATAL] [sig       ] Exception retrieving result for HSY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104055] [FATAL] [sig       ] Exception retrieving result for HTD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104089] [FATAL] [sig       ] Exception retrieving result for HTGC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104123] [FATAL] [sig       ] Exception retrieving result for HTH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104157] [FATAL] [sig       ] Exception retrieving result for HUBB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104194] [FATAL] [sig       ] Exception retrieving result for HUBS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104228] [FATAL] [sig       ] Exception retrieving result for HUM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104262] [FATAL] [sig       ] Exception retrieving result for HUN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104295] [FATAL] [sig       ] Exception retrieving result for HUYA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104329] [FATAL] [sig       ] Exception retrieving result for HVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104363] [FATAL] [sig       ] Exception retrieving result for HWM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104397] [FATAL] [sig       ] Exception retrieving result for HXL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104431] [FATAL] [sig       ] Exception retrieving result for HY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.104465] [FATAL] [sig       ] Exception retrieving result for HYI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.106042] [FATAL] [sig       ] Exception retrieving result for HYT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.107586] [FATAL] [sig       ] Exception retrieving result for HYTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.108072] [FATAL] [sig       ] Exception retrieving result for HZO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.108936] [FATAL] [sig       ] Exception retrieving result for IAE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.108993] [FATAL] [sig       ] Exception retrieving result for IAG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109045] [FATAL] [sig       ] Exception retrieving result for IBM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109093] [FATAL] [sig       ] Exception retrieving result for IBN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109144] [FATAL] [sig       ] Exception retrieving result for IBP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109192] [FATAL] [sig       ] Exception retrieving result for IBTA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109239] [FATAL] [sig       ] Exception retrieving result for ICE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109286] [FATAL] [sig       ] Exception retrieving result for ICL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109332] [FATAL] [sig       ] Exception retrieving result for IDA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109377] [FATAL] [sig       ] Exception retrieving result for IDE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109423] [FATAL] [sig       ] Exception retrieving result for IDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109469] [FATAL] [sig       ] Exception retrieving result for IEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109515] [FATAL] [sig       ] Exception retrieving result for IFF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109562] [FATAL] [sig       ] Exception retrieving result for IFN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109619] [FATAL] [sig       ] Exception retrieving result for IFS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109669] [FATAL] [sig       ] Exception retrieving result for IGA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109716] [FATAL] [sig       ] Exception retrieving result for IGD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109762] [FATAL] [sig       ] Exception retrieving result for IGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109810] [FATAL] [sig       ] Exception retrieving result for IGR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.109856] [FATAL] [sig       ] Exception retrieving result for IH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114045] [FATAL] [sig       ] Exception retrieving result for IHD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114110] [FATAL] [sig       ] Exception retrieving result for IHG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114164] [FATAL] [sig       ] Exception retrieving result for IHS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114215] [FATAL] [sig       ] Exception retrieving result for IIF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114266] [FATAL] [sig       ] Exception retrieving result for IIIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114317] [FATAL] [sig       ] Exception retrieving result for IIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114368] [FATAL] [sig       ] Exception retrieving result for IIPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114417] [FATAL] [sig       ] Exception retrieving result for IMAX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114465] [FATAL] [sig       ] Exception retrieving result for INFA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114513] [FATAL] [sig       ] Exception retrieving result for INFY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114562] [FATAL] [sig       ] Exception retrieving result for ING: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114613] [FATAL] [sig       ] Exception retrieving result for INGM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114667] [FATAL] [sig       ] Exception retrieving result for INGR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114715] [FATAL] [sig       ] Exception retrieving result for INN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114764] [FATAL] [sig       ] Exception retrieving result for INSP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114812] [FATAL] [sig       ] Exception retrieving result for INSW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114861] [FATAL] [sig       ] Exception retrieving result for INVH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114909] [FATAL] [sig       ] Exception retrieving result for INVX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.114957] [FATAL] [sig       ] Exception retrieving result for IOT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.115017] [FATAL] [sig       ] Exception retrieving result for IP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.115063] [FATAL] [sig       ] Exception retrieving result for IPG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.115101] [FATAL] [sig       ] Exception retrieving result for IPI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.115140] [FATAL] [sig       ] Exception retrieving result for IQI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.115976] [FATAL] [sig       ] Exception retrieving result for IQV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.118884] [FATAL] [sig       ] Exception retrieving result for IR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119126] [FATAL] [sig       ] Exception retrieving result for IRM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119297] [FATAL] [sig       ] Exception retrieving result for IRS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119336] [FATAL] [sig       ] Exception retrieving result for IRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119373] [FATAL] [sig       ] Exception retrieving result for ISD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119409] [FATAL] [sig       ] Exception retrieving result for IT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119445] [FATAL] [sig       ] Exception retrieving result for ITGR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119481] [FATAL] [sig       ] Exception retrieving result for ITUB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119517] [FATAL] [sig       ] Exception retrieving result for ITW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119552] [FATAL] [sig       ] Exception retrieving result for IVR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119588] [FATAL] [sig       ] Exception retrieving result for IVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119626] [FATAL] [sig       ] Exception retrieving result for IVZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119664] [FATAL] [sig       ] Exception retrieving result for IX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119699] [FATAL] [sig       ] Exception retrieving result for J: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119735] [FATAL] [sig       ] Exception retrieving result for JBGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119770] [FATAL] [sig       ] Exception retrieving result for JBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119805] [FATAL] [sig       ] Exception retrieving result for JBL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119840] [FATAL] [sig       ] Exception retrieving result for JBND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119876] [FATAL] [sig       ] Exception retrieving result for JCE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119912] [FATAL] [sig       ] Exception retrieving result for JCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119947] [FATAL] [sig       ] Exception retrieving result for JEF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.119983] [FATAL] [sig       ] Exception retrieving result for JEQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.124115] [FATAL] [sig       ] Exception retrieving result for JFR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.124858] [FATAL] [sig       ] Exception retrieving result for JGH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.124913] [FATAL] [sig       ] Exception retrieving result for JHG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.124958] [FATAL] [sig       ] Exception retrieving result for JHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125010] [FATAL] [sig       ] Exception retrieving result for JHS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125052] [FATAL] [sig       ] Exception retrieving result for JHX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125094] [FATAL] [sig       ] Exception retrieving result for JILL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125134] [FATAL] [sig       ] Exception retrieving result for JKS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125175] [FATAL] [sig       ] Exception retrieving result for JLL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125215] [FATAL] [sig       ] Exception retrieving result for JLS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125256] [FATAL] [sig       ] Exception retrieving result for JMIA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125296] [FATAL] [sig       ] Exception retrieving result for JNJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125336] [FATAL] [sig       ] Exception retrieving result for JOBY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125375] [FATAL] [sig       ] Exception retrieving result for JOE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125416] [FATAL] [sig       ] Exception retrieving result for JOF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125456] [FATAL] [sig       ] Exception retrieving result for JPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125496] [FATAL] [sig       ] Exception retrieving result for JPM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125536] [FATAL] [sig       ] Exception retrieving result for JQC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125576] [FATAL] [sig       ] Exception retrieving result for JRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125616] [FATAL] [sig       ] Exception retrieving result for JRS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125663] [FATAL] [sig       ] Exception retrieving result for JXN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125704] [FATAL] [sig       ] Exception retrieving result for K: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.125745] [FATAL] [sig       ] Exception retrieving result for KAI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.127820] [FATAL] [sig       ] Exception retrieving result for KAR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.127912] [FATAL] [sig       ] Exception retrieving result for KB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.128200] [FATAL] [sig       ] Exception retrieving result for KBDC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.129932] [FATAL] [sig       ] Exception retrieving result for KBH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130132] [FATAL] [sig       ] Exception retrieving result for KBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130183] [FATAL] [sig       ] Exception retrieving result for KD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130235] [FATAL] [sig       ] Exception retrieving result for KEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130285] [FATAL] [sig       ] Exception retrieving result for KEP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130334] [FATAL] [sig       ] Exception retrieving result for KEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130382] [FATAL] [sig       ] Exception retrieving result for KEYS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130434] [FATAL] [sig       ] Exception retrieving result for KF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130483] [FATAL] [sig       ] Exception retrieving result for KFRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130530] [FATAL] [sig       ] Exception retrieving result for KFS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130578] [FATAL] [sig       ] Exception retrieving result for KFY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130625] [FATAL] [sig       ] Exception retrieving result for KGC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130673] [FATAL] [sig       ] Exception retrieving result for KGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130720] [FATAL] [sig       ] Exception retrieving result for KIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130767] [FATAL] [sig       ] Exception retrieving result for KIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130815] [FATAL] [sig       ] Exception retrieving result for KKR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130863] [FATAL] [sig       ] Exception retrieving result for KKRS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130912] [FATAL] [sig       ] Exception retrieving result for KLC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.130959] [FATAL] [sig       ] Exception retrieving result for KLG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.131014] [FATAL] [sig       ] Exception retrieving result for KMPB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.131701] [FATAL] [sig       ] Exception retrieving result for KMPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135171] [FATAL] [sig       ] Exception retrieving result for KMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135425] [FATAL] [sig       ] Exception retrieving result for KMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135477] [FATAL] [sig       ] Exception retrieving result for KN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135529] [FATAL] [sig       ] Exception retrieving result for KNF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135578] [FATAL] [sig       ] Exception retrieving result for KNOP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135634] [FATAL] [sig       ] Exception retrieving result for KNSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135687] [FATAL] [sig       ] Exception retrieving result for KNTK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135737] [FATAL] [sig       ] Exception retrieving result for KNX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135787] [FATAL] [sig       ] Exception retrieving result for KODK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135835] [FATAL] [sig       ] Exception retrieving result for KOF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135884] [FATAL] [sig       ] Exception retrieving result for KOP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135933] [FATAL] [sig       ] Exception retrieving result for KORE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.135982] [FATAL] [sig       ] Exception retrieving result for KOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136041] [FATAL] [sig       ] Exception retrieving result for KR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136090] [FATAL] [sig       ] Exception retrieving result for KRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136138] [FATAL] [sig       ] Exception retrieving result for KREF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136187] [FATAL] [sig       ] Exception retrieving result for KRG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136235] [FATAL] [sig       ] Exception retrieving result for KRP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136284] [FATAL] [sig       ] Exception retrieving result for KSS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136333] [FATAL] [sig       ] Exception retrieving result for KT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136382] [FATAL] [sig       ] Exception retrieving result for KTB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.136430] [FATAL] [sig       ] Exception retrieving result for KTF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.138065] [FATAL] [sig       ] Exception retrieving result for KVYO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.140627] [FATAL] [sig       ] Exception retrieving result for KW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.140687] [FATAL] [sig       ] Exception retrieving result for KWR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.140743] [FATAL] [sig       ] Exception retrieving result for KYN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.140794] [FATAL] [sig       ] Exception retrieving result for L: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.140844] [FATAL] [sig       ] Exception retrieving result for LAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.140894] [FATAL] [sig       ] Exception retrieving result for LAD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.140946] [FATAL] [sig       ] Exception retrieving result for LADR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141008] [FATAL] [sig       ] Exception retrieving result for LANV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141064] [FATAL] [sig       ] Exception retrieving result for LAW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141112] [FATAL] [sig       ] Exception retrieving result for LAZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141161] [FATAL] [sig       ] Exception retrieving result for LB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141209] [FATAL] [sig       ] Exception retrieving result for LBRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141257] [FATAL] [sig       ] Exception retrieving result for LC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141304] [FATAL] [sig       ] Exception retrieving result for LCII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141351] [FATAL] [sig       ] Exception retrieving result for LDI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141398] [FATAL] [sig       ] Exception retrieving result for LDOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141446] [FATAL] [sig       ] Exception retrieving result for LDP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141493] [FATAL] [sig       ] Exception retrieving result for LEA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141541] [FATAL] [sig       ] Exception retrieving result for LEG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141589] [FATAL] [sig       ] Exception retrieving result for LEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141637] [FATAL] [sig       ] Exception retrieving result for LEO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.141686] [FATAL] [sig       ] Exception retrieving result for LEVI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.144944] [FATAL] [sig       ] Exception retrieving result for LFT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.145827] [FATAL] [sig       ] Exception retrieving result for LGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146053] [FATAL] [sig       ] Exception retrieving result for LH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146096] [FATAL] [sig       ] Exception retrieving result for LHX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146131] [FATAL] [sig       ] Exception retrieving result for LII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146165] [FATAL] [sig       ] Exception retrieving result for LION: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146199] [FATAL] [sig       ] Exception retrieving result for LITB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146233] [FATAL] [sig       ] Exception retrieving result for LLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146266] [FATAL] [sig       ] Exception retrieving result for LMND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146301] [FATAL] [sig       ] Exception retrieving result for LMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146335] [FATAL] [sig       ] Exception retrieving result for LNC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146373] [FATAL] [sig       ] Exception retrieving result for LND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146407] [FATAL] [sig       ] Exception retrieving result for LNG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146440] [FATAL] [sig       ] Exception retrieving result for LNN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146473] [FATAL] [sig       ] Exception retrieving result for LOAR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146507] [FATAL] [sig       ] Exception retrieving result for LOB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146540] [FATAL] [sig       ] Exception retrieving result for LOCL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146577] [FATAL] [sig       ] Exception retrieving result for LOMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146611] [FATAL] [sig       ] Exception retrieving result for LOW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146645] [FATAL] [sig       ] Exception retrieving result for LPG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146679] [FATAL] [sig       ] Exception retrieving result for LPL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146713] [FATAL] [sig       ] Exception retrieving result for LPX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.146746] [FATAL] [sig       ] Exception retrieving result for LRN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.150815] [FATAL] [sig       ] Exception retrieving result for LSPD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.150876] [FATAL] [sig       ] Exception retrieving result for LTC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.150915] [FATAL] [sig       ] Exception retrieving result for LTH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.150950] [FATAL] [sig       ] Exception retrieving result for LTM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.150997] [FATAL] [sig       ] Exception retrieving result for LU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151035] [FATAL] [sig       ] Exception retrieving result for LUMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151068] [FATAL] [sig       ] Exception retrieving result for LUV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151101] [FATAL] [sig       ] Exception retrieving result for LVS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151134] [FATAL] [sig       ] Exception retrieving result for LVWR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151167] [FATAL] [sig       ] Exception retrieving result for LW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151202] [FATAL] [sig       ] Exception retrieving result for LXFR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151234] [FATAL] [sig       ] Exception retrieving result for LXP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151267] [FATAL] [sig       ] Exception retrieving result for LXU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151300] [FATAL] [sig       ] Exception retrieving result for LYB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151346] [FATAL] [sig       ] Exception retrieving result for LYG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151380] [FATAL] [sig       ] Exception retrieving result for LYV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151412] [FATAL] [sig       ] Exception retrieving result for LZB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151445] [FATAL] [sig       ] Exception retrieving result for LZM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151478] [FATAL] [sig       ] Exception retrieving result for M: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151510] [FATAL] [sig       ] Exception retrieving result for MA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151543] [FATAL] [sig       ] Exception retrieving result for MAA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151576] [FATAL] [sig       ] Exception retrieving result for MAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.151609] [FATAL] [sig       ] Exception retrieving result for MAGN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.152307] [FATAL] [sig       ] Exception retrieving result for MAIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.152607] [FATAL] [sig       ] Exception retrieving result for MAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.155674] [FATAL] [sig       ] Exception retrieving result for MANU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156010] [FATAL] [sig       ] Exception retrieving result for MAS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156057] [FATAL] [sig       ] Exception retrieving result for MATV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156093] [FATAL] [sig       ] Exception retrieving result for MATX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156129] [FATAL] [sig       ] Exception retrieving result for MAX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156163] [FATAL] [sig       ] Exception retrieving result for MBC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156198] [FATAL] [sig       ] Exception retrieving result for MBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156232] [FATAL] [sig       ] Exception retrieving result for MC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156266] [FATAL] [sig       ] Exception retrieving result for MCB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156301] [FATAL] [sig       ] Exception retrieving result for MCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156335] [FATAL] [sig       ] Exception retrieving result for MCK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156370] [FATAL] [sig       ] Exception retrieving result for MCN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156403] [FATAL] [sig       ] Exception retrieving result for MCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156438] [FATAL] [sig       ] Exception retrieving result for MCR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156471] [FATAL] [sig       ] Exception retrieving result for MCS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156508] [FATAL] [sig       ] Exception retrieving result for MCY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156542] [FATAL] [sig       ] Exception retrieving result for MD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156576] [FATAL] [sig       ] Exception retrieving result for MDST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156609] [FATAL] [sig       ] Exception retrieving result for MDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156643] [FATAL] [sig       ] Exception retrieving result for MDU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.156680] [FATAL] [sig       ] Exception retrieving result for MDV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.159434] [FATAL] [sig       ] Exception retrieving result for MEC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.160822] [FATAL] [sig       ] Exception retrieving result for MED: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.160878] [FATAL] [sig       ] Exception retrieving result for MEG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.160916] [FATAL] [sig       ] Exception retrieving result for MEGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.160950] [FATAL] [sig       ] Exception retrieving result for MEI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.160992] [FATAL] [sig       ] Exception retrieving result for MET: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161031] [FATAL] [sig       ] Exception retrieving result for MFA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161066] [FATAL] [sig       ] Exception retrieving result for MFAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161102] [FATAL] [sig       ] Exception retrieving result for MFAO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161141] [FATAL] [sig       ] Exception retrieving result for MFC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161180] [FATAL] [sig       ] Exception retrieving result for MFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161217] [FATAL] [sig       ] Exception retrieving result for MFM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161256] [FATAL] [sig       ] Exception retrieving result for MG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161294] [FATAL] [sig       ] Exception retrieving result for MGA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161336] [FATAL] [sig       ] Exception retrieving result for MGF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161375] [FATAL] [sig       ] Exception retrieving result for MGM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161414] [FATAL] [sig       ] Exception retrieving result for MGR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161452] [FATAL] [sig       ] Exception retrieving result for MGRB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161491] [FATAL] [sig       ] Exception retrieving result for MGRD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161530] [FATAL] [sig       ] Exception retrieving result for MGRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161572] [FATAL] [sig       ] Exception retrieving result for MGY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161611] [FATAL] [sig       ] Exception retrieving result for MHD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.161650] [FATAL] [sig       ] Exception retrieving result for MHF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.162842] [FATAL] [sig       ] Exception retrieving result for MHO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.163290] [FATAL] [sig       ] Exception retrieving result for MHK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166278] [FATAL] [sig       ] Exception retrieving result for MHN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166467] [FATAL] [sig       ] Exception retrieving result for MIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166508] [FATAL] [sig       ] Exception retrieving result for MIR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166544] [FATAL] [sig       ] Exception retrieving result for MITP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166578] [FATAL] [sig       ] Exception retrieving result for MITT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166614] [FATAL] [sig       ] Exception retrieving result for MIY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166648] [FATAL] [sig       ] Exception retrieving result for MKC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166683] [FATAL] [sig       ] Exception retrieving result for MKL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166722] [FATAL] [sig       ] Exception retrieving result for MLI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166759] [FATAL] [sig       ] Exception retrieving result for MLM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166793] [FATAL] [sig       ] Exception retrieving result for MLNK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166827] [FATAL] [sig       ] Exception retrieving result for MLP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166862] [FATAL] [sig       ] Exception retrieving result for MLR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166895] [FATAL] [sig       ] Exception retrieving result for MMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166929] [FATAL] [sig       ] Exception retrieving result for MMD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.166963] [FATAL] [sig       ] Exception retrieving result for MMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.167009] [FATAL] [sig       ] Exception retrieving result for MMM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.167046] [FATAL] [sig       ] Exception retrieving result for MMS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.167080] [FATAL] [sig       ] Exception retrieving result for MMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.167114] [FATAL] [sig       ] Exception retrieving result for MMU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.167148] [FATAL] [sig       ] Exception retrieving result for MNR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.170095] [FATAL] [sig       ] Exception retrieving result for MNSO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171139] [FATAL] [sig       ] Exception retrieving result for MOD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171556] [FATAL] [sig       ] Exception retrieving result for MODG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171600] [FATAL] [sig       ] Exception retrieving result for MOH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171638] [FATAL] [sig       ] Exception retrieving result for MOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171673] [FATAL] [sig       ] Exception retrieving result for MOV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171708] [FATAL] [sig       ] Exception retrieving result for MP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171744] [FATAL] [sig       ] Exception retrieving result for MPA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171779] [FATAL] [sig       ] Exception retrieving result for MPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171814] [FATAL] [sig       ] Exception retrieving result for MPLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171849] [FATAL] [sig       ] Exception retrieving result for MPV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171883] [FATAL] [sig       ] Exception retrieving result for MPW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171917] [FATAL] [sig       ] Exception retrieving result for MPX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171950] [FATAL] [sig       ] Exception retrieving result for MQT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.171994] [FATAL] [sig       ] Exception retrieving result for MQY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172031] [FATAL] [sig       ] Exception retrieving result for MRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172069] [FATAL] [sig       ] Exception retrieving result for MRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172104] [FATAL] [sig       ] Exception retrieving result for MS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172138] [FATAL] [sig       ] Exception retrieving result for MSA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172172] [FATAL] [sig       ] Exception retrieving result for MSB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172206] [FATAL] [sig       ] Exception retrieving result for MSCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172240] [FATAL] [sig       ] Exception retrieving result for MSD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.172274] [FATAL] [sig       ] Exception retrieving result for MSDL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.174250] [FATAL] [sig       ] Exception retrieving result for MT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.174863] [FATAL] [sig       ] Exception retrieving result for MSGE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.176970] [FATAL] [sig       ] Exception retrieving result for MSI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177098] [FATAL] [sig       ] Exception retrieving result for MSM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177144] [FATAL] [sig       ] Exception retrieving result for MSGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177186] [FATAL] [sig       ] Exception retrieving result for MTAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177233] [FATAL] [sig       ] Exception retrieving result for MTB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177275] [FATAL] [sig       ] Exception retrieving result for MTD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177315] [FATAL] [sig       ] Exception retrieving result for MTDR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177357] [FATAL] [sig       ] Exception retrieving result for MTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177396] [FATAL] [sig       ] Exception retrieving result for MTH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177436] [FATAL] [sig       ] Exception retrieving result for MTN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177477] [FATAL] [sig       ] Exception retrieving result for MTRN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177517] [FATAL] [sig       ] Exception retrieving result for MTUS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177557] [FATAL] [sig       ] Exception retrieving result for MTW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177596] [FATAL] [sig       ] Exception retrieving result for MTX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177635] [FATAL] [sig       ] Exception retrieving result for MTZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177675] [FATAL] [sig       ] Exception retrieving result for MUA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177715] [FATAL] [sig       ] Exception retrieving result for MUC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177755] [FATAL] [sig       ] Exception retrieving result for MUE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177795] [FATAL] [sig       ] Exception retrieving result for MUFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177836] [FATAL] [sig       ] Exception retrieving result for MUJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.177875] [FATAL] [sig       ] Exception retrieving result for MUR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.181826] [FATAL] [sig       ] Exception retrieving result for MUSA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182092] [FATAL] [sig       ] Exception retrieving result for MUX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182247] [FATAL] [sig       ] Exception retrieving result for MVF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182307] [FATAL] [sig       ] Exception retrieving result for MVO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182347] [FATAL] [sig       ] Exception retrieving result for MVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182383] [FATAL] [sig       ] Exception retrieving result for MWA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182422] [FATAL] [sig       ] Exception retrieving result for MX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182458] [FATAL] [sig       ] Exception retrieving result for MXF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182493] [FATAL] [sig       ] Exception retrieving result for MYD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182527] [FATAL] [sig       ] Exception retrieving result for MYE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182562] [FATAL] [sig       ] Exception retrieving result for MYI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182597] [FATAL] [sig       ] Exception retrieving result for MYN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182631] [FATAL] [sig       ] Exception retrieving result for NABL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182666] [FATAL] [sig       ] Exception retrieving result for NAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182701] [FATAL] [sig       ] Exception retrieving result for NAD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182735] [FATAL] [sig       ] Exception retrieving result for NAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182774] [FATAL] [sig       ] Exception retrieving result for NAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182808] [FATAL] [sig       ] Exception retrieving result for NATL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182842] [FATAL] [sig       ] Exception retrieving result for NAZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182876] [FATAL] [sig       ] Exception retrieving result for NBB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182911] [FATAL] [sig       ] Exception retrieving result for NBHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182946] [FATAL] [sig       ] Exception retrieving result for NBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.182980] [FATAL] [sig       ] Exception retrieving result for NBXG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.183967] [FATAL] [sig       ] Exception retrieving result for NC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187458] [FATAL] [sig       ] Exception retrieving result for NCA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187512] [FATAL] [sig       ] Exception retrieving result for NCDL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187551] [FATAL] [sig       ] Exception retrieving result for NCLH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187588] [FATAL] [sig       ] Exception retrieving result for NCV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187625] [FATAL] [sig       ] Exception retrieving result for NCZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187661] [FATAL] [sig       ] Exception retrieving result for NDMO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187697] [FATAL] [sig       ] Exception retrieving result for NE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187735] [FATAL] [sig       ] Exception retrieving result for NEA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187782] [FATAL] [sig       ] Exception retrieving result for NEE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187818] [FATAL] [sig       ] Exception retrieving result for NEM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187855] [FATAL] [sig       ] Exception retrieving result for NET: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187891] [FATAL] [sig       ] Exception retrieving result for NEU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187927] [FATAL] [sig       ] Exception retrieving result for NEUE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.187963] [FATAL] [sig       ] Exception retrieving result for NEXA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188016] [FATAL] [sig       ] Exception retrieving result for NFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188057] [FATAL] [sig       ] Exception retrieving result for NFJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188094] [FATAL] [sig       ] Exception retrieving result for NGG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188131] [FATAL] [sig       ] Exception retrieving result for NGL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188167] [FATAL] [sig       ] Exception retrieving result for NGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188202] [FATAL] [sig       ] Exception retrieving result for NGVC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188238] [FATAL] [sig       ] Exception retrieving result for NGVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.188274] [FATAL] [sig       ] Exception retrieving result for NHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.190788] [FATAL] [sig       ] Exception retrieving result for NIC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.192463] [FATAL] [sig       ] Exception retrieving result for NIE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.192590] [FATAL] [sig       ] Exception retrieving result for NIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.192717] [FATAL] [sig       ] Exception retrieving result for NINE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.192879] [FATAL] [sig       ] Exception retrieving result for NJR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.192929] [FATAL] [sig       ] Exception retrieving result for NKX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.192976] [FATAL] [sig       ] Exception retrieving result for NLOP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193030] [FATAL] [sig       ] Exception retrieving result for NLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193078] [FATAL] [sig       ] Exception retrieving result for NMAI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193124] [FATAL] [sig       ] Exception retrieving result for NMCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193171] [FATAL] [sig       ] Exception retrieving result for NMG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193217] [FATAL] [sig       ] Exception retrieving result for NMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193273] [FATAL] [sig       ] Exception retrieving result for NMM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193321] [FATAL] [sig       ] Exception retrieving result for NMR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193368] [FATAL] [sig       ] Exception retrieving result for NMS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193415] [FATAL] [sig       ] Exception retrieving result for NMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193461] [FATAL] [sig       ] Exception retrieving result for NMZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193507] [FATAL] [sig       ] Exception retrieving result for NNI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193553] [FATAL] [sig       ] Exception retrieving result for NNN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193599] [FATAL] [sig       ] Exception retrieving result for NNY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193646] [FATAL] [sig       ] Exception retrieving result for NOA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193692] [FATAL] [sig       ] Exception retrieving result for NOAH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.193738] [FATAL] [sig       ] Exception retrieving result for NOC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.194924] [FATAL] [sig       ] Exception retrieving result for NOG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.197712] [FATAL] [sig       ] Exception retrieving result for NOK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.197765] [FATAL] [sig       ] Exception retrieving result for NOMD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.197808] [FATAL] [sig       ] Exception retrieving result for NOTE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.197849] [FATAL] [sig       ] Exception retrieving result for NOV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.197888] [FATAL] [sig       ] Exception retrieving result for NPCT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.197924] [FATAL] [sig       ] Exception retrieving result for NPFD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.197961] [FATAL] [sig       ] Exception retrieving result for NPK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198004] [FATAL] [sig       ] Exception retrieving result for NPO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198072] [FATAL] [sig       ] Exception retrieving result for NPV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198131] [FATAL] [sig       ] Exception retrieving result for NPWR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198172] [FATAL] [sig       ] Exception retrieving result for NQP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198211] [FATAL] [sig       ] Exception retrieving result for NRDY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198247] [FATAL] [sig       ] Exception retrieving result for NREF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198288] [FATAL] [sig       ] Exception retrieving result for NRGV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198324] [FATAL] [sig       ] Exception retrieving result for NRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198359] [FATAL] [sig       ] Exception retrieving result for NRP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198395] [FATAL] [sig       ] Exception retrieving result for NRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198431] [FATAL] [sig       ] Exception retrieving result for NRUC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198466] [FATAL] [sig       ] Exception retrieving result for NSP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198501] [FATAL] [sig       ] Exception retrieving result for NTB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198537] [FATAL] [sig       ] Exception retrieving result for NTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.198572] [FATAL] [sig       ] Exception retrieving result for NTST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.199445] [FATAL] [sig       ] Exception retrieving result for NU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.201173] [FATAL] [sig       ] Exception retrieving result for NUS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203226] [FATAL] [sig       ] Exception retrieving result for NUV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203374] [FATAL] [sig       ] Exception retrieving result for NUVB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203417] [FATAL] [sig       ] Exception retrieving result for NUW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203455] [FATAL] [sig       ] Exception retrieving result for NVGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203494] [FATAL] [sig       ] Exception retrieving result for NVO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203531] [FATAL] [sig       ] Exception retrieving result for NVR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203569] [FATAL] [sig       ] Exception retrieving result for NVRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203606] [FATAL] [sig       ] Exception retrieving result for NVS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203648] [FATAL] [sig       ] Exception retrieving result for NVST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203686] [FATAL] [sig       ] Exception retrieving result for NVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203724] [FATAL] [sig       ] Exception retrieving result for NWG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203761] [FATAL] [sig       ] Exception retrieving result for NWN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203800] [FATAL] [sig       ] Exception retrieving result for NX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203837] [FATAL] [sig       ] Exception retrieving result for NXC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203874] [FATAL] [sig       ] Exception retrieving result for NXDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203915] [FATAL] [sig       ] Exception retrieving result for NXE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.203954] [FATAL] [sig       ] Exception retrieving result for NXG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.204001] [FATAL] [sig       ] Exception retrieving result for NXJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.204041] [FATAL] [sig       ] Exception retrieving result for NXN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.204078] [FATAL] [sig       ] Exception retrieving result for NXP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.204114] [FATAL] [sig       ] Exception retrieving result for NXRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.207077] [FATAL] [sig       ] Exception retrieving result for NYT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208475] [FATAL] [sig       ] Exception retrieving result for NZF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208536] [FATAL] [sig       ] Exception retrieving result for OBDC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208588] [FATAL] [sig       ] Exception retrieving result for OBK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208639] [FATAL] [sig       ] Exception retrieving result for OC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208689] [FATAL] [sig       ] Exception retrieving result for OCFT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208738] [FATAL] [sig       ] Exception retrieving result for ODC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208788] [FATAL] [sig       ] Exception retrieving result for ODV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208838] [FATAL] [sig       ] Exception retrieving result for OEC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208886] [FATAL] [sig       ] Exception retrieving result for OFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208934] [FATAL] [sig       ] Exception retrieving result for OGE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.208981] [FATAL] [sig       ] Exception retrieving result for OGN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209037] [FATAL] [sig       ] Exception retrieving result for OGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209084] [FATAL] [sig       ] Exception retrieving result for OHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209132] [FATAL] [sig       ] Exception retrieving result for OI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209180] [FATAL] [sig       ] Exception retrieving result for OIA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209230] [FATAL] [sig       ] Exception retrieving result for OII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209278] [FATAL] [sig       ] Exception retrieving result for OIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209326] [FATAL] [sig       ] Exception retrieving result for OKE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209373] [FATAL] [sig       ] Exception retrieving result for OLN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209426] [FATAL] [sig       ] Exception retrieving result for OLP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209474] [FATAL] [sig       ] Exception retrieving result for OMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.209522] [FATAL] [sig       ] Exception retrieving result for OMF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.210357] [FATAL] [sig       ] Exception retrieving result for OMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.213963] [FATAL] [sig       ] Exception retrieving result for ONIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214067] [FATAL] [sig       ] Exception retrieving result for ONL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214120] [FATAL] [sig       ] Exception retrieving result for ONON: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214158] [FATAL] [sig       ] Exception retrieving result for ONTF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214195] [FATAL] [sig       ] Exception retrieving result for ONTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214230] [FATAL] [sig       ] Exception retrieving result for OOMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214266] [FATAL] [sig       ] Exception retrieving result for OPAD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214301] [FATAL] [sig       ] Exception retrieving result for OPFI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214336] [FATAL] [sig       ] Exception retrieving result for OR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214371] [FATAL] [sig       ] Exception retrieving result for ORA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214405] [FATAL] [sig       ] Exception retrieving result for ORC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214439] [FATAL] [sig       ] Exception retrieving result for ORN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214472] [FATAL] [sig       ] Exception retrieving result for OSCR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214506] [FATAL] [sig       ] Exception retrieving result for OTIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214546] [FATAL] [sig       ] Exception retrieving result for OUT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214585] [FATAL] [sig       ] Exception retrieving result for OVV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214624] [FATAL] [sig       ] Exception retrieving result for OWL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214663] [FATAL] [sig       ] Exception retrieving result for OWLT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214702] [FATAL] [sig       ] Exception retrieving result for OXM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214741] [FATAL] [sig       ] Exception retrieving result for PAAS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214779] [FATAL] [sig       ] Exception retrieving result for PAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.214824] [FATAL] [sig       ] Exception retrieving result for PACK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.217223] [FATAL] [sig       ] Exception retrieving result for PACS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.218763] [FATAL] [sig       ] Exception retrieving result for PAG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.218821] [FATAL] [sig       ] Exception retrieving result for PAGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.218874] [FATAL] [sig       ] Exception retrieving result for PAI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.218910] [FATAL] [sig       ] Exception retrieving result for PAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.218945] [FATAL] [sig       ] Exception retrieving result for PAR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.218980] [FATAL] [sig       ] Exception retrieving result for PARR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219026] [FATAL] [sig       ] Exception retrieving result for PATH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219061] [FATAL] [sig       ] Exception retrieving result for PAXS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219095] [FATAL] [sig       ] Exception retrieving result for PAY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219129] [FATAL] [sig       ] Exception retrieving result for PAYC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219164] [FATAL] [sig       ] Exception retrieving result for PB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219198] [FATAL] [sig       ] Exception retrieving result for PBA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219235] [FATAL] [sig       ] Exception retrieving result for PBF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219270] [FATAL] [sig       ] Exception retrieving result for PBH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219304] [FATAL] [sig       ] Exception retrieving result for PBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219337] [FATAL] [sig       ] Exception retrieving result for PBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219370] [FATAL] [sig       ] Exception retrieving result for PBT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219404] [FATAL] [sig       ] Exception retrieving result for PCF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219438] [FATAL] [sig       ] Exception retrieving result for PCM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219472] [FATAL] [sig       ] Exception retrieving result for PCN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219505] [FATAL] [sig       ] Exception retrieving result for PCOR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.219539] [FATAL] [sig       ] Exception retrieving result for PCQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.221004] [FATAL] [sig       ] Exception retrieving result for PD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223481] [FATAL] [sig       ] Exception retrieving result for PDI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223721] [FATAL] [sig       ] Exception retrieving result for PDM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223769] [FATAL] [sig       ] Exception retrieving result for PDO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223808] [FATAL] [sig       ] Exception retrieving result for PDS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223849] [FATAL] [sig       ] Exception retrieving result for PDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223888] [FATAL] [sig       ] Exception retrieving result for PDX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223927] [FATAL] [sig       ] Exception retrieving result for PEB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.223966] [FATAL] [sig       ] Exception retrieving result for PEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224019] [FATAL] [sig       ] Exception retrieving result for PEO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224059] [FATAL] [sig       ] Exception retrieving result for PERF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224097] [FATAL] [sig       ] Exception retrieving result for PFD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224134] [FATAL] [sig       ] Exception retrieving result for PFGC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224172] [FATAL] [sig       ] Exception retrieving result for PFH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224210] [FATAL] [sig       ] Exception retrieving result for PFL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224249] [FATAL] [sig       ] Exception retrieving result for PFLT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224286] [FATAL] [sig       ] Exception retrieving result for PFN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224324] [FATAL] [sig       ] Exception retrieving result for PFO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224362] [FATAL] [sig       ] Exception retrieving result for PFS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224400] [FATAL] [sig       ] Exception retrieving result for PFSI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224438] [FATAL] [sig       ] Exception retrieving result for PGP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224475] [FATAL] [sig       ] Exception retrieving result for PGRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.224513] [FATAL] [sig       ] Exception retrieving result for PGZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228429] [FATAL] [sig       ] Exception retrieving result for PH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228568] [FATAL] [sig       ] Exception retrieving result for PHD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228678] [FATAL] [sig       ] Exception retrieving result for PHG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228824] [FATAL] [sig       ] Exception retrieving result for PHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228866] [FATAL] [sig       ] Exception retrieving result for PHIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228904] [FATAL] [sig       ] Exception retrieving result for PHK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228946] [FATAL] [sig       ] Exception retrieving result for PHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.228995] [FATAL] [sig       ] Exception retrieving result for PHT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229038] [FATAL] [sig       ] Exception retrieving result for PII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229077] [FATAL] [sig       ] Exception retrieving result for PIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229115] [FATAL] [sig       ] Exception retrieving result for PINE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229154] [FATAL] [sig       ] Exception retrieving result for PINS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229192] [FATAL] [sig       ] Exception retrieving result for PIPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229230] [FATAL] [sig       ] Exception retrieving result for PJT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229267] [FATAL] [sig       ] Exception retrieving result for PK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229305] [FATAL] [sig       ] Exception retrieving result for PKE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229343] [FATAL] [sig       ] Exception retrieving result for PKG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229380] [FATAL] [sig       ] Exception retrieving result for PKST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229418] [FATAL] [sig       ] Exception retrieving result for PKX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229457] [FATAL] [sig       ] Exception retrieving result for PL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229495] [FATAL] [sig       ] Exception retrieving result for PLD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229532] [FATAL] [sig       ] Exception retrieving result for PLOW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.229571] [FATAL] [sig       ] Exception retrieving result for PLYM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.232071] [FATAL] [sig       ] Exception retrieving result for PML: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233711] [FATAL] [sig       ] Exception retrieving result for PMM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233760] [FATAL] [sig       ] Exception retrieving result for PMO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233798] [FATAL] [sig       ] Exception retrieving result for PMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233834] [FATAL] [sig       ] Exception retrieving result for PNI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233869] [FATAL] [sig       ] Exception retrieving result for PNNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233904] [FATAL] [sig       ] Exception retrieving result for PNW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233938] [FATAL] [sig       ] Exception retrieving result for POST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.233972] [FATAL] [sig       ] Exception retrieving result for PPG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234022] [FATAL] [sig       ] Exception retrieving result for PPT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234058] [FATAL] [sig       ] Exception retrieving result for PR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234093] [FATAL] [sig       ] Exception retrieving result for PRA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234127] [FATAL] [sig       ] Exception retrieving result for PRG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234161] [FATAL] [sig       ] Exception retrieving result for PRGO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234198] [FATAL] [sig       ] Exception retrieving result for PRH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234233] [FATAL] [sig       ] Exception retrieving result for PRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234266] [FATAL] [sig       ] Exception retrieving result for PRIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234300] [FATAL] [sig       ] Exception retrieving result for PRLB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234334] [FATAL] [sig       ] Exception retrieving result for PRM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234369] [FATAL] [sig       ] Exception retrieving result for PRMB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234402] [FATAL] [sig       ] Exception retrieving result for PRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234436] [FATAL] [sig       ] Exception retrieving result for PRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.234469] [FATAL] [sig       ] Exception retrieving result for PRU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.235567] [FATAL] [sig       ] Exception retrieving result for PSA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.236675] [FATAL] [sig       ] Exception retrieving result for PSBD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.238992] [FATAL] [sig       ] Exception retrieving result for PSF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239140] [FATAL] [sig       ] Exception retrieving result for PSFE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239183] [FATAL] [sig       ] Exception retrieving result for PSN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239219] [FATAL] [sig       ] Exception retrieving result for PSO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239253] [FATAL] [sig       ] Exception retrieving result for PSQH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239287] [FATAL] [sig       ] Exception retrieving result for PSTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239321] [FATAL] [sig       ] Exception retrieving result for PSTL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239354] [FATAL] [sig       ] Exception retrieving result for PSX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239389] [FATAL] [sig       ] Exception retrieving result for PTA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239423] [FATAL] [sig       ] Exception retrieving result for PTY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239461] [FATAL] [sig       ] Exception retrieving result for PUK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239496] [FATAL] [sig       ] Exception retrieving result for PUMP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239530] [FATAL] [sig       ] Exception retrieving result for PVH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239564] [FATAL] [sig       ] Exception retrieving result for PVL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239598] [FATAL] [sig       ] Exception retrieving result for PWR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239632] [FATAL] [sig       ] Exception retrieving result for QD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239666] [FATAL] [sig       ] Exception retrieving result for QGEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239700] [FATAL] [sig       ] Exception retrieving result for QS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239733] [FATAL] [sig       ] Exception retrieving result for QSR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239767] [FATAL] [sig       ] Exception retrieving result for QTWO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.239800] [FATAL] [sig       ] Exception retrieving result for QUAD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.241088] [FATAL] [sig       ] Exception retrieving result for QVCC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.242904] [FATAL] [sig       ] Exception retrieving result for QVCD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244054] [FATAL] [sig       ] Exception retrieving result for QXO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244114] [FATAL] [sig       ] Exception retrieving result for R: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244157] [FATAL] [sig       ] Exception retrieving result for RA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244202] [FATAL] [sig       ] Exception retrieving result for RACE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244243] [FATAL] [sig       ] Exception retrieving result for RAMP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244282] [FATAL] [sig       ] Exception retrieving result for RBA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244321] [FATAL] [sig       ] Exception retrieving result for RBC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244360] [FATAL] [sig       ] Exception retrieving result for RBLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244399] [FATAL] [sig       ] Exception retrieving result for RBOT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244438] [FATAL] [sig       ] Exception retrieving result for RBRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244476] [FATAL] [sig       ] Exception retrieving result for RC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244516] [FATAL] [sig       ] Exception retrieving result for RCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244555] [FATAL] [sig       ] Exception retrieving result for RCS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244599] [FATAL] [sig       ] Exception retrieving result for RCUS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244638] [FATAL] [sig       ] Exception retrieving result for RDDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244678] [FATAL] [sig       ] Exception retrieving result for RDN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244717] [FATAL] [sig       ] Exception retrieving result for RDW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244755] [FATAL] [sig       ] Exception retrieving result for RDY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244795] [FATAL] [sig       ] Exception retrieving result for RELX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244834] [FATAL] [sig       ] Exception retrieving result for RERE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.244879] [FATAL] [sig       ] Exception retrieving result for RES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.247725] [FATAL] [sig       ] Exception retrieving result for RFM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.248549] [FATAL] [sig       ] Exception retrieving result for RF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250198] [FATAL] [sig       ] Exception retrieving result for REVG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250253] [FATAL] [sig       ] Exception retrieving result for RFL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250293] [FATAL] [sig       ] Exception retrieving result for RFI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250328] [FATAL] [sig       ] Exception retrieving result for REXR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250363] [FATAL] [sig       ] Exception retrieving result for RFMZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250397] [FATAL] [sig       ] Exception retrieving result for REX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250430] [FATAL] [sig       ] Exception retrieving result for REZI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250468] [FATAL] [sig       ] Exception retrieving result for RGA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250503] [FATAL] [sig       ] Exception retrieving result for RGT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250537] [FATAL] [sig       ] Exception retrieving result for RH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250570] [FATAL] [sig       ] Exception retrieving result for RHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250604] [FATAL] [sig       ] Exception retrieving result for RHP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250638] [FATAL] [sig       ] Exception retrieving result for RIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250672] [FATAL] [sig       ] Exception retrieving result for RIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250705] [FATAL] [sig       ] Exception retrieving result for RITM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250743] [FATAL] [sig       ] Exception retrieving result for RIV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250777] [FATAL] [sig       ] Exception retrieving result for RJF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250810] [FATAL] [sig       ] Exception retrieving result for RKT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250843] [FATAL] [sig       ] Exception retrieving result for RL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250878] [FATAL] [sig       ] Exception retrieving result for RLI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.250912] [FATAL] [sig       ] Exception retrieving result for RLJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.251893] [FATAL] [sig       ] Exception retrieving result for RLTY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.254733] [FATAL] [sig       ] Exception retrieving result for RLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255003] [FATAL] [sig       ] Exception retrieving result for RM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255052] [FATAL] [sig       ] Exception retrieving result for RMAX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255090] [FATAL] [sig       ] Exception retrieving result for RMD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255126] [FATAL] [sig       ] Exception retrieving result for RMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255161] [FATAL] [sig       ] Exception retrieving result for RMM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255197] [FATAL] [sig       ] Exception retrieving result for RMMZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255232] [FATAL] [sig       ] Exception retrieving result for RMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255265] [FATAL] [sig       ] Exception retrieving result for RNG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255299] [FATAL] [sig       ] Exception retrieving result for RNGR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255332] [FATAL] [sig       ] Exception retrieving result for RNP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255365] [FATAL] [sig       ] Exception retrieving result for RNR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255399] [FATAL] [sig       ] Exception retrieving result for RNST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255432] [FATAL] [sig       ] Exception retrieving result for ROG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255466] [FATAL] [sig       ] Exception retrieving result for ROK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255500] [FATAL] [sig       ] Exception retrieving result for ROL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255533] [FATAL] [sig       ] Exception retrieving result for RPM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255566] [FATAL] [sig       ] Exception retrieving result for RPT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255599] [FATAL] [sig       ] Exception retrieving result for RQI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255637] [FATAL] [sig       ] Exception retrieving result for RRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255671] [FATAL] [sig       ] Exception retrieving result for RRX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.255705] [FATAL] [sig       ] Exception retrieving result for RS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.257619] [FATAL] [sig       ] Exception retrieving result for RSF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.259634] [FATAL] [sig       ] Exception retrieving result for RSG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.259704] [FATAL] [sig       ] Exception retrieving result for RSI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.259762] [FATAL] [sig       ] Exception retrieving result for RSKD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.259811] [FATAL] [sig       ] Exception retrieving result for RTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.259860] [FATAL] [sig       ] Exception retrieving result for RTX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.259910] [FATAL] [sig       ] Exception retrieving result for RVLV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.259963] [FATAL] [sig       ] Exception retrieving result for RVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260023] [FATAL] [sig       ] Exception retrieving result for RVTY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260077] [FATAL] [sig       ] Exception retrieving result for RWT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260126] [FATAL] [sig       ] Exception retrieving result for RXO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260174] [FATAL] [sig       ] Exception retrieving result for RY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260221] [FATAL] [sig       ] Exception retrieving result for RYAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260269] [FATAL] [sig       ] Exception retrieving result for RYAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260316] [FATAL] [sig       ] Exception retrieving result for RYI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260364] [FATAL] [sig       ] Exception retrieving result for RYN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260412] [FATAL] [sig       ] Exception retrieving result for RZB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260459] [FATAL] [sig       ] Exception retrieving result for RZC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260507] [FATAL] [sig       ] Exception retrieving result for S: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260554] [FATAL] [sig       ] Exception retrieving result for SA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260601] [FATAL] [sig       ] Exception retrieving result for SABA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260649] [FATAL] [sig       ] Exception retrieving result for SAFE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.260696] [FATAL] [sig       ] Exception retrieving result for SAH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.262059] [FATAL] [sig       ] Exception retrieving result for SAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264617] [FATAL] [sig       ] Exception retrieving result for SAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264671] [FATAL] [sig       ] Exception retrieving result for SAND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264712] [FATAL] [sig       ] Exception retrieving result for SAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264755] [FATAL] [sig       ] Exception retrieving result for SAR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264798] [FATAL] [sig       ] Exception retrieving result for SARO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264838] [FATAL] [sig       ] Exception retrieving result for SB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264878] [FATAL] [sig       ] Exception retrieving result for SBH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264920] [FATAL] [sig       ] Exception retrieving result for SBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.264959] [FATAL] [sig       ] Exception retrieving result for SBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265011] [FATAL] [sig       ] Exception retrieving result for SBS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265116] [FATAL] [sig       ] Exception retrieving result for SBSI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265164] [FATAL] [sig       ] Exception retrieving result for SBSW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265201] [FATAL] [sig       ] Exception retrieving result for SCCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265236] [FATAL] [sig       ] Exception retrieving result for SCD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265271] [FATAL] [sig       ] Exception retrieving result for SCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265305] [FATAL] [sig       ] Exception retrieving result for SCL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265338] [FATAL] [sig       ] Exception retrieving result for SCM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265372] [FATAL] [sig       ] Exception retrieving result for SCS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265407] [FATAL] [sig       ] Exception retrieving result for SD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265440] [FATAL] [sig       ] Exception retrieving result for SDHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265474] [FATAL] [sig       ] Exception retrieving result for SDHY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.265508] [FATAL] [sig       ] Exception retrieving result for SDRL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.268954] [FATAL] [sig       ] Exception retrieving result for SEE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269242] [FATAL] [sig       ] Exception retrieving result for SEG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269287] [FATAL] [sig       ] Exception retrieving result for SEI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269333] [FATAL] [sig       ] Exception retrieving result for SEM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269373] [FATAL] [sig       ] Exception retrieving result for SEMR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269412] [FATAL] [sig       ] Exception retrieving result for SF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269451] [FATAL] [sig       ] Exception retrieving result for SFB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269489] [FATAL] [sig       ] Exception retrieving result for SFBS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269528] [FATAL] [sig       ] Exception retrieving result for SFL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269566] [FATAL] [sig       ] Exception retrieving result for SG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269604] [FATAL] [sig       ] Exception retrieving result for SGHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269642] [FATAL] [sig       ] Exception retrieving result for SGU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269680] [FATAL] [sig       ] Exception retrieving result for SHAK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269718] [FATAL] [sig       ] Exception retrieving result for SHCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269756] [FATAL] [sig       ] Exception retrieving result for SHEL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269793] [FATAL] [sig       ] Exception retrieving result for SHG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269832] [FATAL] [sig       ] Exception retrieving result for SHO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269870] [FATAL] [sig       ] Exception retrieving result for SHOC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269907] [FATAL] [sig       ] Exception retrieving result for SHW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269946] [FATAL] [sig       ] Exception retrieving result for SID: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.269994] [FATAL] [sig       ] Exception retrieving result for SIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.270038] [FATAL] [sig       ] Exception retrieving result for SII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.270077] [FATAL] [sig       ] Exception retrieving result for SILA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.271533] [FATAL] [sig       ] Exception retrieving result for SJM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.274607] [FATAL] [sig       ] Exception retrieving result for SJT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.274785] [FATAL] [sig       ] Exception retrieving result for SITC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.274824] [FATAL] [sig       ] Exception retrieving result for SITE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.274862] [FATAL] [sig       ] Exception retrieving result for SKE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.274897] [FATAL] [sig       ] Exception retrieving result for SKIL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.274935] [FATAL] [sig       ] Exception retrieving result for SKLZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.274970] [FATAL] [sig       ] Exception retrieving result for SKM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275041] [FATAL] [sig       ] Exception retrieving result for SKT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275092] [FATAL] [sig       ] Exception retrieving result for SKY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275134] [FATAL] [sig       ] Exception retrieving result for SLB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275175] [FATAL] [sig       ] Exception retrieving result for SLF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275214] [FATAL] [sig       ] Exception retrieving result for SLG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275253] [FATAL] [sig       ] Exception retrieving result for SLGN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275292] [FATAL] [sig       ] Exception retrieving result for SLQT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275331] [FATAL] [sig       ] Exception retrieving result for SLVM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275369] [FATAL] [sig       ] Exception retrieving result for SM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275408] [FATAL] [sig       ] Exception retrieving result for SMBK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275447] [FATAL] [sig       ] Exception retrieving result for SMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275485] [FATAL] [sig       ] Exception retrieving result for SMFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275523] [FATAL] [sig       ] Exception retrieving result for SMG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275561] [FATAL] [sig       ] Exception retrieving result for SMHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.275599] [FATAL] [sig       ] Exception retrieving result for SMP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.276371] [FATAL] [sig       ] Exception retrieving result for SMRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279585] [FATAL] [sig       ] Exception retrieving result for SMWB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279636] [FATAL] [sig       ] Exception retrieving result for SN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279676] [FATAL] [sig       ] Exception retrieving result for SNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279715] [FATAL] [sig       ] Exception retrieving result for SNAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279752] [FATAL] [sig       ] Exception retrieving result for SNDA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279790] [FATAL] [sig       ] Exception retrieving result for SNDR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279827] [FATAL] [sig       ] Exception retrieving result for SNN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279865] [FATAL] [sig       ] Exception retrieving result for SNV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279906] [FATAL] [sig       ] Exception retrieving result for SNX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279945] [FATAL] [sig       ] Exception retrieving result for SOBO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.279995] [FATAL] [sig       ] Exception retrieving result for SOC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280038] [FATAL] [sig       ] Exception retrieving result for SOJC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280076] [FATAL] [sig       ] Exception retrieving result for SOJD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280115] [FATAL] [sig       ] Exception retrieving result for SOJE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280154] [FATAL] [sig       ] Exception retrieving result for SOL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280192] [FATAL] [sig       ] Exception retrieving result for SOLV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280230] [FATAL] [sig       ] Exception retrieving result for SON: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280269] [FATAL] [sig       ] Exception retrieving result for SONY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280308] [FATAL] [sig       ] Exception retrieving result for SOR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280347] [FATAL] [sig       ] Exception retrieving result for SOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280386] [FATAL] [sig       ] Exception retrieving result for SPB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.280424] [FATAL] [sig       ] Exception retrieving result for SPCE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.281553] [FATAL] [sig       ] Exception retrieving result for SPE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.283091] [FATAL] [sig       ] Exception retrieving result for SPG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284447] [FATAL] [sig       ] Exception retrieving result for SPGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284605] [FATAL] [sig       ] Exception retrieving result for SPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284650] [FATAL] [sig       ] Exception retrieving result for SPHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284688] [FATAL] [sig       ] Exception retrieving result for SPIR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284724] [FATAL] [sig       ] Exception retrieving result for SPMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284759] [FATAL] [sig       ] Exception retrieving result for SPNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284793] [FATAL] [sig       ] Exception retrieving result for SPOT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284829] [FATAL] [sig       ] Exception retrieving result for SPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284864] [FATAL] [sig       ] Exception retrieving result for SPRU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284899] [FATAL] [sig       ] Exception retrieving result for SPXC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284938] [FATAL] [sig       ] Exception retrieving result for SPXX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.284974] [FATAL] [sig       ] Exception retrieving result for SQM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285025] [FATAL] [sig       ] Exception retrieving result for SQNS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285061] [FATAL] [sig       ] Exception retrieving result for SR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285097] [FATAL] [sig       ] Exception retrieving result for SRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285132] [FATAL] [sig       ] Exception retrieving result for SREA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285167] [FATAL] [sig       ] Exception retrieving result for SRFM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285203] [FATAL] [sig       ] Exception retrieving result for SRG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285237] [FATAL] [sig       ] Exception retrieving result for SRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285272] [FATAL] [sig       ] Exception retrieving result for SRV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.285307] [FATAL] [sig       ] Exception retrieving result for SSB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.286487] [FATAL] [sig       ] Exception retrieving result for SST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.288545] [FATAL] [sig       ] Exception retrieving result for SSD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.289767] [FATAL] [sig       ] Exception retrieving result for SSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.289816] [FATAL] [sig       ] Exception retrieving result for SSTK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.289853] [FATAL] [sig       ] Exception retrieving result for ST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.289888] [FATAL] [sig       ] Exception retrieving result for STAG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.289922] [FATAL] [sig       ] Exception retrieving result for STC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.289958] [FATAL] [sig       ] Exception retrieving result for STE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290004] [FATAL] [sig       ] Exception retrieving result for STEL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290040] [FATAL] [sig       ] Exception retrieving result for STEM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290073] [FATAL] [sig       ] Exception retrieving result for STEW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290106] [FATAL] [sig       ] Exception retrieving result for STK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290141] [FATAL] [sig       ] Exception retrieving result for STLA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290175] [FATAL] [sig       ] Exception retrieving result for STM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290208] [FATAL] [sig       ] Exception retrieving result for STN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290246] [FATAL] [sig       ] Exception retrieving result for STNG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290280] [FATAL] [sig       ] Exception retrieving result for STRV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290314] [FATAL] [sig       ] Exception retrieving result for STT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290348] [FATAL] [sig       ] Exception retrieving result for STVN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290382] [FATAL] [sig       ] Exception retrieving result for STWD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290415] [FATAL] [sig       ] Exception retrieving result for STXD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290449] [FATAL] [sig       ] Exception retrieving result for STXE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.290482] [FATAL] [sig       ] Exception retrieving result for STXG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294158] [FATAL] [sig       ] Exception retrieving result for STXK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294329] [FATAL] [sig       ] Exception retrieving result for STXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294429] [FATAL] [sig       ] Exception retrieving result for STXV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294574] [FATAL] [sig       ] Exception retrieving result for STZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294616] [FATAL] [sig       ] Exception retrieving result for SU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294654] [FATAL] [sig       ] Exception retrieving result for SUI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294692] [FATAL] [sig       ] Exception retrieving result for SUN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294729] [FATAL] [sig       ] Exception retrieving result for SUPV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294766] [FATAL] [sig       ] Exception retrieving result for SUZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294804] [FATAL] [sig       ] Exception retrieving result for SVV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294841] [FATAL] [sig       ] Exception retrieving result for SW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294879] [FATAL] [sig       ] Exception retrieving result for SWK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294916] [FATAL] [sig       ] Exception retrieving result for SWX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.294953] [FATAL] [sig       ] Exception retrieving result for SWZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295002] [FATAL] [sig       ] Exception retrieving result for SXC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295048] [FATAL] [sig       ] Exception retrieving result for SXI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295087] [FATAL] [sig       ] Exception retrieving result for SXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295130] [FATAL] [sig       ] Exception retrieving result for SYF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295170] [FATAL] [sig       ] Exception retrieving result for SYK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295208] [FATAL] [sig       ] Exception retrieving result for SYY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295247] [FATAL] [sig       ] Exception retrieving result for T: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295285] [FATAL] [sig       ] Exception retrieving result for TAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.295324] [FATAL] [sig       ] Exception retrieving result for TAK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.296952] [FATAL] [sig       ] Exception retrieving result for TAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.297301] [FATAL] [sig       ] Exception retrieving result for TALO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299265] [FATAL] [sig       ] Exception retrieving result for TAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299305] [FATAL] [sig       ] Exception retrieving result for TBB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299339] [FATAL] [sig       ] Exception retrieving result for TBBB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299372] [FATAL] [sig       ] Exception retrieving result for TBI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299405] [FATAL] [sig       ] Exception retrieving result for TBN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299441] [FATAL] [sig       ] Exception retrieving result for TD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299474] [FATAL] [sig       ] Exception retrieving result for TDC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299507] [FATAL] [sig       ] Exception retrieving result for TDF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299539] [FATAL] [sig       ] Exception retrieving result for TDG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299571] [FATAL] [sig       ] Exception retrieving result for TDOC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299603] [FATAL] [sig       ] Exception retrieving result for TDS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299635] [FATAL] [sig       ] Exception retrieving result for TDW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299667] [FATAL] [sig       ] Exception retrieving result for TDY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299699] [FATAL] [sig       ] Exception retrieving result for TEAF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299731] [FATAL] [sig       ] Exception retrieving result for TECK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299763] [FATAL] [sig       ] Exception retrieving result for TEF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299810] [FATAL] [sig       ] Exception retrieving result for TEI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299845] [FATAL] [sig       ] Exception retrieving result for TEL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299881] [FATAL] [sig       ] Exception retrieving result for TEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299914] [FATAL] [sig       ] Exception retrieving result for TEO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.299947] [FATAL] [sig       ] Exception retrieving result for TEVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.300554] [FATAL] [sig       ] Exception retrieving result for TEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303306] [FATAL] [sig       ] Exception retrieving result for TFC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303554] [FATAL] [sig       ] Exception retrieving result for TFII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303598] [FATAL] [sig       ] Exception retrieving result for TFIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303638] [FATAL] [sig       ] Exception retrieving result for TFPM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303677] [FATAL] [sig       ] Exception retrieving result for TFX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303715] [FATAL] [sig       ] Exception retrieving result for TG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303754] [FATAL] [sig       ] Exception retrieving result for TGLS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303792] [FATAL] [sig       ] Exception retrieving result for TGNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303830] [FATAL] [sig       ] Exception retrieving result for TGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303868] [FATAL] [sig       ] Exception retrieving result for TGT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303905] [FATAL] [sig       ] Exception retrieving result for THC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303942] [FATAL] [sig       ] Exception retrieving result for THG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.303980] [FATAL] [sig       ] Exception retrieving result for THIR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304031] [FATAL] [sig       ] Exception retrieving result for THLV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304068] [FATAL] [sig       ] Exception retrieving result for THO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304105] [FATAL] [sig       ] Exception retrieving result for THQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304142] [FATAL] [sig       ] Exception retrieving result for THR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304179] [FATAL] [sig       ] Exception retrieving result for THS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304217] [FATAL] [sig       ] Exception retrieving result for THW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304254] [FATAL] [sig       ] Exception retrieving result for TIMB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304290] [FATAL] [sig       ] Exception retrieving result for TISI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.304327] [FATAL] [sig       ] Exception retrieving result for TIXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.305818] [FATAL] [sig       ] Exception retrieving result for TJX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.306854] [FATAL] [sig       ] Exception retrieving result for TK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.307540] [FATAL] [sig       ] Exception retrieving result for TKC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308577] [FATAL] [sig       ] Exception retrieving result for TKO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308625] [FATAL] [sig       ] Exception retrieving result for TKR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308662] [FATAL] [sig       ] Exception retrieving result for TLK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308698] [FATAL] [sig       ] Exception retrieving result for TLYS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308737] [FATAL] [sig       ] Exception retrieving result for TM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308774] [FATAL] [sig       ] Exception retrieving result for TME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308809] [FATAL] [sig       ] Exception retrieving result for TMHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308844] [FATAL] [sig       ] Exception retrieving result for TMO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308879] [FATAL] [sig       ] Exception retrieving result for TNC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308914] [FATAL] [sig       ] Exception retrieving result for TNET: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308949] [FATAL] [sig       ] Exception retrieving result for TNK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.308991] [FATAL] [sig       ] Exception retrieving result for TNL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309028] [FATAL] [sig       ] Exception retrieving result for TOST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309106] [FATAL] [sig       ] Exception retrieving result for TPB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309147] [FATAL] [sig       ] Exception retrieving result for TPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309183] [FATAL] [sig       ] Exception retrieving result for TPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309218] [FATAL] [sig       ] Exception retrieving result for TPL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309252] [FATAL] [sig       ] Exception retrieving result for TPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309287] [FATAL] [sig       ] Exception retrieving result for TPVG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.309321] [FATAL] [sig       ] Exception retrieving result for TPYP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.310266] [FATAL] [sig       ] Exception retrieving result for TPZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.312888] [FATAL] [sig       ] Exception retrieving result for TR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313548] [FATAL] [sig       ] Exception retrieving result for TRAK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313621] [FATAL] [sig       ] Exception retrieving result for TRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313671] [FATAL] [sig       ] Exception retrieving result for TREX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313718] [FATAL] [sig       ] Exception retrieving result for TRGP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313765] [FATAL] [sig       ] Exception retrieving result for TRN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313812] [FATAL] [sig       ] Exception retrieving result for TRNO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313859] [FATAL] [sig       ] Exception retrieving result for TROX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313905] [FATAL] [sig       ] Exception retrieving result for TRP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.313951] [FATAL] [sig       ] Exception retrieving result for TRTX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314023] [FATAL] [sig       ] Exception retrieving result for TRU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314077] [FATAL] [sig       ] Exception retrieving result for TRV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314114] [FATAL] [sig       ] Exception retrieving result for TS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314148] [FATAL] [sig       ] Exception retrieving result for TSE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314182] [FATAL] [sig       ] Exception retrieving result for TSI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314216] [FATAL] [sig       ] Exception retrieving result for TSLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314249] [FATAL] [sig       ] Exception retrieving result for TSM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314282] [FATAL] [sig       ] Exception retrieving result for TSN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314315] [FATAL] [sig       ] Exception retrieving result for TSQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314348] [FATAL] [sig       ] Exception retrieving result for TT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314381] [FATAL] [sig       ] Exception retrieving result for TTC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.314414] [FATAL] [sig       ] Exception retrieving result for TTE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.316044] [FATAL] [sig       ] Exception retrieving result for TTI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.317356] [FATAL] [sig       ] Exception retrieving result for TU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318625] [FATAL] [sig       ] Exception retrieving result for TUYA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318676] [FATAL] [sig       ] Exception retrieving result for TV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318728] [FATAL] [sig       ] Exception retrieving result for TVC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318778] [FATAL] [sig       ] Exception retrieving result for TVE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318831] [FATAL] [sig       ] Exception retrieving result for TWI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318883] [FATAL] [sig       ] Exception retrieving result for TWLO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318933] [FATAL] [sig       ] Exception retrieving result for TWN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.318982] [FATAL] [sig       ] Exception retrieving result for TWO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319042] [FATAL] [sig       ] Exception retrieving result for TX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319093] [FATAL] [sig       ] Exception retrieving result for TXNM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319141] [FATAL] [sig       ] Exception retrieving result for TXO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319188] [FATAL] [sig       ] Exception retrieving result for TXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319236] [FATAL] [sig       ] Exception retrieving result for TY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319283] [FATAL] [sig       ] Exception retrieving result for TYG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319330] [FATAL] [sig       ] Exception retrieving result for TYL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319378] [FATAL] [sig       ] Exception retrieving result for U: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319425] [FATAL] [sig       ] Exception retrieving result for UA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319472] [FATAL] [sig       ] Exception retrieving result for UAA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319520] [FATAL] [sig       ] Exception retrieving result for UAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319567] [FATAL] [sig       ] Exception retrieving result for UBER: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.319614] [FATAL] [sig       ] Exception retrieving result for UBS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.320291] [FATAL] [sig       ] Exception retrieving result for UCB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.321005] [FATAL] [sig       ] Exception retrieving result for UDR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.322505] [FATAL] [sig       ] Exception retrieving result for UE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.323969] [FATAL] [sig       ] Exception retrieving result for UFI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324058] [FATAL] [sig       ] Exception retrieving result for UGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324103] [FATAL] [sig       ] Exception retrieving result for UGP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324139] [FATAL] [sig       ] Exception retrieving result for UHAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324174] [FATAL] [sig       ] Exception retrieving result for UHS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324209] [FATAL] [sig       ] Exception retrieving result for UHT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324249] [FATAL] [sig       ] Exception retrieving result for UI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324284] [FATAL] [sig       ] Exception retrieving result for UIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324318] [FATAL] [sig       ] Exception retrieving result for UL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324353] [FATAL] [sig       ] Exception retrieving result for ULS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324387] [FATAL] [sig       ] Exception retrieving result for UMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324424] [FATAL] [sig       ] Exception retrieving result for UMH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324459] [FATAL] [sig       ] Exception retrieving result for UNF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324493] [FATAL] [sig       ] Exception retrieving result for UNFI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324526] [FATAL] [sig       ] Exception retrieving result for UNH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324559] [FATAL] [sig       ] Exception retrieving result for UNM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324593] [FATAL] [sig       ] Exception retrieving result for UNMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324626] [FATAL] [sig       ] Exception retrieving result for UNP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324660] [FATAL] [sig       ] Exception retrieving result for UP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.324693] [FATAL] [sig       ] Exception retrieving result for UPS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328303] [FATAL] [sig       ] Exception retrieving result for URI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328654] [FATAL] [sig       ] Exception retrieving result for USA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328705] [FATAL] [sig       ] Exception retrieving result for USAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328757] [FATAL] [sig       ] Exception retrieving result for USB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328806] [FATAL] [sig       ] Exception retrieving result for USFD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328855] [FATAL] [sig       ] Exception retrieving result for USNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328902] [FATAL] [sig       ] Exception retrieving result for USPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.328950] [FATAL] [sig       ] Exception retrieving result for UTF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329004] [FATAL] [sig       ] Exception retrieving result for UTI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329053] [FATAL] [sig       ] Exception retrieving result for UTL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329101] [FATAL] [sig       ] Exception retrieving result for UTZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329148] [FATAL] [sig       ] Exception retrieving result for UVE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329199] [FATAL] [sig       ] Exception retrieving result for UVV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329247] [FATAL] [sig       ] Exception retrieving result for UWMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329294] [FATAL] [sig       ] Exception retrieving result for UZD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329340] [FATAL] [sig       ] Exception retrieving result for UZE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329387] [FATAL] [sig       ] Exception retrieving result for UZF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329435] [FATAL] [sig       ] Exception retrieving result for V: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329482] [FATAL] [sig       ] Exception retrieving result for VAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329530] [FATAL] [sig       ] Exception retrieving result for VAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329577] [FATAL] [sig       ] Exception retrieving result for VALE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329623] [FATAL] [sig       ] Exception retrieving result for VATE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.329673] [FATAL] [sig       ] Exception retrieving result for VBF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.331178] [FATAL] [sig       ] Exception retrieving result for VCV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333509] [FATAL] [sig       ] Exception retrieving result for VEEV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333685] [FATAL] [sig       ] Exception retrieving result for VEL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333729] [FATAL] [sig       ] Exception retrieving result for VET: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333769] [FATAL] [sig       ] Exception retrieving result for VFC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333809] [FATAL] [sig       ] Exception retrieving result for VGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333849] [FATAL] [sig       ] Exception retrieving result for VGM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333892] [FATAL] [sig       ] Exception retrieving result for VHI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333933] [FATAL] [sig       ] Exception retrieving result for VICI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.333972] [FATAL] [sig       ] Exception retrieving result for VIK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334023] [FATAL] [sig       ] Exception retrieving result for VIPS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334061] [FATAL] [sig       ] Exception retrieving result for VIRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334096] [FATAL] [sig       ] Exception retrieving result for VIST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334131] [FATAL] [sig       ] Exception retrieving result for VIV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334166] [FATAL] [sig       ] Exception retrieving result for VKQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334205] [FATAL] [sig       ] Exception retrieving result for VLN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334241] [FATAL] [sig       ] Exception retrieving result for VLO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334276] [FATAL] [sig       ] Exception retrieving result for VLRS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334311] [FATAL] [sig       ] Exception retrieving result for VLT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334345] [FATAL] [sig       ] Exception retrieving result for VLTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334381] [FATAL] [sig       ] Exception retrieving result for VMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334415] [FATAL] [sig       ] Exception retrieving result for VMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.334450] [FATAL] [sig       ] Exception retrieving result for VMO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.336301] [FATAL] [sig       ] Exception retrieving result for VNCE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.336728] [FATAL] [sig       ] Exception retrieving result for VNO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338502] [FATAL] [sig       ] Exception retrieving result for VNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338541] [FATAL] [sig       ] Exception retrieving result for VOC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338575] [FATAL] [sig       ] Exception retrieving result for VOYA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338608] [FATAL] [sig       ] Exception retrieving result for VPG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338642] [FATAL] [sig       ] Exception retrieving result for VPV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338674] [FATAL] [sig       ] Exception retrieving result for VRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338707] [FATAL] [sig       ] Exception retrieving result for VRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338743] [FATAL] [sig       ] Exception retrieving result for VRTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338777] [FATAL] [sig       ] Exception retrieving result for VSCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338810] [FATAL] [sig       ] Exception retrieving result for VSH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338842] [FATAL] [sig       ] Exception retrieving result for VST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338875] [FATAL] [sig       ] Exception retrieving result for VSTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338908] [FATAL] [sig       ] Exception retrieving result for VTEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338940] [FATAL] [sig       ] Exception retrieving result for VTLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.338973] [FATAL] [sig       ] Exception retrieving result for VTMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.339021] [FATAL] [sig       ] Exception retrieving result for VTN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.339060] [FATAL] [sig       ] Exception retrieving result for VTOL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.339094] [FATAL] [sig       ] Exception retrieving result for VTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.339127] [FATAL] [sig       ] Exception retrieving result for VTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.339160] [FATAL] [sig       ] Exception retrieving result for VVR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.339192] [FATAL] [sig       ] Exception retrieving result for VVV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.339808] [FATAL] [sig       ] Exception retrieving result for VVX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.340351] [FATAL] [sig       ] Exception retrieving result for VYX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343203] [FATAL] [sig       ] Exception retrieving result for VZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343436] [FATAL] [sig       ] Exception retrieving result for W: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343483] [FATAL] [sig       ] Exception retrieving result for WAB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343520] [FATAL] [sig       ] Exception retrieving result for WAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343554] [FATAL] [sig       ] Exception retrieving result for WAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343588] [FATAL] [sig       ] Exception retrieving result for WBS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343624] [FATAL] [sig       ] Exception retrieving result for WBX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343659] [FATAL] [sig       ] Exception retrieving result for WCC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343693] [FATAL] [sig       ] Exception retrieving result for WCN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343728] [FATAL] [sig       ] Exception retrieving result for WD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343762] [FATAL] [sig       ] Exception retrieving result for WDH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343797] [FATAL] [sig       ] Exception retrieving result for WDI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343832] [FATAL] [sig       ] Exception retrieving result for WDS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343865] [FATAL] [sig       ] Exception retrieving result for WEA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343898] [FATAL] [sig       ] Exception retrieving result for WEAV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343931] [FATAL] [sig       ] Exception retrieving result for WEC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.343964] [FATAL] [sig       ] Exception retrieving result for WELL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.344009] [FATAL] [sig       ] Exception retrieving result for WES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.344049] [FATAL] [sig       ] Exception retrieving result for WEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.344091] [FATAL] [sig       ] Exception retrieving result for WF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.344125] [FATAL] [sig       ] Exception retrieving result for WFC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348080] [FATAL] [sig       ] Exception retrieving result for WFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348354] [FATAL] [sig       ] Exception retrieving result for WGO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348394] [FATAL] [sig       ] Exception retrieving result for WH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348429] [FATAL] [sig       ] Exception retrieving result for WHD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348464] [FATAL] [sig       ] Exception retrieving result for WHG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348498] [FATAL] [sig       ] Exception retrieving result for WHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348532] [FATAL] [sig       ] Exception retrieving result for WIA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348566] [FATAL] [sig       ] Exception retrieving result for WINN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348600] [FATAL] [sig       ] Exception retrieving result for WIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348635] [FATAL] [sig       ] Exception retrieving result for WIW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348668] [FATAL] [sig       ] Exception retrieving result for WK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348702] [FATAL] [sig       ] Exception retrieving result for WKC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348735] [FATAL] [sig       ] Exception retrieving result for WLK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348769] [FATAL] [sig       ] Exception retrieving result for WLKP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348803] [FATAL] [sig       ] Exception retrieving result for WLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348837] [FATAL] [sig       ] Exception retrieving result for WM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348877] [FATAL] [sig       ] Exception retrieving result for WMB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348912] [FATAL] [sig       ] Exception retrieving result for WMK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348946] [FATAL] [sig       ] Exception retrieving result for WMS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.348979] [FATAL] [sig       ] Exception retrieving result for WNC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.349022] [FATAL] [sig       ] Exception retrieving result for WNS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.349056] [FATAL] [sig       ] Exception retrieving result for WOLF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.349089] [FATAL] [sig       ] Exception retrieving result for WOR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.350131] [FATAL] [sig       ] Exception retrieving result for WOW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353109] [FATAL] [sig       ] Exception retrieving result for WPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353162] [FATAL] [sig       ] Exception retrieving result for WPM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353200] [FATAL] [sig       ] Exception retrieving result for WPP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353236] [FATAL] [sig       ] Exception retrieving result for WRB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353271] [FATAL] [sig       ] Exception retrieving result for WRBY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353306] [FATAL] [sig       ] Exception retrieving result for WS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353341] [FATAL] [sig       ] Exception retrieving result for WSM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353375] [FATAL] [sig       ] Exception retrieving result for WSO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353410] [FATAL] [sig       ] Exception retrieving result for WSR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353444] [FATAL] [sig       ] Exception retrieving result for WST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353478] [FATAL] [sig       ] Exception retrieving result for WT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353513] [FATAL] [sig       ] Exception retrieving result for WTI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353547] [FATAL] [sig       ] Exception retrieving result for WTRG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353581] [FATAL] [sig       ] Exception retrieving result for WTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353615] [FATAL] [sig       ] Exception retrieving result for WTTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353649] [FATAL] [sig       ] Exception retrieving result for WU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353683] [FATAL] [sig       ] Exception retrieving result for WWW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353717] [FATAL] [sig       ] Exception retrieving result for WY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353751] [FATAL] [sig       ] Exception retrieving result for XFLT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353785] [FATAL] [sig       ] Exception retrieving result for XHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353819] [FATAL] [sig       ] Exception retrieving result for XOM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.353852] [FATAL] [sig       ] Exception retrieving result for XPER: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.354476] [FATAL] [sig       ] Exception retrieving result for XPEV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.354873] [FATAL] [sig       ] Exception retrieving result for XPO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358170] [FATAL] [sig       ] Exception retrieving result for XPOF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358366] [FATAL] [sig       ] Exception retrieving result for XPRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358496] [FATAL] [sig       ] Exception retrieving result for XYF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358619] [FATAL] [sig       ] Exception retrieving result for XYL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358663] [FATAL] [sig       ] Exception retrieving result for YALA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358704] [FATAL] [sig       ] Exception retrieving result for YELP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358744] [FATAL] [sig       ] Exception retrieving result for YETI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358784] [FATAL] [sig       ] Exception retrieving result for YEXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358824] [FATAL] [sig       ] Exception retrieving result for YOU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358864] [FATAL] [sig       ] Exception retrieving result for YPF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358904] [FATAL] [sig       ] Exception retrieving result for YRD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358943] [FATAL] [sig       ] Exception retrieving result for YSG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.358982] [FATAL] [sig       ] Exception retrieving result for YUM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359035] [FATAL] [sig       ] Exception retrieving result for YUMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359075] [FATAL] [sig       ] Exception retrieving result for ZBH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359116] [FATAL] [sig       ] Exception retrieving result for ZEPP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359155] [FATAL] [sig       ] Exception retrieving result for ZETA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359195] [FATAL] [sig       ] Exception retrieving result for ZGN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359234] [FATAL] [sig       ] Exception retrieving result for ZH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359273] [FATAL] [sig       ] Exception retrieving result for ZIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.359312] [FATAL] [sig       ] Exception retrieving result for ZIP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.360080] [FATAL] [sig       ] Exception retrieving result for ZK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.360658] [FATAL] [sig       ] Exception retrieving result for ZKH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.360801] [FATAL] [sig       ] Exception retrieving result for ZTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.360855] [FATAL] [sig       ] Exception retrieving result for ZTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.360905] [FATAL] [sig       ] Exception retrieving result for ZTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.360954] [FATAL] [sig       ] Exception retrieving result for ZVIA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.361013] [FATAL] [sig       ] Exception retrieving result for ZWS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:19.376617] [WARN ] [sig       ] Parallel forecasting completed in 0.6s
[2025-09-24T22:29:19.376760] [WARN ] [sig       ] Success rate: 0.0% (0/2077 symbols)
[2025-09-24T22:29:19.376814] [INFO ] [sig       ] ==================================================
[2025-09-24T22:29:19.376866] [INFO ] [sig       ] Parallel forecasts complete: 0/2077 symbols succeeded
[2025-09-24T22:29:19.376943] [WARN ] [sig       ] Failed symbols: AA, AAT, AB, ABBV, ABCB, ABEV, ABG, ABM, ABR, ACA, ACCO, ACI, ACM, ACN, ACR, ACRE, ACV, ACVA, ADC, ADCT, ADM, ADX, AEFC, AEM, AEO, AER, AES, AESI, AFB, AFG, AFGB, AFGC, AFGE, AFL, AGCO, AGD, AGI, AGL, AGM, AGO, AGRO, AGX, AHH, AHR, AHT, AI, AIG, AIN, AIO, AIR, AIT, AIV, AIZ, AIZN, AL, ALB, ALEX, ALG, ALIT, ALL, ALLE, ALLY, ALSN, ALTG, ALUR, ALV, ALX, AM, AMBC, AMBP, AMC, AMCR, AME, AMG, AMH, AMN, AMP, AMPX, AMPY, AMR, AMRC, AMT, AMTB, AMTD, AMWL, AMX, AN, ANET, ANF, ANRO, ANVS, AOD, AOMR, AON, AORT, AOS, AP, APD, APG, APLE, APO, APOS, APTV, AQN, AQNB, AR, ARCO, ARDC, ARDT, ARE, ARES, ARI, ARIS, ARLO, ARMK, AROC, ARR, ARW, AS, ASA, ASAN, ASB, ASBA, ASC, ASG, ASGI, ASH, ASIX, ASPN, ASR, ASX, ATEN, ATGE, ATHM, ATHS, ATI, ATKR, ATMU, ATO, ATR, ATS, AU, AUB, AUNA, AVA, AVAL, AVB, AVD, AVK, AVNS, AVTR, AVY, AWF, AWI, AWK, AWP, AWR, AX, AXL, AXS, AXTA, AYI, AZO, AZZ, BA, BABA, BAC, BAK, BALL, BAM, BANC, BAP, BARK, BAX, BBAI, BBAR, BBD, BBDO, BBN, BBU, BBUC, BBVA, BBW, BBWI, BBY, BC, BCAT, BCC, BCE, BCH, BCSF, BCX, BDC, BDJ, BDN, BDX, BEKE, BEN, BEP, BEPC, BEPH, BEPJ, BFAM, BFH, BFLY, BFS, BFZ, BG, BGB, BGH, BGR, BGS, BGSF, BGT, BGX, BGY, BH, BHC, BHE, BHK, BHP, BHR, BHVN, BILL, BIO, BIP, BIPC, BIPH, BIPI, BIPJ, BIRK, BIT, BK, BKH, BKKT, BKN, BKSY, BKT, BKU, BKV, BLCO, BLD, BLDR, BLE, BLK, BLND, BLW, BLX, BMA, BME, BMEZ, BMI, BMN, BMO, BMY, BN, BNED, BNH, BNJ, BNL, BNS, BNT, BNY, BOC, BOE, BOH, BOND, BOOT, BORR, BOW, BOX, BP, BR, BRBR, BRC, BRCC, BRO, BRT, BRW, BRX, BSAC, BSBR, BSL, BSM, BST, BSTZ, BSX, BTA, BTCM, BTE, BTI, BTO, BTU, BTZ, BUD, BUI, BURL, BUXX, BV, BVN, BW, BWA, BWG, BWLP, BWMX, BWSN, BWXT, BX, BXC, BXMT, BXMX, BXP, BXSL, BY, BYD, BYM, BZH, C, CAAP, CABO, CACI, CADE, CAE, CAF, CAG, CAL, CALX, CANG, CAPL, CARR, CARS, CAT, CATO, CAVA, CB, CBAN, CBL, CBNA, CBRE, CBT, CBU, CBZ, CC, CCI, CCIF, CCJ, CCK, CCL, CCO, CCRD, CCS, CCU, CDE, CDP, CE, CEE, CEPU, CF, CFG, CFR, CGAU, CGV, CHCT, CHD, CHE, CHGG, CHH, CHMI, CHN, CHPT, CHT, CHWY, CI, CIA, CIB, CIEN, CIF, CIG, CII, CIM, CIMN, CINT, CIO, CION, CIVI, CLB, CLCO, CLDT, CLF, CLPR, CLS, CLVT, CLW, CM, CMA, CMC, CMCM, CMG, CMI, CMRE, CMS, CMSA, CMSC, CMSD, CMTG, CMU, CNA, CNC, CNF, CNH, CNK, CNMD, CNNE, CNO, CNP, CNQ, CNX, CODI, COF, COHR, COLD, COMP, CON, COOK, COP, COR, COTY, COUR, CP, CPA, CPAY, CPF, CPK, CPNG, CPRI, CPS, CQP, CR, CRBG, CRC, CRGY, CRH, CRI, CRK, CRM, CRS, CRT, CSAN, CSL, CSR, CSTM, CSV, CTBB, CTDD, CTO, CTOS, CTRA, CTRE, CTRI, CTS, CTVA, CUBE, CUBI, CUK, CULP, CURB, CURV, CVE, CVI, CVLG, CVNA, CVS, CVX, CW, CWAN, CWH, CWK, CWT, CX, CXE, CXH, CXM, CXT, CXW, CYD, CYH, D, DAL, DAN, DAO, DAR, DAVA, DAY, DBI, DBL, DCI, DCO, DD, DDD, DDL, DDS, DE, DEA, DECK, DELL, DEO, DFH, DFIN, DFP, DG, DGX, DHF, DHI, DHT, DIAX, DIN, DINO, DIS, DK, DKS, DLNG, DLR, DLX, DLY, DMA, DMB, DMO, DNA, DNOW, DNP, DOCN, DOCS, DOLE, DOUG, DOV, DOW, DPG, DRD, DRI, DRLL, DSL, DSM, DSMC, DSU, DSX, DT, DTB, DTE, DTG, DTM, DTW, DUK, DV, DUKB, DVA, DVN, DX, DXC, DXYZ, DY, E, EAF, EAI, EARN, EB, EBF, EBR, EBS, EC, ECAT, ECC, ECG, ECO, ECVT, ED, EDD, EDF, EDN, EDU, EE, EEA, EEX, EFR, EFX, EFXT, EG, EGO, EGY, EHC, EHI, EIC, EIG, EIX, EL, ELAN, ELC, ELF, ELME, ELP, ELS, ELV, EMD, EME, EMF, EMN, EMR, ENB, ENFY, ENO, ENOV, ENR, ENS, ENVA, EOD, EOG, EOI, EOS, EPAC, EPAM, EPC, EPD, EPR, EPRT, EQH, EQNR, EQR, EQT, EQV, ERJ, ERO, ES, ESAB, ESE, ESI, ESNT, ESRT, ESS, ESTC, ETB, ETD, ETG, ETJ, ETN, ETO, ETR, ETV, ETW, ETX, ETY, EVC, EVEX, EVF, EVG, EVH, EVN, EVR, EVTC, EVTL, EVTR, EW, EXG, EXK, EXP, EXPD, EXR, F, FAF, FBIN, FBK, FBP, FBRT, FC, FCF, FCN, FCPT, FCT, FCX, FDP, FDS, FDX, FE, FERG, FET, FF, FFA, FFC, FFWM, FG, FGN, FHI, FHN, FI, FICO, FIGS, FIHL, FINS, FINV, FIS, FIX, FLC, FLG, FLNG, FLO, FLR, FLS, FLUT, FLXR, FMC, FMN, FMS, FMX, FMY, FN, FNB, FND, FNF, FNV, FOA, FOF, FOR, FOUR, FPF, FPH, FPI, FR, FRA, FRGE, FRO, FRT, FSCO, FSK, FSLY, FSM, FSS, FT, FTHY, FTI, FTK, FTS, FTV, FTWO, FUBO, FUL, FUN, FVR, FVRR, FXED, G, GAB, GAM, GAP, GATX, GBAB, GBCI, GBTG, GBX, GCI, GCO, GCTS, GCV, GD, GDDY, GDIV, GDL, GDO, GDOT, GDV, GE, GEF, GEL, GENI, GEO, GES, GETY, GEV, GF, GFF, GFI, GFL, GGB, GGG, GGT, GGZ, GHC, GHI, GHLD, GHM, GHY, GIB, GIC, GIL, GIS, GKOS, GL, GLOB, GLP, GLW, GM, GME, GMED, GMRE, GNE, GNK, GNL, GNRC, GNT, GNTY, GNW, GOF, GOLF, GOOS, GOTU, GPC, GPJA, GPK, GPMT, GPN, GPOR, GPRK, GRBK, GRC, GRDN, GRMN, GRND, GRNT, GROV, GRX, GS, GSBD, GSK, GSL, GTES, GTLS, GTN, GTY, GUG, GUT, GVA, GWH, GWRE, GWW, GXO, GYLD, H, HAE, HAFN, HAL, HASI, HBB, HBI, HBM, HCA, HCC, HCI, HD, HDB, HE, HEI, HEQ, HESM, HFRO, HGER, HGLB, HGV, HHH, HI, HIG, HII, HIMS, HIO, HIPO, HIW, HIX, HKD, HL, HLF, HLI, HLIO, HLLY, HLN, HLT, HLX, HMC, HMN, HMY, HNI, HOG, HOMB, HOUS, HOV, HP, HPE, HPF, HPI, HPP, HPQ, HPS, HQH, HQL, HR, HRB, HRI, HRL, HRTG, HSBC, HSHP, HSY, HTD, HTGC, HTH, HUBB, HUBS, HUM, HUN, HUYA, HVT, HWM, HXL, HY, HYI, HYT, HYTR, HZO, IAE, IAG, IBM, IBN, IBP, IBTA, ICE, ICL, IDA, IDE, IDT, IEX, IFF, IFN, IFS, IGA, IGD, IGI, IGR, IH, IHD, IHG, IHS, IIF, IIIN, IIM, IIPR, IMAX, INFA, INFY, ING, INGM, INGR, INN, INSP, INSW, INVH, INVX, IOT, IP, IPG, IPI, IQI, IQV, IR, IRM, IRS, IRT, ISD, IT, ITGR, ITUB, ITW, IVR, IVT, IVZ, IX, J, JBGS, JBI, JBL, JBND, JCE, JCI, JEF, JEQ, JFR, JGH, JHG, JHI, JHS, JHX, JILL, JKS, JLL, JLS, JMIA, JNJ, JOBY, JOE, JOF, JPC, JPM, JQC, JRI, JRS, JXN, K, KAI, KAR, KB, KBDC, KBH, KBR, KD, KEN, KEP, KEX, KEYS, KF, KFRC, KFS, KFY, KGC, KGS, KIM, KIO, KKR, KKRS, KLC, KLG, KMPB, KMPR, KMT, KMX, KN, KNF, KNOP, KNSL, KNTK, KNX, KODK, KOF, KOP, KORE, KOS, KR, KRC, KREF, KRG, KRP, KSS, KT, KTB, KTF, KVYO, KW, KWR, KYN, L, LAC, LAD, LADR, LANV, LAW, LAZ, LB, LBRT, LC, LCII, LDI, LDOS, LDP, LEA, LEG, LEN, LEO, LEVI, LFT, LGI, LH, LHX, LII, LION, LITB, LLY, LMND, LMT, LNC, LND, LNG, LNN, LOAR, LOB, LOCL, LOMA, LOW, LPG, LPL, LPX, LRN, LSPD, LTC, LTH, LTM, LU, LUMN, LUV, LVS, LVWR, LW, LXFR, LXP, LXU, LYB, LYG, LYV, LZB, LZM, M, MA, MAA, MAC, MAGN, MAIN, MAN, MANU, MAS, MATV, MATX, MAX, MBC, MBI, MC, MCB, MCI, MCK, MCN, MCO, MCR, MCS, MCY, MD, MDST, MDT, MDU, MDV, MEC, MED, MEG, MEGI, MEI, MET, MFA, MFAN, MFAO, MFC, MFG, MFM, MG, MGA, MGF, MGM, MGR, MGRB, MGRD, MGRE, MGY, MHD, MHF, MHO, MHK, MHN, MIN, MIR, MITP, MITT, MIY, MKC, MKL, MLI, MLM, MLNK, MLP, MLR, MMC, MMD, MMI, MMM, MMS, MMT, MMU, MNR, MNSO, MOD, MODG, MOH, MOS, MOV, MP, MPA, MPC, MPLX, MPV, MPW, MPX, MQT, MQY, MRC, MRK, MS, MSA, MSB, MSCI, MSD, MSDL, MT, MSGE, MSI, MSM, MSGS, MTAL, MTB, MTD, MTDR, MTG, MTH, MTN, MTRN, MTUS, MTW, MTX, MTZ, MUA, MUC, MUE, MUFG, MUJ, MUR, MUSA, MUX, MVF, MVO, MVT, MWA, MX, MXF, MYD, MYE, MYI, MYN, NABL, NAC, NAD, NAN, NAT, NATL, NAZ, NBB, NBHC, NBR, NBXG, NC, NCA, NCDL, NCLH, NCV, NCZ, NDMO, NE, NEA, NEE, NEM, NET, NEU, NEUE, NEXA, NFG, NFJ, NGG, NGL, NGS, NGVC, NGVT, NHI, NIC, NIE, NIM, NINE, NJR, NKX, NLOP, NLY, NMAI, NMCO, NMG, NMI, NMM, NMR, NMS, NMT, NMZ, NNI, NNN, NNY, NOA, NOAH, NOC, NOG, NOK, NOMD, NOTE, NOV, NPCT, NPFD, NPK, NPO, NPV, NPWR, NQP, NRDY, NREF, NRGV, NRK, NRP, NRT, NRUC, NSP, NTB, NTR, NTST, NU, NUS, NUV, NUVB, NUW, NVGS, NVO, NVR, NVRI, NVS, NVST, NVT, NWG, NWN, NX, NXC, NXDT, NXE, NXG, NXJ, NXN, NXP, NXRT, NYT, NZF, OBDC, OBK, OC, OCFT, ODC, ODV, OEC, OFG, OGE, OGN, OGS, OHI, OI, OIA, OII, OIS, OKE, OLN, OLP, OMC, OMF, OMI, ONIT, ONL, ONON, ONTF, ONTO, OOMA, OPAD, OPFI, OR, ORA, ORC, ORN, OSCR, OTIS, OUT, OVV, OWL, OWLT, OXM, PAAS, PAC, PACK, PACS, PAG, PAGS, PAI, PAM, PAR, PARR, PATH, PAXS, PAY, PAYC, PB, PBA, PBF, PBH, PBI, PBR, PBT, PCF, PCM, PCN, PCOR, PCQ, PD, PDI, PDM, PDO, PDS, PDT, PDX, PEB, PEN, PEO, PERF, PFD, PFGC, PFH, PFL, PFLT, PFN, PFO, PFS, PFSI, PGP, PGRE, PGZ, PH, PHD, PHG, PHI, PHIN, PHK, PHR, PHT, PII, PIM, PINE, PINS, PIPR, PJT, PK, PKE, PKG, PKST, PKX, PL, PLD, PLOW, PLYM, PML, PMM, PMO, PMT, PNI, PNNT, PNW, POST, PPG, PPT, PR, PRA, PRG, PRGO, PRH, PRI, PRIM, PRLB, PRM, PRMB, PRO, PRT, PRU, PSA, PSBD, PSF, PSFE, PSN, PSO, PSQH, PSTG, PSTL, PSX, PTA, PTY, PUK, PUMP, PVH, PVL, PWR, QD, QGEN, QS, QSR, QTWO, QUAD, QVCC, QVCD, QXO, R, RA, RACE, RAMP, RBA, RBC, RBLX, RBOT, RBRK, RC, RCI, RCS, RCUS, RDDT, RDN, RDW, RDY, RELX, RERE, RES, RFM, RF, REVG, RFL, RFI, REXR, RFMZ, REX, REZI, RGA, RGT, RH, RHI, RHP, RIG, RIO, RITM, RIV, RJF, RKT, RL, RLI, RLJ, RLTY, RLX, RM, RMAX, RMD, RMI, RMM, RMMZ, RMT, RNG, RNGR, RNP, RNR, RNST, ROG, ROK, ROL, RPM, RPT, RQI, RRC, RRX, RS, RSF, RSG, RSI, RSKD, RTO, RTX, RVLV, RVT, RVTY, RWT, RXO, RY, RYAM, RYAN, RYI, RYN, RZB, RZC, S, SA, SABA, SAFE, SAH, SAM, SAN, SAND, SAP, SAR, SARO, SB, SBH, SBI, SBR, SBS, SBSI, SBSW, SCCO, SCD, SCI, SCL, SCM, SCS, SD, SDHC, SDHY, SDRL, SEE, SEG, SEI, SEM, SEMR, SF, SFB, SFBS, SFL, SG, SGHC, SGU, SHAK, SHCO, SHEL, SHG, SHO, SHOC, SHW, SID, SIG, SII, SILA, SJM, SJT, SITC, SITE, SKE, SKIL, SKLZ, SKM, SKT, SKY, SLB, SLF, SLG, SLGN, SLQT, SLVM, SM, SMBK, SMC, SMFG, SMG, SMHI, SMP, SMRT, SMWB, SN, SNA, SNAP, SNDA, SNDR, SNN, SNV, SNX, SOBO, SOC, SOJC, SOJD, SOJE, SOL, SOLV, SON, SONY, SOR, SOS, SPB, SPCE, SPE, SPG, SPGI, SPH, SPHR, SPIR, SPMC, SPNT, SPOT, SPR, SPRU, SPXC, SPXX, SQM, SQNS, SR, SRE, SREA, SRFM, SRG, SRI, SRV, SSB, SST, SSD, SSL, SSTK, ST, STAG, STC, STE, STEL, STEM, STEW, STK, STLA, STM, STN, STNG, STRV, STT, STVN, STWD, STXD, STXE, STXG, STXK, STXT, STXV, STZ, SU, SUI, SUN, SUPV, SUZ, SVV, SW, SWK, SWX, SWZ, SXC, SXI, SXT, SYF, SYK, SYY, T, TAC, TAK, TAL, TALO, TAP, TBB, TBBB, TBI, TBN, TD, TDC, TDF, TDG, TDOC, TDS, TDW, TDY, TEAF, TECK, TEF, TEI, TEL, TEN, TEO, TEVA, TEX, TFC, TFII, TFIN, TFPM, TFX, TG, TGLS, TGNA, TGS, TGT, THC, THG, THIR, THLV, THO, THQ, THR, THS, THW, TIMB, TISI, TIXT, TJX, TK, TKC, TKO, TKR, TLK, TLYS, TM, TME, TMHC, TMO, TNC, TNET, TNK, TNL, TOST, TPB, TPC, TPH, TPL, TPR, TPVG, TPYP, TPZ, TR, TRAK, TRC, TREX, TRGP, TRN, TRNO, TROX, TRP, TRTX, TRU, TRV, TS, TSE, TSI, TSLX, TSM, TSN, TSQ, TT, TTC, TTE, TTI, TU, TUYA, TV, TVC, TVE, TWI, TWLO, TWN, TWO, TX, TXNM, TXO, TXT, TY, TYG, TYL, U, UA, UAA, UAN, UBER, UBS, UCB, UDR, UE, UFI, UGI, UGP, UHAL, UHS, UHT, UI, UIS, UL, ULS, UMC, UMH, UNF, UNFI, UNH, UNM, UNMA, UNP, UP, UPS, URI, USA, USAC, USB, USFD, USNA, USPH, UTF, UTI, UTL, UTZ, UVE, UVV, UWMC, UZD, UZE, UZF, V, VAC, VAL, VALE, VATE, VBF, VCV, VEEV, VEL, VET, VFC, VGI, VGM, VHI, VICI, VIK, VIPS, VIRT, VIST, VIV, VKQ, VLN, VLO, VLRS, VLT, VLTO, VMC, VMI, VMO, VNCE, VNO, VNT, VOC, VOYA, VPG, VPV, VRE, VRT, VRTS, VSCO, VSH, VST, VSTS, VTEX, VTLE, VTMX, VTN, VTOL, VTR, VTS, VVR, VVV, VVX, VYX, VZ, W, WAB, WAL, WAT, WBS, WBX, WCC, WCN, WD, WDH, WDI, WDS, WEA, WEAV, WEC, WELL, WES, WEX, WF, WFC, WFG, WGO, WH, WHD, WHG, WHR, WIA, WINN, WIT, WIW, WK, WKC, WLK, WLKP, WLY, WM, WMB, WMK, WMS, WNC, WNS, WOLF, WOR, WOW, WPC, WPM, WPP, WRB, WRBY, WS, WSM, WSO, WSR, WST, WT, WTI, WTRG, WTS, WTTR, WU, WWW, WY, XFLT, XHR, XOM, XPER, XPEV, XPO, XPOF, XPRO, XYF, XYL, YALA, YELP, YETI, YEXT, YOU, YPF, YRD, YSG, YUM, YUMC, ZBH, ZEPP, ZETA, ZGN, ZH, ZIM, ZIP, ZK, ZKH, ZTO, ZTR, ZTS, ZVIA, ZWS
[2025-09-24T22:29:26.494895] [INFO ] [sig       ] Generating forecasts for all active symbols (parallel mode)
[2025-09-24T22:29:26.494998] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T22:29:26.495179] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T22:29:26.495745] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T22:29:26.495826] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:29:26.496173] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T22:29:26.496237] [INFO ] [sig       ] Starting parallel forecasting with 24 worker processes for 2077 symbols
[2025-09-24T22:29:26.621410] [FATAL] [sig       ] Exception retrieving result for AA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.623575] [FATAL] [sig       ] Exception retrieving result for AAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624545] [FATAL] [sig       ] Exception retrieving result for AB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624609] [FATAL] [sig       ] Exception retrieving result for ABBV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624671] [FATAL] [sig       ] Exception retrieving result for ABCB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624732] [FATAL] [sig       ] Exception retrieving result for ABEV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624793] [FATAL] [sig       ] Exception retrieving result for ABG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624855] [FATAL] [sig       ] Exception retrieving result for ABM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624913] [FATAL] [sig       ] Exception retrieving result for ABR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.624963] [FATAL] [sig       ] Exception retrieving result for ACA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625028] [FATAL] [sig       ] Exception retrieving result for ACCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625082] [FATAL] [sig       ] Exception retrieving result for ACI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625136] [FATAL] [sig       ] Exception retrieving result for ACM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625185] [FATAL] [sig       ] Exception retrieving result for ACN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625235] [FATAL] [sig       ] Exception retrieving result for ACR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625284] [FATAL] [sig       ] Exception retrieving result for ACRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625332] [FATAL] [sig       ] Exception retrieving result for ACV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625379] [FATAL] [sig       ] Exception retrieving result for ACVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625427] [FATAL] [sig       ] Exception retrieving result for ADC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625474] [FATAL] [sig       ] Exception retrieving result for ADCT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625522] [FATAL] [sig       ] Exception retrieving result for ADM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625570] [FATAL] [sig       ] Exception retrieving result for ADX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.625618] [FATAL] [sig       ] Exception retrieving result for AEFC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.626350] [FATAL] [sig       ] Exception retrieving result for AEM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.629622] [FATAL] [sig       ] Exception retrieving result for AEO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.629683] [FATAL] [sig       ] Exception retrieving result for AER: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.629743] [FATAL] [sig       ] Exception retrieving result for AES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.629798] [FATAL] [sig       ] Exception retrieving result for AESI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.629848] [FATAL] [sig       ] Exception retrieving result for AFB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.629897] [FATAL] [sig       ] Exception retrieving result for AFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.629946] [FATAL] [sig       ] Exception retrieving result for AFGB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630001] [FATAL] [sig       ] Exception retrieving result for AFGC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630051] [FATAL] [sig       ] Exception retrieving result for AFGE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630099] [FATAL] [sig       ] Exception retrieving result for AFL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630146] [FATAL] [sig       ] Exception retrieving result for AGCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630193] [FATAL] [sig       ] Exception retrieving result for AGD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630241] [FATAL] [sig       ] Exception retrieving result for AGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630297] [FATAL] [sig       ] Exception retrieving result for AGL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630345] [FATAL] [sig       ] Exception retrieving result for AGM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630392] [FATAL] [sig       ] Exception retrieving result for AGO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630440] [FATAL] [sig       ] Exception retrieving result for AGRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630486] [FATAL] [sig       ] Exception retrieving result for AGX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630534] [FATAL] [sig       ] Exception retrieving result for AHH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630581] [FATAL] [sig       ] Exception retrieving result for AHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630630] [FATAL] [sig       ] Exception retrieving result for AHT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.630677] [FATAL] [sig       ] Exception retrieving result for AI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.631670] [FATAL] [sig       ] Exception retrieving result for AIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634286] [FATAL] [sig       ] Exception retrieving result for AIN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634340] [FATAL] [sig       ] Exception retrieving result for AIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634394] [FATAL] [sig       ] Exception retrieving result for AIR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634443] [FATAL] [sig       ] Exception retrieving result for AIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634491] [FATAL] [sig       ] Exception retrieving result for AIV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634538] [FATAL] [sig       ] Exception retrieving result for AIZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634589] [FATAL] [sig       ] Exception retrieving result for AIZN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634638] [FATAL] [sig       ] Exception retrieving result for AL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634685] [FATAL] [sig       ] Exception retrieving result for ALB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634732] [FATAL] [sig       ] Exception retrieving result for ALEX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634779] [FATAL] [sig       ] Exception retrieving result for ALG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634826] [FATAL] [sig       ] Exception retrieving result for ALIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634882] [FATAL] [sig       ] Exception retrieving result for ALL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634933] [FATAL] [sig       ] Exception retrieving result for ALLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.634980] [FATAL] [sig       ] Exception retrieving result for ALLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.635063] [FATAL] [sig       ] Exception retrieving result for ALSN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.635117] [FATAL] [sig       ] Exception retrieving result for ALTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.635171] [FATAL] [sig       ] Exception retrieving result for ALUR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.635221] [FATAL] [sig       ] Exception retrieving result for ALV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.635270] [FATAL] [sig       ] Exception retrieving result for ALX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.635319] [FATAL] [sig       ] Exception retrieving result for AM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.635368] [FATAL] [sig       ] Exception retrieving result for AMBC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.637055] [FATAL] [sig       ] Exception retrieving result for AMBP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.637294] [FATAL] [sig       ] Exception retrieving result for AMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.637463] [FATAL] [sig       ] Exception retrieving result for AMCR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.637552] [FATAL] [sig       ] Exception retrieving result for AME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.637769] [FATAL] [sig       ] Exception retrieving result for AMG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639475] [FATAL] [sig       ] Exception retrieving result for AMH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639658] [FATAL] [sig       ] Exception retrieving result for AMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639706] [FATAL] [sig       ] Exception retrieving result for AMP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639755] [FATAL] [sig       ] Exception retrieving result for AMPX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639806] [FATAL] [sig       ] Exception retrieving result for AMPY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639866] [FATAL] [sig       ] Exception retrieving result for AMR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639916] [FATAL] [sig       ] Exception retrieving result for AMRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.639962] [FATAL] [sig       ] Exception retrieving result for AMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640018] [FATAL] [sig       ] Exception retrieving result for AMTB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640070] [FATAL] [sig       ] Exception retrieving result for AMTD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640118] [FATAL] [sig       ] Exception retrieving result for AMWL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640163] [FATAL] [sig       ] Exception retrieving result for AMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640208] [FATAL] [sig       ] Exception retrieving result for AN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640253] [FATAL] [sig       ] Exception retrieving result for ANET: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640298] [FATAL] [sig       ] Exception retrieving result for ANF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640349] [FATAL] [sig       ] Exception retrieving result for ANRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640397] [FATAL] [sig       ] Exception retrieving result for ANVS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.640441] [FATAL] [sig       ] Exception retrieving result for AOD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.643171] [FATAL] [sig       ] Exception retrieving result for AOMR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644130] [FATAL] [sig       ] Exception retrieving result for AON: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644392] [FATAL] [sig       ] Exception retrieving result for AORT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644433] [FATAL] [sig       ] Exception retrieving result for AOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644469] [FATAL] [sig       ] Exception retrieving result for AP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644504] [FATAL] [sig       ] Exception retrieving result for APD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644538] [FATAL] [sig       ] Exception retrieving result for APG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644571] [FATAL] [sig       ] Exception retrieving result for APLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644616] [FATAL] [sig       ] Exception retrieving result for APO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644651] [FATAL] [sig       ] Exception retrieving result for APOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644685] [FATAL] [sig       ] Exception retrieving result for APTV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644724] [FATAL] [sig       ] Exception retrieving result for AQN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644759] [FATAL] [sig       ] Exception retrieving result for AQNB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644797] [FATAL] [sig       ] Exception retrieving result for AR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644831] [FATAL] [sig       ] Exception retrieving result for ARCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644865] [FATAL] [sig       ] Exception retrieving result for ARDC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644899] [FATAL] [sig       ] Exception retrieving result for ARDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644938] [FATAL] [sig       ] Exception retrieving result for ARE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.644972] [FATAL] [sig       ] Exception retrieving result for ARES: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.645035] [FATAL] [sig       ] Exception retrieving result for ARI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.645076] [FATAL] [sig       ] Exception retrieving result for ARIS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.645117] [FATAL] [sig       ] Exception retrieving result for ARLO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.645155] [FATAL] [sig       ] Exception retrieving result for ARMK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649008] [FATAL] [sig       ] Exception retrieving result for AROC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649295] [FATAL] [sig       ] Exception retrieving result for ARR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649338] [FATAL] [sig       ] Exception retrieving result for ARW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649376] [FATAL] [sig       ] Exception retrieving result for AS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649412] [FATAL] [sig       ] Exception retrieving result for ASA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649448] [FATAL] [sig       ] Exception retrieving result for ASAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649484] [FATAL] [sig       ] Exception retrieving result for ASB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649521] [FATAL] [sig       ] Exception retrieving result for ASBA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649568] [FATAL] [sig       ] Exception retrieving result for ASC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649605] [FATAL] [sig       ] Exception retrieving result for ASG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649641] [FATAL] [sig       ] Exception retrieving result for ASGI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649677] [FATAL] [sig       ] Exception retrieving result for ASH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649712] [FATAL] [sig       ] Exception retrieving result for ASIX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649746] [FATAL] [sig       ] Exception retrieving result for ASPN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649784] [FATAL] [sig       ] Exception retrieving result for ASR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649819] [FATAL] [sig       ] Exception retrieving result for ASX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649859] [FATAL] [sig       ] Exception retrieving result for ATEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649895] [FATAL] [sig       ] Exception retrieving result for ATGE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649931] [FATAL] [sig       ] Exception retrieving result for ATHM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.649967] [FATAL] [sig       ] Exception retrieving result for ATHS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.650010] [FATAL] [sig       ] Exception retrieving result for ATI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.650048] [FATAL] [sig       ] Exception retrieving result for ATKR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.650083] [FATAL] [sig       ] Exception retrieving result for ATMU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.650798] [FATAL] [sig       ] Exception retrieving result for ATO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.653322] [FATAL] [sig       ] Exception retrieving result for ATR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654230] [FATAL] [sig       ] Exception retrieving result for ATS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654290] [FATAL] [sig       ] Exception retrieving result for AU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654341] [FATAL] [sig       ] Exception retrieving result for AUB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654391] [FATAL] [sig       ] Exception retrieving result for AUNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654439] [FATAL] [sig       ] Exception retrieving result for AVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654487] [FATAL] [sig       ] Exception retrieving result for AVAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654534] [FATAL] [sig       ] Exception retrieving result for AVB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654582] [FATAL] [sig       ] Exception retrieving result for AVD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654630] [FATAL] [sig       ] Exception retrieving result for AVK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654673] [FATAL] [sig       ] Exception retrieving result for AVNS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654708] [FATAL] [sig       ] Exception retrieving result for AVTR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654742] [FATAL] [sig       ] Exception retrieving result for AVY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654776] [FATAL] [sig       ] Exception retrieving result for AWF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654810] [FATAL] [sig       ] Exception retrieving result for AWI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654843] [FATAL] [sig       ] Exception retrieving result for AWK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654876] [FATAL] [sig       ] Exception retrieving result for AWP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654910] [FATAL] [sig       ] Exception retrieving result for AWR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654953] [FATAL] [sig       ] Exception retrieving result for AX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.654994] [FATAL] [sig       ] Exception retrieving result for AXL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.655029] [FATAL] [sig       ] Exception retrieving result for AXS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.655075] [FATAL] [sig       ] Exception retrieving result for AXTA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.655929] [FATAL] [sig       ] Exception retrieving result for AYI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.658089] [FATAL] [sig       ] Exception retrieving result for AZO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.658643] [FATAL] [sig       ] Exception retrieving result for AZZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.659922] [FATAL] [sig       ] Exception retrieving result for BA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660089] [FATAL] [sig       ] Exception retrieving result for BABA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660139] [FATAL] [sig       ] Exception retrieving result for BAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660190] [FATAL] [sig       ] Exception retrieving result for BAK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660240] [FATAL] [sig       ] Exception retrieving result for BALL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660290] [FATAL] [sig       ] Exception retrieving result for BAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660340] [FATAL] [sig       ] Exception retrieving result for BANC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660398] [FATAL] [sig       ] Exception retrieving result for BAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660447] [FATAL] [sig       ] Exception retrieving result for BARK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660496] [FATAL] [sig       ] Exception retrieving result for BAX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660548] [FATAL] [sig       ] Exception retrieving result for BBAI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660596] [FATAL] [sig       ] Exception retrieving result for BBAR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660644] [FATAL] [sig       ] Exception retrieving result for BBD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660692] [FATAL] [sig       ] Exception retrieving result for BBDO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660746] [FATAL] [sig       ] Exception retrieving result for BBN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660794] [FATAL] [sig       ] Exception retrieving result for BBU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660842] [FATAL] [sig       ] Exception retrieving result for BBUC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660890] [FATAL] [sig       ] Exception retrieving result for BBVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.660942] [FATAL] [sig       ] Exception retrieving result for BBW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.661004] [FATAL] [sig       ] Exception retrieving result for BBWI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.662496] [FATAL] [sig       ] Exception retrieving result for BBY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665256] [FATAL] [sig       ] Exception retrieving result for BC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665326] [FATAL] [sig       ] Exception retrieving result for BCAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665380] [FATAL] [sig       ] Exception retrieving result for BCC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665432] [FATAL] [sig       ] Exception retrieving result for BCE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665487] [FATAL] [sig       ] Exception retrieving result for BCH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665544] [FATAL] [sig       ] Exception retrieving result for BCSF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665598] [FATAL] [sig       ] Exception retrieving result for BCX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665650] [FATAL] [sig       ] Exception retrieving result for BDC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665689] [FATAL] [sig       ] Exception retrieving result for BDJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665724] [FATAL] [sig       ] Exception retrieving result for BDN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665757] [FATAL] [sig       ] Exception retrieving result for BDX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665800] [FATAL] [sig       ] Exception retrieving result for BEKE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665834] [FATAL] [sig       ] Exception retrieving result for BEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665877] [FATAL] [sig       ] Exception retrieving result for BEP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665923] [FATAL] [sig       ] Exception retrieving result for BEPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.665960] [FATAL] [sig       ] Exception retrieving result for BEPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.666026] [FATAL] [sig       ] Exception retrieving result for BEPJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.666089] [FATAL] [sig       ] Exception retrieving result for BFAM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.666133] [FATAL] [sig       ] Exception retrieving result for BFH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.666173] [FATAL] [sig       ] Exception retrieving result for BFLY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.666211] [FATAL] [sig       ] Exception retrieving result for BFS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.666250] [FATAL] [sig       ] Exception retrieving result for BFZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670060] [FATAL] [sig       ] Exception retrieving result for BG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670352] [FATAL] [sig       ] Exception retrieving result for BGB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670396] [FATAL] [sig       ] Exception retrieving result for BGH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670435] [FATAL] [sig       ] Exception retrieving result for BGR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670474] [FATAL] [sig       ] Exception retrieving result for BGS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670512] [FATAL] [sig       ] Exception retrieving result for BGSF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670551] [FATAL] [sig       ] Exception retrieving result for BGT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670604] [FATAL] [sig       ] Exception retrieving result for BGX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670654] [FATAL] [sig       ] Exception retrieving result for BGY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670695] [FATAL] [sig       ] Exception retrieving result for BH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670733] [FATAL] [sig       ] Exception retrieving result for BHC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670772] [FATAL] [sig       ] Exception retrieving result for BHE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670810] [FATAL] [sig       ] Exception retrieving result for BHK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670848] [FATAL] [sig       ] Exception retrieving result for BHP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670887] [FATAL] [sig       ] Exception retrieving result for BHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670925] [FATAL] [sig       ] Exception retrieving result for BHVN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.670969] [FATAL] [sig       ] Exception retrieving result for BILL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.671018] [FATAL] [sig       ] Exception retrieving result for BIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.671058] [FATAL] [sig       ] Exception retrieving result for BIP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.671103] [FATAL] [sig       ] Exception retrieving result for BIPC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.671148] [FATAL] [sig       ] Exception retrieving result for BIPH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.671188] [FATAL] [sig       ] Exception retrieving result for BIPI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.671233] [FATAL] [sig       ] Exception retrieving result for BIPJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.672551] [FATAL] [sig       ] Exception retrieving result for BIRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.674800] [FATAL] [sig       ] Exception retrieving result for BIT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.675906] [FATAL] [sig       ] Exception retrieving result for BK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.675970] [FATAL] [sig       ] Exception retrieving result for BKH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676030] [FATAL] [sig       ] Exception retrieving result for BKKT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676072] [FATAL] [sig       ] Exception retrieving result for BKN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676111] [FATAL] [sig       ] Exception retrieving result for BKSY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676151] [FATAL] [sig       ] Exception retrieving result for BKT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676190] [FATAL] [sig       ] Exception retrieving result for BKU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676230] [FATAL] [sig       ] Exception retrieving result for BKV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676271] [FATAL] [sig       ] Exception retrieving result for BLCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676321] [FATAL] [sig       ] Exception retrieving result for BLD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676360] [FATAL] [sig       ] Exception retrieving result for BLDR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676399] [FATAL] [sig       ] Exception retrieving result for BLE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676437] [FATAL] [sig       ] Exception retrieving result for BLK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676475] [FATAL] [sig       ] Exception retrieving result for BLND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676513] [FATAL] [sig       ] Exception retrieving result for BLW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676552] [FATAL] [sig       ] Exception retrieving result for BLX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676591] [FATAL] [sig       ] Exception retrieving result for BMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676629] [FATAL] [sig       ] Exception retrieving result for BME: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676667] [FATAL] [sig       ] Exception retrieving result for BMEZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676706] [FATAL] [sig       ] Exception retrieving result for BMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.676748] [FATAL] [sig       ] Exception retrieving result for BMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680203] [FATAL] [sig       ] Exception retrieving result for BMO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680541] [FATAL] [sig       ] Exception retrieving result for BMY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680586] [FATAL] [sig       ] Exception retrieving result for BN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680626] [FATAL] [sig       ] Exception retrieving result for BNED: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680661] [FATAL] [sig       ] Exception retrieving result for BNH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680695] [FATAL] [sig       ] Exception retrieving result for BNJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680728] [FATAL] [sig       ] Exception retrieving result for BNL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680767] [FATAL] [sig       ] Exception retrieving result for BNS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680801] [FATAL] [sig       ] Exception retrieving result for BNT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680842] [FATAL] [sig       ] Exception retrieving result for BNY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680884] [FATAL] [sig       ] Exception retrieving result for BOC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680936] [FATAL] [sig       ] Exception retrieving result for BOE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.680982] [FATAL] [sig       ] Exception retrieving result for BOH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681032] [FATAL] [sig       ] Exception retrieving result for BOND: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681072] [FATAL] [sig       ] Exception retrieving result for BOOT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681111] [FATAL] [sig       ] Exception retrieving result for BORR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681150] [FATAL] [sig       ] Exception retrieving result for BOW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681189] [FATAL] [sig       ] Exception retrieving result for BOX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681234] [FATAL] [sig       ] Exception retrieving result for BP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681274] [FATAL] [sig       ] Exception retrieving result for BR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681313] [FATAL] [sig       ] Exception retrieving result for BRBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681351] [FATAL] [sig       ] Exception retrieving result for BRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.681390] [FATAL] [sig       ] Exception retrieving result for BRCC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.682085] [FATAL] [sig       ] Exception retrieving result for BRO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.684012] [FATAL] [sig       ] Exception retrieving result for BRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685307] [FATAL] [sig       ] Exception retrieving result for BRW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685350] [FATAL] [sig       ] Exception retrieving result for BRX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685386] [FATAL] [sig       ] Exception retrieving result for BSAC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685428] [FATAL] [sig       ] Exception retrieving result for BSBR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685462] [FATAL] [sig       ] Exception retrieving result for BSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685496] [FATAL] [sig       ] Exception retrieving result for BSM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685529] [FATAL] [sig       ] Exception retrieving result for BST: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685563] [FATAL] [sig       ] Exception retrieving result for BSTZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685599] [FATAL] [sig       ] Exception retrieving result for BSX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685634] [FATAL] [sig       ] Exception retrieving result for BTA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685667] [FATAL] [sig       ] Exception retrieving result for BTCM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685701] [FATAL] [sig       ] Exception retrieving result for BTE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685733] [FATAL] [sig       ] Exception retrieving result for BTI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685766] [FATAL] [sig       ] Exception retrieving result for BTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685798] [FATAL] [sig       ] Exception retrieving result for BTU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685832] [FATAL] [sig       ] Exception retrieving result for BTZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685864] [FATAL] [sig       ] Exception retrieving result for BUD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685897] [FATAL] [sig       ] Exception retrieving result for BUI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685930] [FATAL] [sig       ] Exception retrieving result for BURL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.685963] [FATAL] [sig       ] Exception retrieving result for BUXX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.686020] [FATAL] [sig       ] Exception retrieving result for BV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.689103] [FATAL] [sig       ] Exception retrieving result for BVN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.689816] [FATAL] [sig       ] Exception retrieving result for BW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.689874] [FATAL] [sig       ] Exception retrieving result for BWA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.689919] [FATAL] [sig       ] Exception retrieving result for BWG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.689963] [FATAL] [sig       ] Exception retrieving result for BWLP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690045] [FATAL] [sig       ] Exception retrieving result for BWMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690096] [FATAL] [sig       ] Exception retrieving result for BWSN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690134] [FATAL] [sig       ] Exception retrieving result for BWXT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690169] [FATAL] [sig       ] Exception retrieving result for BX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690205] [FATAL] [sig       ] Exception retrieving result for BXC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690241] [FATAL] [sig       ] Exception retrieving result for BXMT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690276] [FATAL] [sig       ] Exception retrieving result for BXMX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690310] [FATAL] [sig       ] Exception retrieving result for BXP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690350] [FATAL] [sig       ] Exception retrieving result for BXSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690385] [FATAL] [sig       ] Exception retrieving result for BY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690420] [FATAL] [sig       ] Exception retrieving result for BYD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690454] [FATAL] [sig       ] Exception retrieving result for BYM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690489] [FATAL] [sig       ] Exception retrieving result for BZH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690524] [FATAL] [sig       ] Exception retrieving result for C: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690559] [FATAL] [sig       ] Exception retrieving result for CAAP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690597] [FATAL] [sig       ] Exception retrieving result for CABO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690633] [FATAL] [sig       ] Exception retrieving result for CACI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.690668] [FATAL] [sig       ] Exception retrieving result for CADE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.693303] [FATAL] [sig       ] Exception retrieving result for CAE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.693432] [FATAL] [sig       ] Exception retrieving result for CAF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695216] [FATAL] [sig       ] Exception retrieving result for CAG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695258] [FATAL] [sig       ] Exception retrieving result for CAL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695294] [FATAL] [sig       ] Exception retrieving result for CALX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695328] [FATAL] [sig       ] Exception retrieving result for CANG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695362] [FATAL] [sig       ] Exception retrieving result for CAPL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695396] [FATAL] [sig       ] Exception retrieving result for CARR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695430] [FATAL] [sig       ] Exception retrieving result for CARS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695464] [FATAL] [sig       ] Exception retrieving result for CAT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695499] [FATAL] [sig       ] Exception retrieving result for CATO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695534] [FATAL] [sig       ] Exception retrieving result for CAVA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695568] [FATAL] [sig       ] Exception retrieving result for CB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695601] [FATAL] [sig       ] Exception retrieving result for CBAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695640] [FATAL] [sig       ] Exception retrieving result for CBL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695675] [FATAL] [sig       ] Exception retrieving result for CBNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695713] [FATAL] [sig       ] Exception retrieving result for CBRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695748] [FATAL] [sig       ] Exception retrieving result for CBT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695782] [FATAL] [sig       ] Exception retrieving result for CBU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695816] [FATAL] [sig       ] Exception retrieving result for CBZ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695855] [FATAL] [sig       ] Exception retrieving result for CC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695890] [FATAL] [sig       ] Exception retrieving result for CCI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.695928] [FATAL] [sig       ] Exception retrieving result for CCIF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.696820] [FATAL] [sig       ] Exception retrieving result for CCJ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700286] [FATAL] [sig       ] Exception retrieving result for CCK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700338] [FATAL] [sig       ] Exception retrieving result for CCL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700375] [FATAL] [sig       ] Exception retrieving result for CCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700410] [FATAL] [sig       ] Exception retrieving result for CCRD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700444] [FATAL] [sig       ] Exception retrieving result for CCS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700479] [FATAL] [sig       ] Exception retrieving result for CCU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700513] [FATAL] [sig       ] Exception retrieving result for CDE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700547] [FATAL] [sig       ] Exception retrieving result for CDP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700582] [FATAL] [sig       ] Exception retrieving result for CE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700616] [FATAL] [sig       ] Exception retrieving result for CEE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700649] [FATAL] [sig       ] Exception retrieving result for CEPU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700683] [FATAL] [sig       ] Exception retrieving result for CF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700717] [FATAL] [sig       ] Exception retrieving result for CFG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700750] [FATAL] [sig       ] Exception retrieving result for CFR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700784] [FATAL] [sig       ] Exception retrieving result for CGAU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700818] [FATAL] [sig       ] Exception retrieving result for CGV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700852] [FATAL] [sig       ] Exception retrieving result for CHCT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700885] [FATAL] [sig       ] Exception retrieving result for CHD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700922] [FATAL] [sig       ] Exception retrieving result for CHE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700957] [FATAL] [sig       ] Exception retrieving result for CHGG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.700997] [FATAL] [sig       ] Exception retrieving result for CHH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.701035] [FATAL] [sig       ] Exception retrieving result for CHMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.704549] [FATAL] [sig       ] Exception retrieving result for CHN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.704824] [FATAL] [sig       ] Exception retrieving result for CHPT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.704863] [FATAL] [sig       ] Exception retrieving result for CHT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.704898] [FATAL] [sig       ] Exception retrieving result for CHWY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.704932] [FATAL] [sig       ] Exception retrieving result for CI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.704966] [FATAL] [sig       ] Exception retrieving result for CIA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705009] [FATAL] [sig       ] Exception retrieving result for CIB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705089] [FATAL] [sig       ] Exception retrieving result for CIEN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705136] [FATAL] [sig       ] Exception retrieving result for CIF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705175] [FATAL] [sig       ] Exception retrieving result for CIG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705212] [FATAL] [sig       ] Exception retrieving result for CII: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705247] [FATAL] [sig       ] Exception retrieving result for CIM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705283] [FATAL] [sig       ] Exception retrieving result for CIMN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705318] [FATAL] [sig       ] Exception retrieving result for CINT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705353] [FATAL] [sig       ] Exception retrieving result for CIO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705388] [FATAL] [sig       ] Exception retrieving result for CION: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705423] [FATAL] [sig       ] Exception retrieving result for CIVI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705459] [FATAL] [sig       ] Exception retrieving result for CLB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705494] [FATAL] [sig       ] Exception retrieving result for CLCO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705529] [FATAL] [sig       ] Exception retrieving result for CLDT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705564] [FATAL] [sig       ] Exception retrieving result for CLF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705604] [FATAL] [sig       ] Exception retrieving result for CLPR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.705641] [FATAL] [sig       ] Exception retrieving result for CLS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.706417] [FATAL] [sig       ] Exception retrieving result for CLVT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.707374] [FATAL] [sig       ] Exception retrieving result for CLW: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710076] [FATAL] [sig       ] Exception retrieving result for CM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710128] [FATAL] [sig       ] Exception retrieving result for CMA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710174] [FATAL] [sig       ] Exception retrieving result for CMC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710216] [FATAL] [sig       ] Exception retrieving result for CMCM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710257] [FATAL] [sig       ] Exception retrieving result for CMG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710296] [FATAL] [sig       ] Exception retrieving result for CMI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710336] [FATAL] [sig       ] Exception retrieving result for CMRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710375] [FATAL] [sig       ] Exception retrieving result for CMS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710414] [FATAL] [sig       ] Exception retrieving result for CMSA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710455] [FATAL] [sig       ] Exception retrieving result for CMSC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710494] [FATAL] [sig       ] Exception retrieving result for CMSD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710533] [FATAL] [sig       ] Exception retrieving result for CMTG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710573] [FATAL] [sig       ] Exception retrieving result for CMU: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710612] [FATAL] [sig       ] Exception retrieving result for CNA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710651] [FATAL] [sig       ] Exception retrieving result for CNC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710690] [FATAL] [sig       ] Exception retrieving result for CNF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710729] [FATAL] [sig       ] Exception retrieving result for CNH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710768] [FATAL] [sig       ] Exception retrieving result for CNK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710807] [FATAL] [sig       ] Exception retrieving result for CNMD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710846] [FATAL] [sig       ] Exception retrieving result for CNNE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.710885] [FATAL] [sig       ] Exception retrieving result for CNO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.711652] [FATAL] [sig       ] Exception retrieving result for CNP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.714695] [FATAL] [sig       ] Exception retrieving result for CNQ: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715021] [FATAL] [sig       ] Exception retrieving result for CNX: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715069] [FATAL] [sig       ] Exception retrieving result for CODI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715108] [FATAL] [sig       ] Exception retrieving result for COF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715146] [FATAL] [sig       ] Exception retrieving result for COHR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715182] [FATAL] [sig       ] Exception retrieving result for COLD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715219] [FATAL] [sig       ] Exception retrieving result for COMP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715255] [FATAL] [sig       ] Exception retrieving result for CON: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715291] [FATAL] [sig       ] Exception retrieving result for COOK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715328] [FATAL] [sig       ] Exception retrieving result for COP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715365] [FATAL] [sig       ] Exception retrieving result for COR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715402] [FATAL] [sig       ] Exception retrieving result for COTY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715439] [FATAL] [sig       ] Exception retrieving result for COUR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715476] [FATAL] [sig       ] Exception retrieving result for CP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715512] [FATAL] [sig       ] Exception retrieving result for CPA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715548] [FATAL] [sig       ] Exception retrieving result for CPAY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715584] [FATAL] [sig       ] Exception retrieving result for CPF: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715619] [FATAL] [sig       ] Exception retrieving result for CPK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715655] [FATAL] [sig       ] Exception retrieving result for CPNG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715690] [FATAL] [sig       ] Exception retrieving result for CPRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715726] [FATAL] [sig       ] Exception retrieving result for CPS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.715762] [FATAL] [sig       ] Exception retrieving result for CQP: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.719078] [FATAL] [sig       ] Exception retrieving result for CR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.719669] [FATAL] [sig       ] Exception retrieving result for CRBG: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.719726] [FATAL] [sig       ] Exception retrieving result for CRC: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.719781] [FATAL] [sig       ] Exception retrieving result for CRGY: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.719852] [FATAL] [sig       ] Exception retrieving result for CRH: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.719904] [FATAL] [sig       ] Exception retrieving result for CRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.719956] [FATAL] [sig       ] Exception retrieving result for CRK: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720042] [FATAL] [sig       ] Exception retrieving result for CRM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720099] [FATAL] [sig       ] Exception retrieving result for CRS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720143] [FATAL] [sig       ] Exception retrieving result for CRT: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720186] [FATAL] [sig       ] Exception retrieving result for CSAN: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720227] [FATAL] [sig       ] Exception retrieving result for CSL: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720267] [FATAL] [sig       ] Exception retrieving result for CSR: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720309] [FATAL] [sig       ] Exception retrieving result for CSTM: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720350] [FATAL] [sig       ] Exception retrieving result for CSV: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720390] [FATAL] [sig       ] Exception retrieving result for CTBB: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720430] [FATAL] [sig       ] Exception retrieving result for CTDD: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720471] [FATAL] [sig       ] Exception retrieving result for CTO: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720511] [FATAL] [sig       ] Exception retrieving result for CTOS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720552] [FATAL] [sig       ] Exception retrieving result for CTRA: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720596] [FATAL] [sig       ] Exception retrieving result for CTRE: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720646] [FATAL] [sig       ] Exception retrieving result for CTRI: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:29:26.720688] [FATAL] [sig       ] Exception retrieving result for CTS: Can't get local object 'mode_all_forecasts_parallel.<locals>.<lambda>'
[2025-09-24T22:33:16.221944] [INFO ] [sig       ] Generating forecasts for all active symbols (parallel mode)
[2025-09-24T22:33:16.222112] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T22:33:16.222374] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T22:33:16.223230] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T22:33:16.223345] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:33:16.223832] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T22:33:16.223933] [INFO ] [sig       ] Starting parallel forecasting with 24 worker processes for 2077 symbols
[2025-09-24T22:33:16.470716] [INFO ] [sig       ] Generating forecast for: AA
[2025-09-24T22:33:16.471182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T22:33:16.471449] [INFO ] [sig       ] Generating forecast for: AAT
[2025-09-24T22:33:16.471565] [INFO ] [sig       ] Generating forecast for: AB
[2025-09-24T22:33:16.471863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-24T22:33:16.471943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-24T22:33:16.471771] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-09-24T22:33:16.472266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-09-24T22:33:16.472897] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-09-24T22:33:16.473264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-09-24T22:33:16.473349] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-09-24T22:33:16.473458] [INFO ] [sig       ] Generating forecast for: ABG
[2025-09-24T22:33:16.473673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-09-24T22:33:16.473544] [INFO ] [sig       ] Generating forecast for: ABM
[2025-09-24T22:33:16.473823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-09-24T22:33:16.473840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-09-24T22:33:16.473671] [INFO ] [sig       ] Generating forecast for: ABR
[2025-09-24T22:33:16.474020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-09-24T22:33:16.473864] [INFO ] [sig       ] Generating forecast for: ACA
[2025-09-24T22:33:16.474209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-09-24T22:33:16.474049] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-09-24T22:33:16.474384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-09-24T22:33:16.474694] [INFO ] [sig       ] Generating forecast for: ACM
[2025-09-24T22:33:16.474537] [INFO ] [sig       ] Generating forecast for: ACI
[2025-09-24T22:33:16.475123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-09-24T22:33:16.474794] [INFO ] [sig       ] Generating forecast for: ACN
[2025-09-24T22:33:16.475515] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-09-24T22:33:16.475723] [INFO ] [sig       ] Generating forecast for: ACV
[2025-09-24T22:33:16.475923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-09-24T22:33:16.475976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-09-24T22:33:16.476119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-09-24T22:33:16.475973] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-09-24T22:33:16.476329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-09-24T22:33:16.475397] [INFO ] [sig       ] Generating forecast for: ACR
[2025-09-24T22:33:16.476567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-09-24T22:33:16.475272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-09-24T22:33:16.478322] [INFO ] [sig       ] Generating forecast for: ADC
[2025-09-24T22:33:16.478505] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-09-24T22:33:16.478723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-09-24T22:33:16.478859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-09-24T22:33:16.479322] [INFO ] [sig       ] Generating forecast for: ADM
[2025-09-24T22:33:16.479666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-09-24T22:33:16.480376] [INFO ] [sig       ] Generating forecast for: ADX
[2025-09-24T22:33:16.480709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-09-24T22:33:16.480477] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-09-24T22:33:16.480944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-09-24T22:33:16.801069] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACA' (404).
[2025-09-24T22:33:16.801889] [FATAL] [sig       ] ACA: No historical data fetched.
[2025-09-24T22:33:16.802595] [WARN ] [sig       ] Task completed unsuccessfully for symbol: ACA
[2025-09-24T22:33:16.806103] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABG' (404).
[2025-09-24T22:33:16.806355] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABBV' (404).
[2025-09-24T22:33:16.807001] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABCB' (404).
[2025-09-24T22:33:16.807025] [FATAL] [sig       ] ABG: No historical data fetched.
[2025-09-24T22:33:16.807118] [FATAL] [sig       ] ABBV: No historical data fetched.
[2025-09-24T22:33:16.807675] [WARN ] [sig       ] Task completed unsuccessfully for symbol: ABG
[2025-09-24T22:33:16.807775] [WARN ] [sig       ] Task completed unsuccessfully for symbol: ABBV
[2025-09-24T22:33:16.807859] [FATAL] [sig       ] ABCB: No historical data fetched.
[2025-09-24T22:33:16.808441] [WARN ] [sig       ] Task completed unsuccessfully for symbol: ABCB
[2025-09-24T22:33:16.819209] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABM' (404).
[2025-09-24T22:33:16.819993] [FATAL] [sig       ] ABM: No historical data fetched.
[2025-09-24T22:33:16.820575] [WARN ] [sig       ] Task completed unsuccessfully for symbol: ABM
[2025-09-24T22:33:17.020133] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABEV'.
[2025-09-24T22:33:17.021347] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-09-24T22:33:17.025425] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T22:33:17.026678] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-09-24T22:33:17.030485] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AB'.
[2025-09-24T22:33:17.031573] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-09-24T22:33:17.031738] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAT'.
[2025-09-24T22:33:17.032772] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-09-24T22:33:17.041473] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABR'.
[2025-09-24T22:33:17.042570] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-09-24T22:33:17.052950] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:17.053706] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-09-24T22:33:17.053773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:17.053829] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:17.053879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:17.054509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:17.057042] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:17.057867] [INFO ] [LOCAL     ] Loaded 1 optimal features for AA from ./output/feature-sets/AA.txt
[2025-09-24T22:33:17.057939] [INFO ] [FEATURES  ] DataBuilder: Loaded 1 optimal features for AA: ['add_cumulative_delta']
[2025-09-24T22:33:17.057981] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-09-24T22:33:17.058129] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T22:33:17.062167] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:17.062429] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:17.062914] [INFO ] [LOCAL     ] Loaded 0 optimal features for AB from ./output/feature-sets/AB.txt
[2025-09-24T22:33:17.062972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:17.063029] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:17.063068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:17.063147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:17.063208] [INFO ] [LOCAL     ] Loaded 2 optimal features for AAT from ./output/feature-sets/AAT.txt
[2025-09-24T22:33:17.063279] [INFO ] [FEATURES  ] DataBuilder: Loaded 2 optimal features for AAT: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T22:33:17.063327] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-09-24T22:33:17.063384] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T22:33:17.065275] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T22:33:17.065358] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:17.065397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:17.065469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:17.070176] [DEBUG] [FEATURES  ] DataBuilder: Executing add_price_rejection
[2025-09-24T22:33:17.071489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:17.072330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:17.072452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:17.072497] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:17.075003] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:17.076015] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T22:33:17.076056] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-09-24T22:33:17.076127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:17.076133] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:17.076183] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:17.076189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:17.076226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:17.076301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:17.076298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:17.081201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:17.082152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:17.082279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:17.082323] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:17.085141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:17.085998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:17.086123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:17.086166] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:17.093017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:17.093914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:17.094040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:17.094085] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:17.095396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:17.096221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:17.096340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:17.096384] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:21.728877] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACCO' (404).
[2025-09-24T22:33:21.729796] [FATAL] [sig       ] ACCO: No historical data fetched.
[2025-09-24T22:33:21.735651] [WARN ] [REMOTE    ] Historical data not found for symbol 'ADC' (404).
[2025-09-24T22:33:21.736468] [FATAL] [sig       ] ADC: No historical data fetched.
[2025-09-24T22:33:21.751031] [WARN ] [sig       ] Task completed unsuccessfully for symbol: ACCO
[2025-09-24T22:33:21.751168] [WARN ] [sig       ] Task completed unsuccessfully for symbol: ADC
[2025-09-24T22:33:21.895477] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACR'.
[2025-09-24T22:33:21.904710] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-09-24T22:33:21.917300] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEFC'.
[2025-09-24T22:33:21.923720] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-09-24T22:33:21.936107] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACI'.
[2025-09-24T22:33:21.937338] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-09-24T22:33:21.926930] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADX'.
[2025-09-24T22:33:21.940243] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-09-24T22:33:21.944104] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACV'.
[2025-09-24T22:33:21.945280] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-09-24T22:33:21.951182] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADCT'.
[2025-09-24T22:33:21.954138] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACRE'.
[2025-09-24T22:33:21.954858] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-09-24T22:33:21.955327] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-09-24T22:33:21.976544] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:21.977628] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-09-24T22:33:21.977778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:21.977875] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:21.977952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:21.978084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:21.987610] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:21.988479] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-09-24T22:33:21.988550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:21.988610] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:21.988653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:21.988739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.005315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.006376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.006498] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.006547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.006629] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.007292] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-09-24T22:33:22.007365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.007423] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.007464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.007546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.016762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.013830] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.017733] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-09-24T22:33:22.017809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.017876] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.017922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.018019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.021022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.021187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.021239] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.023863] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.024136] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.024759] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-09-24T22:33:22.024825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.024943] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-09-24T22:33:22.025016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.025078] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.025115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.025200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.024877] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.025862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.025951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.046231] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACM'.
[2025-09-24T22:33:22.047008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.047894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.048048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.048101] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.056485] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACN'.
[2025-09-24T22:33:22.047718] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-09-24T22:33:22.057363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.058322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.058451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.058495] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.059592] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-09-24T22:33:22.072024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.075662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.076724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.076839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.076878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.076929] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.076981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.077040] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.102966] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.103792] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-09-24T22:33:22.103857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.103920] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.103956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.103918] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACVA'.
[2025-09-24T22:33:22.104051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.104780] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADM'.
[2025-09-24T22:33:22.105167] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-09-24T22:33:22.105970] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-09-24T22:33:22.123620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.123847] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.124655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.124767] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-09-24T22:33:22.124802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.124844] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.124842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.124906] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.124953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.125055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.141437] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.142435] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-09-24T22:33:22.142532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.142629] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.142700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.142827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.144668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.145569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.145696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.145736] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.156930] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.157804] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-09-24T22:33:22.157875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.157927] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.157964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.158058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.164754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.165752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.165893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.165945] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.176775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.177637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.177758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.177804] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:33:22.195331] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:33:22.196150] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-09-24T22:33:22.196226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:33:22.196281] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:33:22.196323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:33:22.196405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:33:22.260408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:33:22.261446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:33:22.261579] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:33:22.261619] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:34:04.784575] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:34:04.784740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:34:04.784920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:34:04.784972] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:34:05.403147] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-09-24T22:34:05.403487] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-09-24T22:34:05.403694] [INFO ] [sig       ] ABEV: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:34:08.284190] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-09-25	0.0
[2025-09-24T22:34:08.320052] [WARN ] [sig       ] Progress: 8/2077 symbols completed. Estimated remaining: 29h 56m 27s. Rate: 1.2 successful/min
[2025-09-24T22:37:25.939201] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:37:25.939346] [INFO ] [FORECASTER] Trained on 88 historical samples with 42 features
[2025-09-24T22:37:25.939407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:37:25.939446] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:37:26.513136] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-09-24T22:37:26.513457] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-09-24T22:37:26.513677] [INFO ] [sig       ] AAT: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:37:27.236359] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-09-25	0.0
[2025-09-24T22:37:27.236968] [WARN ] [sig       ] Progress: 9/2077 symbols completed. Estimated remaining: 72h 5m 47s. Rate: 0.5 successful/min
[2025-09-24T22:37:35.400963] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:37:35.410508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:37:35.414046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:37:35.414103] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:37:35.926165] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-09-24T22:37:35.926616] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-09-24T22:37:35.926907] [INFO ] [sig       ] AB: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:37:36.825393] [INFO ] [LOCAL     ] Saved forecast: AB	2025-09-25	1.0
[2025-09-24T22:37:36.826026] [WARN ] [sig       ] Progress: 10/2077 symbols completed. Estimated remaining: 49h 52m 35s. Rate: 0.7 successful/min
[2025-09-24T22:37:48.421007] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:37:48.421237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:37:48.421308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:37:48.421354] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:37:48.873150] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-09-24T22:37:48.873571] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-09-24T22:37:48.873843] [INFO ] [sig       ] AEFC: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:37:50.368373] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-09-25	1.0
[2025-09-24T22:37:50.369249] [WARN ] [sig       ] Progress: 11/2077 symbols completed. Estimated remaining: 39h 19m 56s. Rate: 0.9 successful/min
[2025-09-24T22:37:52.199587] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:37:52.199730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:37:52.199783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:37:52.199819] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:37:52.407723] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:37:52.407855] [INFO ] [FORECASTER] Trained on 88 historical samples with 36 features
[2025-09-24T22:37:52.407906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:37:52.407948] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:37:52.613331] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-09-24T22:37:52.615805] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-09-24T22:37:52.616196] [INFO ] [sig       ] ACN: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:37:52.861605] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-09-25	0.0
[2025-09-24T22:37:52.863031] [WARN ] [sig       ] Progress: 12/2077 symbols completed. Estimated remaining: 31h 44m 12s. Rate: 1.1 successful/min
[2025-09-24T22:37:52.888164] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-09-24T22:37:52.888581] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-09-24T22:37:52.888820] [INFO ] [sig       ] AA: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:37:54.261073] [INFO ] [LOCAL     ] Saved forecast: AA	2025-09-25	1.0
[2025-09-24T22:37:54.268846] [WARN ] [sig       ] Progress: 13/2077 symbols completed. Estimated remaining: 26h 34m 7s. Rate: 1.3 successful/min
[2025-09-24T22:37:57.295594] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:37:57.295733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:37:57.295787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:37:57.295829] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:37:57.700138] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-09-24T22:37:57.700482] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-09-24T22:37:57.700684] [INFO ] [sig       ] ABR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:37:58.492032] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-09-25	0.0
[2025-09-24T22:37:58.495452] [WARN ] [sig       ] Progress: 14/2077 symbols completed. Estimated remaining: 23h 6m 29s. Rate: 1.5 successful/min
[2025-09-24T22:38:00.077625] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:00.077782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:00.077853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:00.077902] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:00.468140] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-09-24T22:38:00.468474] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-09-24T22:38:00.468704] [INFO ] [sig       ] ACV: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:38:01.599564] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-09-25	1.0
[2025-09-24T22:38:01.604212] [WARN ] [sig       ] Progress: 15/2077 symbols completed. Estimated remaining: 20h 25m 57s. Rate: 1.7 successful/min
[2025-09-24T22:38:03.676584] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:03.676722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:03.676780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:03.676826] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:03.963188] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=38.60%)
[2025-09-24T22:38:03.963552] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-09-24T22:38:03.963775] [INFO ] [sig       ] ADX: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:38:04.818679] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-09-25	0.0
[2025-09-24T22:38:04.831022] [WARN ] [sig       ] Progress: 16/2077 symbols completed. Estimated remaining: 18h 21m 31s. Rate: 1.9 successful/min
[2025-09-24T22:38:05.653543] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:05.663052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:05.663130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:05.663178] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:05.702791] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:05.702953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:05.703059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:05.703139] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:05.866164] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-09-24T22:38:05.866577] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-09-24T22:38:05.866815] [INFO ] [sig       ] ACVA: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:38:05.949236] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-09-24T22:38:05.949684] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-09-24T22:38:05.950000] [INFO ] [sig       ] ADCT: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:38:06.075373] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-09-25	0.0
[2025-09-24T22:38:06.079174] [WARN ] [sig       ] Progress: 17/2077 symbols completed. Estimated remaining: 16h 35m 10s. Rate: 2.1 successful/min
[2025-09-24T22:38:06.177439] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-09-25	0.0
[2025-09-24T22:38:06.179574] [WARN ] [sig       ] Progress: 18/2077 symbols completed. Estimated remaining: 15h 4m 34s. Rate: 2.3 successful/min
[2025-09-24T22:38:06.376612] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:06.376772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:06.376837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:06.376884] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:06.558135] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-09-24T22:38:06.558470] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-09-24T22:38:06.558683] [INFO ] [sig       ] ADM: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:38:06.755107] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-09-25	0.0
[2025-09-24T22:38:06.757385] [WARN ] [sig       ] Progress: 19/2077 symbols completed. Estimated remaining: 13h 50m 26s. Rate: 2.5 successful/min
[2025-09-24T22:38:07.073795] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:07.073954] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:07.074022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:07.074066] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:07.210343] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-09-24T22:38:07.210862] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-09-24T22:38:07.211161] [INFO ] [sig       ] ACRE: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:38:07.418872] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-09-25	0.0
[2025-09-24T22:38:07.421195] [WARN ] [sig       ] Progress: 20/2077 symbols completed. Estimated remaining: 12h 47m 56s. Rate: 2.7 successful/min
[2025-09-24T22:38:08.780869] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:08.781054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:08.781116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:08.781159] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:08.914949] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-09-24T22:38:08.915487] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-09-24T22:38:08.915777] [INFO ] [sig       ] ACI: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:38:09.345120] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-09-25	0.0
[2025-09-24T22:38:09.345777] [WARN ] [sig       ] Progress: 21/2077 symbols completed. Estimated remaining: 11h 57m 27s. Rate: 2.9 successful/min
[2025-09-24T22:38:11.492172] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:11.492546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:11.492635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:11.492693] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:11.625346] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-09-24T22:38:11.632864] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-09-24T22:38:11.633412] [INFO ] [sig       ] ACR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:38:11.812918] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:38:11.814536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:38:11.814640] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:38:11.814703] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:38:11.836143] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-09-25	0.0
[2025-09-24T22:38:11.836856] [WARN ] [sig       ] Progress: 22/2077 symbols completed. Estimated remaining: 11h 14m 59s. Rate: 3.0 successful/min
[2025-09-24T22:38:11.851153] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-09-24T22:38:11.851552] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-09-24T22:38:11.851834] [INFO ] [sig       ] ACM: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:38:12.013130] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-09-25	1.0
[2025-09-24T22:38:12.013707] [WARN ] [sig       ] Progress: 23/2077 symbols completed. Estimated remaining: 10h 32m 52s. Rate: 3.2 successful/min
[2025-09-24T22:38:12.014978] [INFO ] [sig       ] Generating forecast for: AER
[2025-09-24T22:38:12.014947] [INFO ] [sig       ] Generating forecast for: AEO
[2025-09-24T22:38:12.015034] [INFO ] [sig       ] Generating forecast for: AES
[2025-09-24T22:38:12.015082] [INFO ] [sig       ] Generating forecast for: AESI
[2025-09-24T22:38:12.015125] [INFO ] [sig       ] Generating forecast for: AFB
[2025-09-24T22:38:12.014973] [INFO ] [sig       ] Generating forecast for: AEM
[2025-09-24T22:38:12.015169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-09-24T22:38:12.015164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-09-24T22:38:12.015164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-09-24T22:38:12.015213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-09-24T22:38:12.015180] [INFO ] [sig       ] Generating forecast for: AFG
[2025-09-24T22:38:12.015242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-09-24T22:38:12.015226] [INFO ] [sig       ] Generating forecast for: AFGB
[2025-09-24T22:38:12.015290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-09-24T22:38:12.015272] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-09-24T22:38:12.015313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-09-24T22:38:12.015357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'.
[2025-09-24T22:38:12.015388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-09-24T22:38:12.015341] [INFO ] [sig       ] Generating forecast for: AFGE
[2025-09-24T22:38:12.015474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'.
[2025-09-24T22:38:12.015633] [INFO ] [sig       ] Generating forecast for: AFL
[2025-09-24T22:38:12.015687] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-09-24T22:38:12.015765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-09-24T22:38:12.015810] [INFO ] [sig       ] Generating forecast for: AGD
[2025-09-24T22:38:12.015879] [INFO ] [sig       ] Generating forecast for: AGI
[2025-09-24T22:38:12.015950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-09-24T22:38:12.015950] [INFO ] [sig       ] Generating forecast for: AGL
[2025-09-24T22:38:12.016018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-09-24T22:38:12.016031] [INFO ] [sig       ] Generating forecast for: AGM
[2025-09-24T22:38:12.016096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-09-24T22:38:12.016166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-09-24T22:38:12.016087] [INFO ] [sig       ] Generating forecast for: AGO
[2025-09-24T22:38:12.016367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-09-24T22:38:12.016327] [INFO ] [sig       ] Generating forecast for: AGX
[2025-09-24T22:38:12.016465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-09-24T22:38:12.016492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-09-24T22:38:12.016525] [INFO ] [sig       ] Generating forecast for: AHH
[2025-09-24T22:38:12.016218] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-09-24T22:38:12.016664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-09-24T22:38:12.016637] [INFO ] [sig       ] Generating forecast for: AHR
[2025-09-24T22:38:12.016682] [INFO ] [sig       ] Generating forecast for: AHT
[2025-09-24T22:38:12.016706] [INFO ] [sig       ] Generating forecast for: AI
[2025-09-24T22:38:12.016745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-09-24T22:38:12.016799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'.
[2025-09-24T22:38:12.016811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-09-24T22:38:12.016824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-09-24T22:38:12.214171] [WARN ] [REMOTE    ] Historical data not found for symbol 'AFGC' (404).
[2025-09-24T22:38:12.215002] [FATAL] [sig       ] AFGC: No historical data fetched.
[2025-09-24T22:38:12.215481] [WARN ] [sig       ] Task completed unsuccessfully for symbol: AFGC
[2025-09-24T22:38:12.238660] [WARN ] [REMOTE    ] Historical data not found for symbol 'AEM' (404).
[2025-09-24T22:38:12.239744] [WARN ] [REMOTE    ] Historical data not found for symbol 'AEO' (404).
[2025-09-24T22:38:12.240144] [FATAL] [sig       ] AEM: No historical data fetched.
[2025-09-24T22:38:12.240799] [WARN ] [sig       ] Task completed unsuccessfully for symbol: AEM
[2025-09-24T22:38:12.240708] [FATAL] [sig       ] AEO: No historical data fetched.
[2025-09-24T22:38:12.241134] [WARN ] [sig       ] Task completed unsuccessfully for symbol: AEO
[2025-09-24T22:38:12.387624] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGE'.
[2025-09-24T22:38:12.388791] [INFO ] [FORECASTER] Starting predict_future for AFGE
[2025-09-24T22:38:12.405261] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFB'.
[2025-09-24T22:38:12.406752] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-09-24T22:38:12.416015] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.416198] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AER'.
[2025-09-24T22:38:12.416806] [DEBUG] [LOCAL     ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt
[2025-09-24T22:38:12.416874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.416920] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.416955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.417034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.417250] [INFO ] [FORECASTER] Starting predict_future for AER
[2025-09-24T22:38:12.424427] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGB'.
[2025-09-24T22:38:12.425680] [INFO ] [FORECASTER] Starting predict_future for AFGB
[2025-09-24T22:38:12.431937] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHT'.
[2025-09-24T22:38:12.433070] [INFO ] [FORECASTER] Starting predict_future for AHT
[2025-09-24T22:38:12.434687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.435663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.435803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.435756] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGL'.
[2025-09-24T22:38:12.435871] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.437109] [INFO ] [FORECASTER] Starting predict_future for AGL
[2025-09-24T22:38:12.441060] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGRO'.
[2025-09-24T22:38:12.442047] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AESI'.
[2025-09-24T22:38:12.442490] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGX'.
[2025-09-24T22:38:12.442726] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-09-24T22:38:12.444012] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-09-24T22:38:12.444206] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-09-24T22:38:12.444487] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHH'.
[2025-09-24T22:38:12.445862] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-09-24T22:38:12.446157] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.446337] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGO'.
[2025-09-24T22:38:12.443032] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGI'.
[2025-09-24T22:38:12.447292] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-09-24T22:38:12.447384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.447457] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.447513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.447635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.447788] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-09-24T22:38:12.449627] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGM'.
[2025-09-24T22:38:12.450030] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGD'.
[2025-09-24T22:38:12.451223] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.451407] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-09-24T22:38:12.452117] [DEBUG] [LOCAL     ] No optimal features file found for AER: ./output/feature-sets/AER.txt
[2025-09-24T22:38:12.452206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.452279] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.452326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.452425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.454316] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFG'.
[2025-09-24T22:38:12.455522] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-09-24T22:38:12.459360] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGCO'.
[2025-09-24T22:38:12.459940] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-09-24T22:38:12.461627] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AI'.
[2025-09-24T22:38:12.462810] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-09-24T22:38:12.460997] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-09-24T22:38:12.465779] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFL'.
[2025-09-24T22:38:12.470341] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-09-24T22:38:12.473952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.474237] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.475050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.467272] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-09-24T22:38:12.475228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.475292] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.475336] [DEBUG] [LOCAL     ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt
[2025-09-24T22:38:12.475417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.475481] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.475541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.475654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.477774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.479653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.479871] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHR'.
[2025-09-24T22:38:12.479974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.481350] [INFO ] [FORECASTER] Starting predict_future for AHR
[2025-09-24T22:38:12.481331] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.481950] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.482426] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-09-24T22:38:12.482519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.482608] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.482666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.482780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.483389] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.484387] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-09-24T22:38:12.484469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.484515] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.484579] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.484702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.482328] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.486420] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.487533] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-09-24T22:38:12.487640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.487713] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.487774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.487900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.487063] [DEBUG] [LOCAL     ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt
[2025-09-24T22:38:12.489192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.489273] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.489342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.489469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.490961] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.491744] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-09-24T22:38:12.491809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.491851] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.491888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.491968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.494039] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AES'.
[2025-09-24T22:38:12.494503] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.495518] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-09-24T22:38:12.495660] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-09-24T22:38:12.495745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.495821] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.495881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.496046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.496129] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.497409] [DEBUG] [LOCAL     ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt
[2025-09-24T22:38:12.497497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.497576] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.497644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.497779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.505117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.505719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.506067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.506201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.506279] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.506417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.506517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.506558] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.512414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.513376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.513494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.513543] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.515594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.516539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.516776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.516892] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.520782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.521518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.521622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.521664] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.530381] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.530346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.531219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.531400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.531520] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.533862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.534970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.535170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.535265] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.538378] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-09-24T22:38:12.538487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.538538] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.538576] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.538663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.538627] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.538903] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.539511] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-09-24T22:38:12.539585] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.543055] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.543094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.543180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.543652] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-09-24T22:38:12.543727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.543791] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.543849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.543958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.551156] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.554831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.555795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.555925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.557923] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-09-24T22:38:12.558024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.558072] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.558108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.558188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.562772] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.563607] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-09-24T22:38:12.563669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.563711] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.563747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.563827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.555967] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.573300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.574126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.574234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.574279] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.578371] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.583035] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-09-24T22:38:12.583140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.583225] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.583303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.583436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.583572] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.584358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.584465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.584516] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.594208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.608029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.608181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.608223] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.608466] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.611975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.612768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.612890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.612940] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.618676] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-09-24T22:38:12.618816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.618876] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.618935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.619055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.626366] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.627550] [DEBUG] [LOCAL     ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt
[2025-09-24T22:38:12.627655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.627730] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.627799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.627923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.638099] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:38:12.638140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.638827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.638923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.638962] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.638945] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-09-24T22:38:12.639023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:38:12.639106] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:38:12.639164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:38:12.639281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:38:12.668214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.669025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.669127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.669175] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.687186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.687842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.687929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.687967] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.722085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:12.722783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:12.722870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:12.722909] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:38:12.947472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:38:13.009209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:38:13.009394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:38:13.009467] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:41.205419] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-09-24T22:39:41.205535] [INFO ] [LOCAL     ] Clearing forecasts directory: ./output/forecasts
[2025-09-24T22:39:41.206181] [INFO ] [LOCAL     ] Forecasts directory cleared and recreated
[2025-09-24T22:39:41.206779] [INFO ] [CACHE     ] Retrieved 2077 active symbols from cache
[2025-09-24T22:39:41.206863] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:39:41.206902] [INFO ] [sig       ] Found 2077 active symbols to forecast
[2025-09-24T22:39:41.207251] [INFO ] [sig       ] [1/2077] Forecasting AA...
[2025-09-24T22:39:41.207289] [INFO ] [sig       ] Generating forecast for: AA
[2025-09-24T22:39:41.207325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T22:39:41.590695] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T22:39:41.591725] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-09-24T22:39:41.618166] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:41.618869] [INFO ] [LOCAL     ] Loaded 1 optimal features for AA from ./output/feature-sets/AA.txt
[2025-09-24T22:39:41.618920] [INFO ] [FEATURES  ] DataBuilder: Loaded 1 optimal features for AA: ['add_cumulative_delta']
[2025-09-24T22:39:41.618963] [DEBUG] [FEATURES  ] DataBuilder: Executing 1 feature methods.
[2025-09-24T22:39:41.619016] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T22:39:41.624911] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T22:39:41.624978] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:41.625028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:41.625100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:41.645741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:41.646543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:41.646640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:41.646689] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:41.780165] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:41.780317] [INFO ] [FORECASTER] Trained on 88 historical samples with 36 features
[2025-09-24T22:39:41.780376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:41.780426] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:41.807270] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=70.06%)
[2025-09-24T22:39:41.807697] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-09-24T22:39:41.807950] [INFO ] [sig       ] AA: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:39:41.961099] [INFO ] [LOCAL     ] Saved forecast: AA	2025-09-25	1.0
[2025-09-24T22:39:41.961260] [INFO ] [sig       ] [2/2077] Forecasting AAT...
[2025-09-24T22:39:41.961302] [INFO ] [sig       ] Generating forecast for: AAT
[2025-09-24T22:39:41.961341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-24T22:39:42.328977] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAT'.
[2025-09-24T22:39:42.329970] [INFO ] [FORECASTER] Starting predict_future for AAT
[2025-09-24T22:39:42.353293] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:42.354002] [INFO ] [LOCAL     ] Loaded 2 optimal features for AAT from ./output/feature-sets/AAT.txt
[2025-09-24T22:39:42.354057] [INFO ] [FEATURES  ] DataBuilder: Loaded 2 optimal features for AAT: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T22:39:42.354099] [DEBUG] [FEATURES  ] DataBuilder: Executing 2 feature methods.
[2025-09-24T22:39:42.354141] [DEBUG] [FEATURES  ] DataBuilder: Executing add_cumulative_delta
[2025-09-24T22:39:42.359956] [DEBUG] [FEATURES  ] DataBuilder: Executing add_price_rejection
[2025-09-24T22:39:42.364618] [DEBUG] [FEATURES  ] DataBuilder: Data build complete with specified features.
[2025-09-24T22:39:42.364684] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:42.364724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:42.364798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:42.382791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:42.383394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:42.383484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:42.383536] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:42.459319] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:42.459469] [INFO ] [FORECASTER] Trained on 88 historical samples with 42 features
[2025-09-24T22:39:42.459518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:42.459553] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:42.479770] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-09-24T22:39:42.480174] [INFO ] [FORECASTER] Completed predict_future for AAT
[2025-09-24T22:39:42.480492] [INFO ] [sig       ] AAT: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:42.635678] [INFO ] [LOCAL     ] Saved forecast: AAT	2025-09-25	0.0
[2025-09-24T22:39:42.636144] [INFO ] [sig       ] [3/2077] Forecasting AB...
[2025-09-24T22:39:42.636192] [INFO ] [sig       ] Generating forecast for: AB
[2025-09-24T22:39:42.636231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-24T22:39:43.010686] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AB'.
[2025-09-24T22:39:43.011860] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-09-24T22:39:43.034558] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:43.035245] [INFO ] [LOCAL     ] Loaded 0 optimal features for AB from ./output/feature-sets/AB.txt
[2025-09-24T22:39:43.035293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:43.035331] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:43.035368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:43.035432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:43.050631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:43.051103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:43.051173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:43.051208] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:43.110179] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:43.110316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:43.110360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:43.110393] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:43.121935] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: UP (p=55.94%)
[2025-09-24T22:39:43.122321] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-09-24T22:39:43.122591] [INFO ] [sig       ] AB: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:39:43.272728] [INFO ] [LOCAL     ] Saved forecast: AB	2025-09-25	1.0
[2025-09-24T22:39:43.273118] [INFO ] [sig       ] [4/2077] Forecasting ABBV...
[2025-09-24T22:39:43.273166] [INFO ] [sig       ] Generating forecast for: ABBV
[2025-09-24T22:39:43.273202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'.
[2025-09-24T22:39:43.434106] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABBV' (404).
[2025-09-24T22:39:43.434947] [FATAL] [sig       ] ABBV: No historical data fetched.
[2025-09-24T22:39:43.435069] [INFO ] [sig       ] [5/2077] Forecasting ABCB...
[2025-09-24T22:39:43.435106] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-09-24T22:39:43.435141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-09-24T22:39:43.602738] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABCB' (404).
[2025-09-24T22:39:43.603500] [FATAL] [sig       ] ABCB: No historical data fetched.
[2025-09-24T22:39:43.603716] [INFO ] [sig       ] [6/2077] Forecasting ABEV...
[2025-09-24T22:39:43.603764] [INFO ] [sig       ] Generating forecast for: ABEV
[2025-09-24T22:39:43.603800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-09-24T22:39:43.970525] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABEV'.
[2025-09-24T22:39:43.971530] [INFO ] [FORECASTER] Starting predict_future for ABEV
[2025-09-24T22:39:43.994247] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:43.994912] [DEBUG] [LOCAL     ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt
[2025-09-24T22:39:43.994981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:43.995062] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:43.995108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:43.995190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:44.010972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:44.011489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:44.011572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:44.011620] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:44.072748] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:44.072904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:44.072949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:44.072991] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:44.091448] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=24.63%)
[2025-09-24T22:39:44.091713] [INFO ] [FORECASTER] Completed predict_future for ABEV
[2025-09-24T22:39:44.091914] [INFO ] [sig       ] ABEV: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:44.246661] [INFO ] [LOCAL     ] Saved forecast: ABEV	2025-09-25	0.0
[2025-09-24T22:39:44.247054] [INFO ] [sig       ] [7/2077] Forecasting ABG...
[2025-09-24T22:39:44.247103] [INFO ] [sig       ] Generating forecast for: ABG
[2025-09-24T22:39:44.247141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-09-24T22:39:44.409016] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABG' (404).
[2025-09-24T22:39:44.409744] [FATAL] [sig       ] ABG: No historical data fetched.
[2025-09-24T22:39:44.409946] [INFO ] [sig       ] [8/2077] Forecasting ABM...
[2025-09-24T22:39:44.409994] [INFO ] [sig       ] Generating forecast for: ABM
[2025-09-24T22:39:44.410030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-09-24T22:39:44.671830] [WARN ] [REMOTE    ] Historical data not found for symbol 'ABM' (404).
[2025-09-24T22:39:44.672603] [FATAL] [sig       ] ABM: No historical data fetched.
[2025-09-24T22:39:44.672815] [INFO ] [sig       ] [9/2077] Forecasting ABR...
[2025-09-24T22:39:44.672854] [INFO ] [sig       ] Generating forecast for: ABR
[2025-09-24T22:39:44.672888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-09-24T22:39:45.038433] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABR'.
[2025-09-24T22:39:45.039474] [INFO ] [FORECASTER] Starting predict_future for ABR
[2025-09-24T22:39:45.062677] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:45.063408] [DEBUG] [LOCAL     ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt
[2025-09-24T22:39:45.063463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:45.063500] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:45.063532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:45.063597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:45.079980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:45.080624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:45.080699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:45.080736] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:45.169168] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:45.169309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:45.169360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:45.169395] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:45.200143] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-09-24T22:39:45.200525] [INFO ] [FORECASTER] Completed predict_future for ABR
[2025-09-24T22:39:45.200764] [INFO ] [sig       ] ABR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:45.353903] [INFO ] [LOCAL     ] Saved forecast: ABR	2025-09-25	0.0
[2025-09-24T22:39:45.354317] [INFO ] [sig       ] [10/2077] Forecasting ACA...
[2025-09-24T22:39:45.354364] [INFO ] [sig       ] Generating forecast for: ACA
[2025-09-24T22:39:45.354403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-09-24T22:39:45.530860] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACA' (404).
[2025-09-24T22:39:45.531804] [FATAL] [sig       ] ACA: No historical data fetched.
[2025-09-24T22:39:45.532057] [INFO ] [sig       ] [11/2077] Forecasting ACCO...
[2025-09-24T22:39:45.532097] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-09-24T22:39:45.532132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-09-24T22:39:45.694306] [WARN ] [REMOTE    ] Historical data not found for symbol 'ACCO' (404).
[2025-09-24T22:39:45.695062] [FATAL] [sig       ] ACCO: No historical data fetched.
[2025-09-24T22:39:45.695268] [INFO ] [sig       ] [12/2077] Forecasting ACI...
[2025-09-24T22:39:45.695307] [INFO ] [sig       ] Generating forecast for: ACI
[2025-09-24T22:39:45.695340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-09-24T22:39:46.060304] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACI'.
[2025-09-24T22:39:46.061407] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-09-24T22:39:46.084364] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:46.085018] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-09-24T22:39:46.085073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:46.085111] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:46.085144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:46.085207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:46.101065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:46.101750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:46.101830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:46.101871] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:46.163726] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:46.163858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:46.165436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:46.165489] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:46.180932] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-09-24T22:39:46.181329] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-09-24T22:39:46.181597] [INFO ] [sig       ] ACI: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:46.333499] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-09-25	0.0
[2025-09-24T22:39:46.333900] [INFO ] [sig       ] [13/2077] Forecasting ACM...
[2025-09-24T22:39:46.333950] [INFO ] [sig       ] Generating forecast for: ACM
[2025-09-24T22:39:46.334005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-09-24T22:39:46.797484] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACM'.
[2025-09-24T22:39:46.798462] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-09-24T22:39:46.821349] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:46.822154] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-09-24T22:39:46.822216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:46.822265] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:46.822306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:46.822374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:46.837747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:46.838320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:46.838392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:46.838428] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:46.898933] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:46.899096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:46.899155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:46.899199] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:46.917600] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-09-24T22:39:46.917944] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-09-24T22:39:46.918203] [INFO ] [sig       ] ACM: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:39:47.069344] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-09-25	1.0
[2025-09-24T22:39:47.069743] [INFO ] [sig       ] [14/2077] Forecasting ACN...
[2025-09-24T22:39:47.069789] [INFO ] [sig       ] Generating forecast for: ACN
[2025-09-24T22:39:47.069828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-09-24T22:39:47.430975] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACN'.
[2025-09-24T22:39:47.432008] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-09-24T22:39:47.455015] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:47.455746] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-09-24T22:39:47.455814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:47.455864] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:47.455913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:47.456015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:47.471387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:47.472036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:47.472112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:47.472149] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:47.533650] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:47.533789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:47.533843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:47.533883] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:47.555274] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=9.18%)
[2025-09-24T22:39:47.555604] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-09-24T22:39:47.555885] [INFO ] [sig       ] ACN: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:47.709754] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-09-25	0.0
[2025-09-24T22:39:47.710185] [INFO ] [sig       ] [15/2077] Forecasting ACR...
[2025-09-24T22:39:47.710236] [INFO ] [sig       ] Generating forecast for: ACR
[2025-09-24T22:39:47.710282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-09-24T22:39:48.063916] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACR'.
[2025-09-24T22:39:48.065142] [INFO ] [FORECASTER] Starting predict_future for ACR
[2025-09-24T22:39:48.088587] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:48.089350] [DEBUG] [LOCAL     ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt
[2025-09-24T22:39:48.089406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:48.089444] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:48.089477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:48.089542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:48.105121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:48.105636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:48.105708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:48.105745] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:48.168595] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:48.168737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:48.168782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:48.168817] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:48.183859] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: DOWN (p=42.67%)
[2025-09-24T22:39:48.184237] [INFO ] [FORECASTER] Completed predict_future for ACR
[2025-09-24T22:39:48.184489] [INFO ] [sig       ] ACR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:48.337462] [INFO ] [LOCAL     ] Saved forecast: ACR	2025-09-25	0.0
[2025-09-24T22:39:48.337865] [INFO ] [sig       ] [16/2077] Forecasting ACRE...
[2025-09-24T22:39:48.337913] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-09-24T22:39:48.337949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-09-24T22:39:48.778116] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACRE'.
[2025-09-24T22:39:48.779112] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-09-24T22:39:48.801416] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:48.802062] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-09-24T22:39:48.802116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:48.802153] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:48.802184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:48.802248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:48.817712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:48.818209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:48.818282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:48.818320] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:48.880395] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:48.880529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:48.880572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:48.880607] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:48.895820] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-09-24T22:39:48.896201] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-09-24T22:39:48.896465] [INFO ] [sig       ] ACRE: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:49.048555] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-09-25	0.0
[2025-09-24T22:39:49.048955] [INFO ] [sig       ] [17/2077] Forecasting ACV...
[2025-09-24T22:39:49.049024] [INFO ] [sig       ] Generating forecast for: ACV
[2025-09-24T22:39:49.049062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-09-24T22:39:49.408413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACV'.
[2025-09-24T22:39:49.409381] [INFO ] [FORECASTER] Starting predict_future for ACV
[2025-09-24T22:39:49.431927] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:49.432612] [DEBUG] [LOCAL     ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt
[2025-09-24T22:39:49.432666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:49.432703] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:49.432735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:49.432799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:49.448134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:49.448593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:49.448663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:49.448698] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:49.506335] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:49.506452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:49.506493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:49.506527] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:49.519271] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-09-24T22:39:49.519675] [INFO ] [FORECASTER] Completed predict_future for ACV
[2025-09-24T22:39:49.519992] [INFO ] [sig       ] ACV: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:39:49.670159] [INFO ] [LOCAL     ] Saved forecast: ACV	2025-09-25	1.0
[2025-09-24T22:39:49.670547] [INFO ] [sig       ] [18/2077] Forecasting ACVA...
[2025-09-24T22:39:49.670594] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-09-24T22:39:49.670632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-09-24T22:39:50.049149] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACVA'.
[2025-09-24T22:39:50.050132] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-09-24T22:39:50.073612] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:50.074300] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-09-24T22:39:50.074361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:50.074404] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:50.074442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:50.074514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:50.090636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:50.091305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:50.091381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:50.091418] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:50.185334] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:50.187217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:50.187279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:50.187325] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:50.202837] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-09-24T22:39:50.204856] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-09-24T22:39:50.205099] [INFO ] [sig       ] ACVA: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:50.358863] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-09-25	0.0
[2025-09-24T22:39:50.359285] [INFO ] [sig       ] [19/2077] Forecasting ADC...
[2025-09-24T22:39:50.359333] [INFO ] [sig       ] Generating forecast for: ADC
[2025-09-24T22:39:50.359374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-09-24T22:39:50.531410] [WARN ] [REMOTE    ] Historical data not found for symbol 'ADC' (404).
[2025-09-24T22:39:50.532309] [FATAL] [sig       ] ADC: No historical data fetched.
[2025-09-24T22:39:50.532400] [INFO ] [sig       ] [20/2077] Forecasting ADCT...
[2025-09-24T22:39:50.532436] [INFO ] [sig       ] Generating forecast for: ADCT
[2025-09-24T22:39:50.532472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-09-24T22:39:50.898106] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADCT'.
[2025-09-24T22:39:50.899081] [INFO ] [FORECASTER] Starting predict_future for ADCT
[2025-09-24T22:39:50.921760] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:50.922486] [DEBUG] [LOCAL     ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt
[2025-09-24T22:39:50.922540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:50.922578] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:50.922617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:50.922697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:50.938062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:50.938607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:50.938685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:50.938726] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:50.999039] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:50.999175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:50.999227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:50.999262] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:51.013887] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: DOWN (p=8.06%)
[2025-09-24T22:39:51.014267] [INFO ] [FORECASTER] Completed predict_future for ADCT
[2025-09-24T22:39:51.014534] [INFO ] [sig       ] ADCT: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:51.166484] [INFO ] [LOCAL     ] Saved forecast: ADCT	2025-09-25	0.0
[2025-09-24T22:39:51.167080] [INFO ] [sig       ] [21/2077] Forecasting ADM...
[2025-09-24T22:39:51.167151] [INFO ] [sig       ] Generating forecast for: ADM
[2025-09-24T22:39:51.167212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-09-24T22:39:51.533695] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADM'.
[2025-09-24T22:39:51.534867] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-09-24T22:39:51.557306] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:51.557902] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-09-24T22:39:51.557953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:51.557996] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:51.558028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:51.558090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:51.573482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:51.573978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:51.574057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:51.574093] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:51.634558] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:51.634699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:51.634742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:51.634783] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:51.647688] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2025-09-24T22:39:51.648075] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-09-24T22:39:51.648306] [INFO ] [sig       ] ADM: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:51.797064] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-09-25	0.0
[2025-09-24T22:39:51.797449] [INFO ] [sig       ] [22/2077] Forecasting ADX...
[2025-09-24T22:39:51.797495] [INFO ] [sig       ] Generating forecast for: ADX
[2025-09-24T22:39:51.797532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-09-24T22:39:52.188424] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADX'.
[2025-09-24T22:39:52.189434] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-09-24T22:39:52.212097] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:52.212713] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-09-24T22:39:52.212767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:52.212803] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:52.212836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:52.212900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:52.228222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:52.228843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:52.228932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:52.228980] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:52.293715] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:52.293858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:52.293904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:52.293938] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:52.305585] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=38.60%)
[2025-09-24T22:39:52.305957] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-09-24T22:39:52.306191] [INFO ] [sig       ] ADX: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:39:52.457685] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-09-25	0.0
[2025-09-24T22:39:52.458203] [INFO ] [sig       ] [23/2077] Forecasting AEFC...
[2025-09-24T22:39:52.458266] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-09-24T22:39:52.458309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-09-24T22:39:52.839687] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEFC'.
[2025-09-24T22:39:52.840697] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-09-24T22:39:52.863524] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:39:52.865067] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-09-24T22:39:52.865180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:39:52.865227] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:39:52.865263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:39:52.865345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:39:52.885479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:39:52.886356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:39:52.886454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:39:52.886507] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:39:59.823396] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:39:59.823590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:39:59.823648] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:39:59.823692] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:39:59.857263] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-09-24T22:39:59.857858] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-09-24T22:39:59.858249] [INFO ] [sig       ] AEFC: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:00.015175] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-09-25	1.0
[2025-09-24T22:40:00.015677] [INFO ] [sig       ] [24/2077] Forecasting AEM...
[2025-09-24T22:40:00.015742] [INFO ] [sig       ] Generating forecast for: AEM
[2025-09-24T22:40:00.015786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-09-24T22:40:00.370406] [WARN ] [REMOTE    ] Historical data not found for symbol 'AEM' (404).
[2025-09-24T22:40:00.371162] [FATAL] [sig       ] AEM: No historical data fetched.
[2025-09-24T22:40:00.371373] [INFO ] [sig       ] [25/2077] Forecasting AEO...
[2025-09-24T22:40:00.371414] [INFO ] [sig       ] Generating forecast for: AEO
[2025-09-24T22:40:00.371453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-09-24T22:40:00.534440] [WARN ] [REMOTE    ] Historical data not found for symbol 'AEO' (404).
[2025-09-24T22:40:00.535306] [FATAL] [sig       ] AEO: No historical data fetched.
[2025-09-24T22:40:00.535534] [INFO ] [sig       ] [26/2077] Forecasting AER...
[2025-09-24T22:40:00.535572] [INFO ] [sig       ] Generating forecast for: AER
[2025-09-24T22:40:00.535606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-09-24T22:40:00.901009] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AER'.
[2025-09-24T22:40:00.902040] [INFO ] [FORECASTER] Starting predict_future for AER
[2025-09-24T22:40:00.925138] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:00.925961] [DEBUG] [LOCAL     ] No optimal features file found for AER: ./output/feature-sets/AER.txt
[2025-09-24T22:40:00.926036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:00.926080] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:00.926118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:00.926192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:00.941840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:00.942496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:00.942575] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:00.942616] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:01.089465] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:01.091489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:01.091551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:01.091595] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:01.104891] [DEBUG] [FORECASTER] AER: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-09-24T22:40:01.105295] [INFO ] [FORECASTER] Completed predict_future for AER
[2025-09-24T22:40:01.105541] [INFO ] [sig       ] AER: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:01.259872] [INFO ] [LOCAL     ] Saved forecast: AER	2025-09-25	1.0
[2025-09-24T22:40:01.260309] [INFO ] [sig       ] [27/2077] Forecasting AES...
[2025-09-24T22:40:01.260361] [INFO ] [sig       ] Generating forecast for: AES
[2025-09-24T22:40:01.260408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-09-24T22:40:01.623678] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AES'.
[2025-09-24T22:40:01.624765] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-09-24T22:40:01.647469] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:01.648125] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-09-24T22:40:01.648179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:01.648217] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:01.648248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:01.648312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:01.664881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:01.665588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:01.665666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:01.665711] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:01.724647] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:01.724799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:01.724845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:01.724880] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:01.737382] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=66.82%)
[2025-09-24T22:40:01.737660] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-09-24T22:40:01.737870] [INFO ] [sig       ] AES: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:01.895108] [INFO ] [LOCAL     ] Saved forecast: AES	2025-09-25	1.0
[2025-09-24T22:40:01.895505] [INFO ] [sig       ] [28/2077] Forecasting AESI...
[2025-09-24T22:40:01.895552] [INFO ] [sig       ] Generating forecast for: AESI
[2025-09-24T22:40:01.895588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-09-24T22:40:02.438371] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AESI'.
[2025-09-24T22:40:02.439352] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-09-24T22:40:02.461083] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:02.461682] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-09-24T22:40:02.461736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:02.461772] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:02.461804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:02.461868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:02.477310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:02.477775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:02.477852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:02.477895] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:02.531776] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:02.531910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:02.531953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:02.531995] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:02.557239] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=90.70%)
[2025-09-24T22:40:02.557630] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-09-24T22:40:02.557910] [INFO ] [sig       ] AESI: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:02.708262] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-09-25	1.0
[2025-09-24T22:40:02.708678] [INFO ] [sig       ] [29/2077] Forecasting AFB...
[2025-09-24T22:40:02.708727] [INFO ] [sig       ] Generating forecast for: AFB
[2025-09-24T22:40:02.708770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-09-24T22:40:03.069437] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFB'.
[2025-09-24T22:40:03.070432] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-09-24T22:40:03.094570] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:03.095239] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-09-24T22:40:03.095297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:03.095338] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:03.095376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:03.095444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:03.111609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:03.112219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:03.112302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:03.112350] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:03.179285] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:03.179458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:03.179506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:03.179540] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:03.191155] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=73.17%)
[2025-09-24T22:40:03.191419] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-09-24T22:40:03.191615] [INFO ] [sig       ] AFB: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:03.343767] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-09-25	1.0
[2025-09-24T22:40:03.344196] [INFO ] [sig       ] [30/2077] Forecasting AFG...
[2025-09-24T22:40:03.344247] [INFO ] [sig       ] Generating forecast for: AFG
[2025-09-24T22:40:03.344285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-09-24T22:40:03.708854] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFG'.
[2025-09-24T22:40:03.709902] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-09-24T22:40:03.733387] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:03.734078] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-09-24T22:40:03.734133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:03.734169] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:03.734200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:03.734262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:03.749931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:03.750561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:03.750638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:03.750676] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:03.811820] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:03.812005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:03.812065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:03.812109] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:03.830896] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-09-24T22:40:03.832069] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-09-24T22:40:03.832313] [INFO ] [sig       ] AFG: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:03.987085] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-09-25	1.0
[2025-09-24T22:40:03.987513] [INFO ] [sig       ] [31/2077] Forecasting AFGB...
[2025-09-24T22:40:03.987564] [INFO ] [sig       ] Generating forecast for: AFGB
[2025-09-24T22:40:03.987606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'.
[2025-09-24T22:40:04.388140] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGB'.
[2025-09-24T22:40:04.389145] [INFO ] [FORECASTER] Starting predict_future for AFGB
[2025-09-24T22:40:04.412942] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:04.413701] [DEBUG] [LOCAL     ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt
[2025-09-24T22:40:04.413757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:04.413794] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:04.413826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:04.413890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:04.429011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:04.429501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:04.429572] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:04.429607] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:04.487803] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:04.489819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:04.489909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:04.489957] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:04.519135] [DEBUG] [FORECASTER] AFGB: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2025-09-24T22:40:04.519432] [INFO ] [FORECASTER] Completed predict_future for AFGB
[2025-09-24T22:40:04.519648] [INFO ] [sig       ] AFGB: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:04.672963] [INFO ] [LOCAL     ] Saved forecast: AFGB	2025-09-25	1.0
[2025-09-24T22:40:04.673354] [INFO ] [sig       ] [32/2077] Forecasting AFGC...
[2025-09-24T22:40:04.673401] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-09-24T22:40:04.673439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-09-24T22:40:04.839286] [WARN ] [REMOTE    ] Historical data not found for symbol 'AFGC' (404).
[2025-09-24T22:40:04.840079] [FATAL] [sig       ] AFGC: No historical data fetched.
[2025-09-24T22:40:04.840292] [INFO ] [sig       ] [33/2077] Forecasting AFGE...
[2025-09-24T22:40:04.840329] [INFO ] [sig       ] Generating forecast for: AFGE
[2025-09-24T22:40:04.840363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'.
[2025-09-24T22:40:05.184891] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGE'.
[2025-09-24T22:40:05.186122] [INFO ] [FORECASTER] Starting predict_future for AFGE
[2025-09-24T22:40:05.208922] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:05.209581] [DEBUG] [LOCAL     ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt
[2025-09-24T22:40:05.209635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:05.209673] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:05.209705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:05.209769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:05.225525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:05.226227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:05.226304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:05.226342] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:05.288038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:05.288196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:05.288252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:05.288296] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:05.303876] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-09-24T22:40:05.304271] [INFO ] [FORECASTER] Completed predict_future for AFGE
[2025-09-24T22:40:05.304576] [INFO ] [sig       ] AFGE: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:05.459340] [INFO ] [LOCAL     ] Saved forecast: AFGE	2025-09-25	1.0
[2025-09-24T22:40:05.459728] [INFO ] [sig       ] [34/2077] Forecasting AFL...
[2025-09-24T22:40:05.459773] [INFO ] [sig       ] Generating forecast for: AFL
[2025-09-24T22:40:05.459813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-09-24T22:40:05.823185] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFL'.
[2025-09-24T22:40:05.824163] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-09-24T22:40:05.847642] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:05.848318] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-09-24T22:40:05.848374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:05.848411] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:05.848444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:05.848511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:05.865042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:05.865562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:05.865640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:05.865679] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:05.952509] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:05.952671] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:05.952727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:05.952773] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:05.965884] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=68.74%)
[2025-09-24T22:40:05.968584] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-09-24T22:40:05.968846] [INFO ] [sig       ] AFL: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:06.118939] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-09-25	1.0
[2025-09-24T22:40:06.119507] [INFO ] [sig       ] [35/2077] Forecasting AGCO...
[2025-09-24T22:40:06.119573] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-09-24T22:40:06.119624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-09-24T22:40:06.479483] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGCO'.
[2025-09-24T22:40:06.480542] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-09-24T22:40:06.502978] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:06.503620] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-09-24T22:40:06.503673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:06.503722] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:06.503755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:06.503818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:06.519311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:06.519927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:06.520015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:06.520052] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:06.581089] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:06.583164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:06.583226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:06.583302] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:06.593786] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-09-24T22:40:06.594085] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-09-24T22:40:06.594305] [INFO ] [sig       ] AGCO: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:06.745818] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-09-25	0.0
[2025-09-24T22:40:06.746234] [INFO ] [sig       ] [36/2077] Forecasting AGD...
[2025-09-24T22:40:06.746282] [INFO ] [sig       ] Generating forecast for: AGD
[2025-09-24T22:40:06.746318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-09-24T22:40:07.128240] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGD'.
[2025-09-24T22:40:07.129246] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-09-24T22:40:07.152729] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:07.153421] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-09-24T22:40:07.153475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:07.153512] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:07.153544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:07.153607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:07.169681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:07.170363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:07.170439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:07.170475] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:07.234606] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:07.234762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:07.234808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:07.234842] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:07.246570] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-09-24T22:40:07.246872] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-09-24T22:40:07.247150] [INFO ] [sig       ] AGD: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:07.399569] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-09-25	1.0
[2025-09-24T22:40:07.400054] [INFO ] [sig       ] [37/2077] Forecasting AGI...
[2025-09-24T22:40:07.400103] [INFO ] [sig       ] Generating forecast for: AGI
[2025-09-24T22:40:07.400141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-09-24T22:40:07.774585] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGI'.
[2025-09-24T22:40:07.775570] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-09-24T22:40:07.798917] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:07.799622] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-09-24T22:40:07.799682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:07.799722] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:07.799754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:07.799816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:07.815497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:07.816123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:07.816207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:07.816244] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:07.885591] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:07.887621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:07.887713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:07.887788] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:07.898558] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-09-24T22:40:07.898901] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-09-24T22:40:07.899202] [INFO ] [sig       ] AGI: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:08.094913] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-09-25	1.0
[2025-09-24T22:40:08.095549] [INFO ] [sig       ] [38/2077] Forecasting AGL...
[2025-09-24T22:40:08.095633] [INFO ] [sig       ] Generating forecast for: AGL
[2025-09-24T22:40:08.095699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'.
[2025-09-24T22:40:08.475033] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGL'.
[2025-09-24T22:40:08.477803] [INFO ] [FORECASTER] Starting predict_future for AGL
[2025-09-24T22:40:08.540944] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:08.542250] [DEBUG] [LOCAL     ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt
[2025-09-24T22:40:08.542345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:08.542408] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:08.542463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:08.542579] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:08.571799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:08.572902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:08.573035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:08.573108] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:14.956968] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:14.957151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:14.958233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:14.958283] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:14.992196] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-09-24T22:40:14.992655] [INFO ] [FORECASTER] Completed predict_future for AGL
[2025-09-24T22:40:14.992931] [INFO ] [sig       ] AGL: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:15.145792] [INFO ] [LOCAL     ] Saved forecast: AGL	2025-09-25	1.0
[2025-09-24T22:40:15.146204] [INFO ] [sig       ] [39/2077] Forecasting AGM...
[2025-09-24T22:40:15.146254] [INFO ] [sig       ] Generating forecast for: AGM
[2025-09-24T22:40:15.146294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-09-24T22:40:15.509590] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGM'.
[2025-09-24T22:40:15.510551] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-09-24T22:40:15.532616] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:15.533360] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-09-24T22:40:15.533433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:15.533480] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:15.533521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:15.533608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:15.549335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:15.550022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:15.550098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:15.550135] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:15.632500] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:15.632679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:15.632725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:15.632760] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:15.645519] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=8.04%)
[2025-09-24T22:40:15.645797] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-09-24T22:40:15.646050] [INFO ] [sig       ] AGM: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:15.799253] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-09-25	0.0
[2025-09-24T22:40:15.799735] [INFO ] [sig       ] [40/2077] Forecasting AGO...
[2025-09-24T22:40:15.799781] [INFO ] [sig       ] Generating forecast for: AGO
[2025-09-24T22:40:15.799819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-09-24T22:40:16.155812] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGO'.
[2025-09-24T22:40:16.156811] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-09-24T22:40:16.180911] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:16.181617] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-09-24T22:40:16.181671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:16.181708] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:16.181740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:16.181803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:16.198018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:16.198578] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:16.198650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:16.198683] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:16.258396] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:16.258539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:16.258584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:16.258617] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:16.280272] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=78.40%)
[2025-09-24T22:40:16.280704] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-09-24T22:40:16.281024] [INFO ] [sig       ] AGO: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:16.434788] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-09-25	1.0
[2025-09-24T22:40:16.435231] [INFO ] [sig       ] [41/2077] Forecasting AGRO...
[2025-09-24T22:40:16.435279] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-09-24T22:40:16.435320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-09-24T22:40:16.793458] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGRO'.
[2025-09-24T22:40:16.794690] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-09-24T22:40:16.818144] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:16.818834] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-09-24T22:40:16.818888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:16.818925] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:16.818957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:16.819029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:16.834544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:16.835154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:16.835232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:16.835268] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:16.898757] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:16.898905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:16.898950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:16.898993] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:16.932214] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=80.92%)
[2025-09-24T22:40:16.932595] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-09-24T22:40:16.932869] [INFO ] [sig       ] AGRO: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:17.088186] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-09-25	1.0
[2025-09-24T22:40:17.088567] [INFO ] [sig       ] [42/2077] Forecasting AGX...
[2025-09-24T22:40:17.088616] [INFO ] [sig       ] Generating forecast for: AGX
[2025-09-24T22:40:17.088659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-09-24T22:40:17.435151] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AGX'.
[2025-09-24T22:40:17.436248] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-09-24T22:40:17.458746] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:17.459349] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-09-24T22:40:17.459408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:17.459447] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:17.459480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:17.459544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:17.475036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:17.475656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:17.475734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:17.475771] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:17.527265] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:17.527399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:17.527443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:17.527477] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:17.542368] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=73.98%)
[2025-09-24T22:40:17.542652] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-09-24T22:40:17.542876] [INFO ] [sig       ] AGX: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:17.695963] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-09-25	1.0
[2025-09-24T22:40:17.696410] [INFO ] [sig       ] [43/2077] Forecasting AHH...
[2025-09-24T22:40:17.696463] [INFO ] [sig       ] Generating forecast for: AHH
[2025-09-24T22:40:17.696503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-09-24T22:40:18.057543] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHH'.
[2025-09-24T22:40:18.058527] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-09-24T22:40:18.081585] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:18.082236] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-09-24T22:40:18.082300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:18.082356] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:18.082403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:18.082473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:18.098885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:18.099546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:18.099624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:18.099666] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:18.169146] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:18.169313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:18.171295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:18.171350] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:18.193356] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-09-24T22:40:18.193724] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-09-24T22:40:18.193981] [INFO ] [sig       ] AHH: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:18.346978] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-09-25	1.0
[2025-09-24T22:40:18.347415] [INFO ] [sig       ] [44/2077] Forecasting AHR...
[2025-09-24T22:40:18.347462] [INFO ] [sig       ] Generating forecast for: AHR
[2025-09-24T22:40:18.347501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'.
[2025-09-24T22:40:18.704980] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHR'.
[2025-09-24T22:40:18.706004] [INFO ] [FORECASTER] Starting predict_future for AHR
[2025-09-24T22:40:18.728678] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:18.729351] [DEBUG] [LOCAL     ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt
[2025-09-24T22:40:18.729407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:18.729445] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:18.729478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:18.729542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:18.744964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:18.745531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:18.745615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:18.745664] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:18.806904] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:18.807088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:18.807146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:18.807192] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:18.820633] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: UP (p=57.41%)
[2025-09-24T22:40:18.820915] [INFO ] [FORECASTER] Completed predict_future for AHR
[2025-09-24T22:40:18.821128] [INFO ] [sig       ] AHR: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:18.974629] [INFO ] [LOCAL     ] Saved forecast: AHR	2025-09-25	1.0
[2025-09-24T22:40:18.975070] [INFO ] [sig       ] [45/2077] Forecasting AHT...
[2025-09-24T22:40:18.975117] [INFO ] [sig       ] Generating forecast for: AHT
[2025-09-24T22:40:18.975154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'.
[2025-09-24T22:40:19.323484] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AHT'.
[2025-09-24T22:40:19.324456] [INFO ] [FORECASTER] Starting predict_future for AHT
[2025-09-24T22:40:19.346452] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:19.347071] [DEBUG] [LOCAL     ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt
[2025-09-24T22:40:19.347125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:19.347163] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:19.347196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:19.347261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:19.362799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:19.363266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:19.363338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:19.363374] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:19.429518] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:19.431773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:19.431832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:19.431877] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:19.445246] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-09-24T22:40:19.445561] [INFO ] [FORECASTER] Completed predict_future for AHT
[2025-09-24T22:40:19.445802] [INFO ] [sig       ] AHT: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:19.597817] [INFO ] [LOCAL     ] Saved forecast: AHT	2025-09-25	1.0
[2025-09-24T22:40:19.598234] [INFO ] [sig       ] [46/2077] Forecasting AI...
[2025-09-24T22:40:19.598284] [INFO ] [sig       ] Generating forecast for: AI
[2025-09-24T22:40:19.598322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-09-24T22:40:19.964332] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AI'.
[2025-09-24T22:40:19.965314] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-09-24T22:40:19.987175] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:19.987781] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-09-24T22:40:19.987839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:19.987880] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:19.987919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:19.988004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:20.003839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:20.004507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:20.004583] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:20.004619] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:20.060842] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:20.061003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:20.061061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:20.061105] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:20.081217] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-09-24T22:40:20.081578] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-09-24T22:40:20.081837] [INFO ] [sig       ] AI: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:20.237670] [INFO ] [LOCAL     ] Saved forecast: AI	2025-09-25	0.0
[2025-09-24T22:40:20.238110] [INFO ] [sig       ] [47/2077] Forecasting AIG...
[2025-09-24T22:40:20.238163] [INFO ] [sig       ] Generating forecast for: AIG
[2025-09-24T22:40:20.238201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-09-24T22:40:20.602221] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIG'.
[2025-09-24T22:40:20.603227] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-09-24T22:40:20.625580] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:20.626218] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-09-24T22:40:20.626274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:20.626311] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:20.626344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:20.626408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:20.642941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:20.643457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:20.643540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:20.643580] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:20.708567] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:20.708753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:20.708809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:20.708853] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:20.721812] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-09-24T22:40:20.722153] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-09-24T22:40:20.722400] [INFO ] [sig       ] AIG: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:20.873875] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-09-25	0.0
[2025-09-24T22:40:20.874320] [INFO ] [sig       ] [48/2077] Forecasting AIN...
[2025-09-24T22:40:20.874373] [INFO ] [sig       ] Generating forecast for: AIN
[2025-09-24T22:40:20.874416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'.
[2025-09-24T22:40:21.236338] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIN'.
[2025-09-24T22:40:21.237297] [INFO ] [FORECASTER] Starting predict_future for AIN
[2025-09-24T22:40:21.260844] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:21.261759] [DEBUG] [LOCAL     ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt
[2025-09-24T22:40:21.261814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:21.261852] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:21.261884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:21.261948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:21.277459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:21.277994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:21.278065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:21.278100] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:21.381273] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:21.381457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:21.381512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:21.381547] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:21.395739] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-09-24T22:40:21.396111] [INFO ] [FORECASTER] Completed predict_future for AIN
[2025-09-24T22:40:21.396347] [INFO ] [sig       ] AIN: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:21.548033] [INFO ] [LOCAL     ] Saved forecast: AIN	2025-09-25	1.0
[2025-09-24T22:40:21.548483] [INFO ] [sig       ] [49/2077] Forecasting AIO...
[2025-09-24T22:40:21.548529] [INFO ] [sig       ] Generating forecast for: AIO
[2025-09-24T22:40:21.548567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-09-24T22:40:21.899444] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIO'.
[2025-09-24T22:40:21.900469] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-09-24T22:40:21.923747] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:21.924499] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-09-24T22:40:21.924557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:21.924595] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:21.924627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:21.924692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:21.941248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:21.941875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:21.941956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:21.942008] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:22.004038] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:22.004177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:22.004219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:22.004256] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:22.020268] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=44.62%)
[2025-09-24T22:40:22.020538] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-09-24T22:40:22.020754] [INFO ] [sig       ] AIO: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:22.172705] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-09-25	0.0
[2025-09-24T22:40:22.173109] [INFO ] [sig       ] [50/2077] Forecasting AIR...
[2025-09-24T22:40:22.173159] [INFO ] [sig       ] Generating forecast for: AIR
[2025-09-24T22:40:22.173197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIR' from 'https://tdm.silogroup.org/data/derivative_storage/AIR.csv'.
[2025-09-24T22:40:22.542537] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIR'.
[2025-09-24T22:40:22.543506] [INFO ] [FORECASTER] Starting predict_future for AIR
[2025-09-24T22:40:22.566680] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:22.567411] [DEBUG] [LOCAL     ] No optimal features file found for AIR: ./output/feature-sets/AIR.txt
[2025-09-24T22:40:22.567474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:22.567565] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:22.567618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:22.567743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:22.586739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:22.587488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:22.587567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:22.587614] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:22.910840] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:22.913079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:22.913144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:22.913191] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:22.926095] [DEBUG] [FORECASTER] AIR: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-09-24T22:40:22.926420] [INFO ] [FORECASTER] Completed predict_future for AIR
[2025-09-24T22:40:22.926666] [INFO ] [sig       ] AIR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:23.089690] [INFO ] [LOCAL     ] Saved forecast: AIR	2025-09-25	0.0
[2025-09-24T22:40:23.090446] [INFO ] [sig       ] [51/2077] Forecasting AIT...
[2025-09-24T22:40:23.090531] [INFO ] [sig       ] Generating forecast for: AIT
[2025-09-24T22:40:23.090599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'.
[2025-09-24T22:40:23.268689] [WARN ] [REMOTE    ] Historical data not found for symbol 'AIT' (404).
[2025-09-24T22:40:23.269902] [FATAL] [sig       ] AIT: No historical data fetched.
[2025-09-24T22:40:23.270274] [INFO ] [sig       ] [52/2077] Forecasting AIV...
[2025-09-24T22:40:23.270359] [INFO ] [sig       ] Generating forecast for: AIV
[2025-09-24T22:40:23.270429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'.
[2025-09-24T22:40:23.645794] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIV'.
[2025-09-24T22:40:23.647501] [INFO ] [FORECASTER] Starting predict_future for AIV
[2025-09-24T22:40:23.689033] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:23.690285] [DEBUG] [LOCAL     ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt
[2025-09-24T22:40:23.690398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:23.690475] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:23.690584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:23.690709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:23.719832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:23.721006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:23.721162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:23.721248] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:25.234436] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:25.234670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:25.234720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:25.234756] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:25.245508] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: DOWN (p=31.82%)
[2025-09-24T22:40:25.245903] [INFO ] [FORECASTER] Completed predict_future for AIV
[2025-09-24T22:40:25.246169] [INFO ] [sig       ] AIV: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:25.432948] [INFO ] [LOCAL     ] Saved forecast: AIV	2025-09-25	0.0
[2025-09-24T22:40:25.433707] [INFO ] [sig       ] [53/2077] Forecasting AIZ...
[2025-09-24T22:40:25.433802] [INFO ] [sig       ] Generating forecast for: AIZ
[2025-09-24T22:40:25.433870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'.
[2025-09-24T22:40:25.813384] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIZ'.
[2025-09-24T22:40:25.815615] [INFO ] [FORECASTER] Starting predict_future for AIZ
[2025-09-24T22:40:25.857131] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:25.858471] [DEBUG] [LOCAL     ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt
[2025-09-24T22:40:25.858615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:25.858749] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:25.858861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:25.858998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:25.889160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:25.890383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:25.890611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:25.890746] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:28.964862] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:28.965027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:28.965088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:28.965136] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:28.997180] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: DOWN (p=46.75%)
[2025-09-24T22:40:28.997610] [INFO ] [FORECASTER] Completed predict_future for AIZ
[2025-09-24T22:40:28.997940] [INFO ] [sig       ] AIZ: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:29.213645] [INFO ] [LOCAL     ] Saved forecast: AIZ	2025-09-25	0.0
[2025-09-24T22:40:29.214238] [INFO ] [sig       ] [54/2077] Forecasting AIZN...
[2025-09-24T22:40:29.214334] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-09-24T22:40:29.214409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-09-24T22:40:29.577867] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AIZN'.
[2025-09-24T22:40:29.579685] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-09-24T22:40:29.622760] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:29.624077] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-09-24T22:40:29.624225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:29.624347] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:29.624484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:29.624665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:29.656818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:29.658058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:29.658300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:29.658427] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:36.150706] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:36.152848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:36.152915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:36.152961] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:36.182885] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-09-24T22:40:36.183306] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-09-24T22:40:36.183595] [INFO ] [sig       ] AIZN: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:36.335922] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-09-25	1.0
[2025-09-24T22:40:36.336338] [INFO ] [sig       ] [55/2077] Forecasting AL...
[2025-09-24T22:40:36.336388] [INFO ] [sig       ] Generating forecast for: AL
[2025-09-24T22:40:36.336425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-09-24T22:40:36.703519] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AL'.
[2025-09-24T22:40:36.704965] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-09-24T22:40:36.732210] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:36.733164] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-09-24T22:40:36.733254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:36.733389] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:36.733478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:36.733585] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:36.759894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:36.761299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:36.761438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:36.761489] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:37.167887] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:37.168097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:37.168153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:37.168189] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:37.199621] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-09-24T22:40:37.200005] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-09-24T22:40:37.200242] [INFO ] [sig       ] AL: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:37.353669] [INFO ] [LOCAL     ] Saved forecast: AL	2025-09-25	0.0
[2025-09-24T22:40:37.354118] [INFO ] [sig       ] [56/2077] Forecasting ALB...
[2025-09-24T22:40:37.354167] [INFO ] [sig       ] Generating forecast for: ALB
[2025-09-24T22:40:37.354206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-09-24T22:40:37.714238] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALB'.
[2025-09-24T22:40:37.715253] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-09-24T22:40:37.737776] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:37.738397] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-09-24T22:40:37.738452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:37.738490] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:37.738523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:37.738589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:37.754156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:37.754623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:37.754693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:37.754730] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:37.828373] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:37.830614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:37.830674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:37.830719] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:37.843315] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=30.05%)
[2025-09-24T22:40:37.843702] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-09-24T22:40:37.843961] [INFO ] [sig       ] ALB: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:38.000204] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-09-25	0.0
[2025-09-24T22:40:38.000610] [INFO ] [sig       ] [57/2077] Forecasting ALEX...
[2025-09-24T22:40:38.000659] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-09-24T22:40:38.000696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-09-24T22:40:38.177923] [WARN ] [REMOTE    ] Historical data not found for symbol 'ALEX' (404).
[2025-09-24T22:40:38.178633] [FATAL] [sig       ] ALEX: No historical data fetched.
[2025-09-24T22:40:38.178844] [INFO ] [sig       ] [58/2077] Forecasting ALG...
[2025-09-24T22:40:38.178881] [INFO ] [sig       ] Generating forecast for: ALG
[2025-09-24T22:40:38.178916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-09-24T22:40:38.541081] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALG'.
[2025-09-24T22:40:38.542116] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-09-24T22:40:38.565812] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:38.566581] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-09-24T22:40:38.566636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:38.566673] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:38.566707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:38.566771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:38.583484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:38.584195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:38.584274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:38.584317] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:38.680427] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:38.680614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:38.680669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:38.680714] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:38.698957] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=11.16%)
[2025-09-24T22:40:38.699348] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-09-24T22:40:38.699676] [INFO ] [sig       ] ALG: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:38.853576] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-09-25	0.0
[2025-09-24T22:40:38.854097] [INFO ] [sig       ] [59/2077] Forecasting ALIT...
[2025-09-24T22:40:38.854148] [INFO ] [sig       ] Generating forecast for: ALIT
[2025-09-24T22:40:38.854186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'.
[2025-09-24T22:40:39.217638] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALIT'.
[2025-09-24T22:40:39.218642] [INFO ] [FORECASTER] Starting predict_future for ALIT
[2025-09-24T22:40:39.241152] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:39.241836] [DEBUG] [LOCAL     ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt
[2025-09-24T22:40:39.241890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:39.241927] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:39.241958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:39.242030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:39.259103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:39.259758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:39.259845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:39.259890] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:39.319908] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:39.320082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:39.320147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:39.320191] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:39.334750] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-09-24T22:40:39.335139] [INFO ] [FORECASTER] Completed predict_future for ALIT
[2025-09-24T22:40:39.335390] [INFO ] [sig       ] ALIT: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:39.491231] [INFO ] [LOCAL     ] Saved forecast: ALIT	2025-09-25	1.0
[2025-09-24T22:40:39.491669] [INFO ] [sig       ] [60/2077] Forecasting ALL...
[2025-09-24T22:40:39.491716] [INFO ] [sig       ] Generating forecast for: ALL
[2025-09-24T22:40:39.491756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-09-24T22:40:39.870139] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALL'.
[2025-09-24T22:40:39.871150] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-09-24T22:40:39.895331] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:39.896015] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-09-24T22:40:39.896072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:39.896110] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:39.896142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:39.896207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:39.911525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:39.911980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:39.912064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:39.912100] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:39.969691] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:39.969817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:39.969858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:39.969893] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:39.989292] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=38.47%)
[2025-09-24T22:40:39.989687] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-09-24T22:40:39.989931] [INFO ] [sig       ] ALL: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:40.142436] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-09-25	0.0
[2025-09-24T22:40:40.142852] [INFO ] [sig       ] [61/2077] Forecasting ALLE...
[2025-09-24T22:40:40.142899] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-09-24T22:40:40.142936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-09-24T22:40:40.518146] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALLE'.
[2025-09-24T22:40:40.519204] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-09-24T22:40:40.541689] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:40.542359] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-09-24T22:40:40.542414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:40.542451] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:40.542484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:40.542548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:40.558254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:40.558871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:40.558943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:40.558976] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:40.625832] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:40.626001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:40.626061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:40.626107] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:40.641955] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-09-24T22:40:40.642334] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-09-24T22:40:40.642577] [INFO ] [sig       ] ALLE: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:40.794818] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-09-25	1.0
[2025-09-24T22:40:40.795373] [INFO ] [sig       ] [62/2077] Forecasting ALLY...
[2025-09-24T22:40:40.795438] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-09-24T22:40:40.795484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-09-24T22:40:41.162432] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALLY'.
[2025-09-24T22:40:41.163399] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-09-24T22:40:41.186053] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:41.186714] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-09-24T22:40:41.186767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:41.186804] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:41.186836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:41.186900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:41.204071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:41.204672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:41.204756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:41.204804] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:41.260170] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:41.260316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:41.260361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:41.260395] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:41.278462] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2025-09-24T22:40:41.278849] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-09-24T22:40:41.279111] [INFO ] [sig       ] ALLY: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:41.438013] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-09-25	1.0
[2025-09-24T22:40:41.438595] [INFO ] [sig       ] [63/2077] Forecasting ALSN...
[2025-09-24T22:40:41.438655] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-09-24T22:40:41.438707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-09-24T22:40:41.805282] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALSN'.
[2025-09-24T22:40:41.806358] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-09-24T22:40:41.828446] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:41.829084] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-09-24T22:40:41.829142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:41.829185] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:41.829223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:41.829295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:41.845609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:41.846296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:41.846375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:41.846412] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:41.905271] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:41.905376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:41.905417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:41.905450] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:41.917358] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=97.39%)
[2025-09-24T22:40:41.917758] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-09-24T22:40:41.918043] [INFO ] [sig       ] ALSN: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:42.072865] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-09-25	1.0
[2025-09-24T22:40:42.073331] [INFO ] [sig       ] [64/2077] Forecasting ALTG...
[2025-09-24T22:40:42.073389] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-09-24T22:40:42.073434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-09-24T22:40:42.427696] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALTG'.
[2025-09-24T22:40:42.428736] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-09-24T22:40:42.451401] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:42.452091] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-09-24T22:40:42.452146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:42.452184] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:42.452216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:42.452280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:42.467421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:42.467884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:42.467956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:42.468001] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:42.532496] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:42.532650] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:42.533936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:42.533994] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:42.545631] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-09-24T22:40:42.545927] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-09-24T22:40:42.546162] [INFO ] [sig       ] ALTG: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:42.700087] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-09-25	0.0
[2025-09-24T22:40:42.700629] [INFO ] [sig       ] [65/2077] Forecasting ALUR...
[2025-09-24T22:40:42.700693] [INFO ] [sig       ] Generating forecast for: ALUR
[2025-09-24T22:40:42.700740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'.
[2025-09-24T22:40:43.070931] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALUR'.
[2025-09-24T22:40:43.071933] [INFO ] [FORECASTER] Starting predict_future for ALUR
[2025-09-24T22:40:43.094746] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:43.095447] [DEBUG] [LOCAL     ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt
[2025-09-24T22:40:43.095510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:43.095570] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:43.095615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:43.095695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:43.111328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:43.111839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:43.111912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:43.111948] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:43.170868] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:43.172701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:43.172762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:43.172807] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:43.186948] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: DOWN (p=34.26%)
[2025-09-24T22:40:43.187269] [INFO ] [FORECASTER] Completed predict_future for ALUR
[2025-09-24T22:40:43.187524] [INFO ] [sig       ] ALUR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:43.343392] [INFO ] [LOCAL     ] Saved forecast: ALUR	2025-09-25	0.0
[2025-09-24T22:40:43.343945] [INFO ] [sig       ] [66/2077] Forecasting ALV...
[2025-09-24T22:40:43.344022] [INFO ] [sig       ] Generating forecast for: ALV
[2025-09-24T22:40:43.344076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'.
[2025-09-24T22:40:43.724184] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALV'.
[2025-09-24T22:40:43.725188] [INFO ] [FORECASTER] Starting predict_future for ALV
[2025-09-24T22:40:43.748228] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:43.748922] [DEBUG] [LOCAL     ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt
[2025-09-24T22:40:43.748977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:43.749023] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:43.749056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:43.749120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:43.766303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:43.767014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:43.767093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:43.767133] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:43.830562] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:43.830736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:43.830784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:43.830819] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:43.869698] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2025-09-24T22:40:43.870248] [INFO ] [FORECASTER] Completed predict_future for ALV
[2025-09-24T22:40:43.870559] [INFO ] [sig       ] ALV: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:44.105298] [INFO ] [LOCAL     ] Saved forecast: ALV	2025-09-25	1.0
[2025-09-24T22:40:44.106112] [INFO ] [sig       ] [67/2077] Forecasting ALX...
[2025-09-24T22:40:44.108626] [INFO ] [sig       ] Generating forecast for: ALX
[2025-09-24T22:40:44.108711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-09-24T22:40:44.476658] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ALX'.
[2025-09-24T22:40:44.481571] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-09-24T22:40:44.537619] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:44.541701] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-09-24T22:40:44.541852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:44.542005] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:44.542143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:44.542367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:44.575569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:44.576801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:44.577012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:44.577157] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:51.117202] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:51.119132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:51.119227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:51.119304] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:51.143889] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=65.02%)
[2025-09-24T22:40:51.144391] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-09-24T22:40:51.144701] [INFO ] [sig       ] ALX: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:51.297669] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-09-25	1.0
[2025-09-24T22:40:51.298120] [INFO ] [sig       ] [68/2077] Forecasting AM...
[2025-09-24T22:40:51.298169] [INFO ] [sig       ] Generating forecast for: AM
[2025-09-24T22:40:51.298208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-09-24T22:40:51.462557] [WARN ] [REMOTE    ] Historical data not found for symbol 'AM' (404).
[2025-09-24T22:40:51.463309] [FATAL] [sig       ] AM: No historical data fetched.
[2025-09-24T22:40:51.463524] [INFO ] [sig       ] [69/2077] Forecasting AMBC...
[2025-09-24T22:40:51.463562] [INFO ] [sig       ] Generating forecast for: AMBC
[2025-09-24T22:40:51.463599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'.
[2025-09-24T22:40:51.821665] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMBC'.
[2025-09-24T22:40:51.822667] [INFO ] [FORECASTER] Starting predict_future for AMBC
[2025-09-24T22:40:51.844885] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:51.845498] [DEBUG] [LOCAL     ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt
[2025-09-24T22:40:51.845555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:51.845592] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:51.845625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:51.845689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:51.861517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:51.862247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:51.862337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:51.862387] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:51.920880] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:51.920993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:51.921049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:51.921093] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:51.944187] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2025-09-24T22:40:51.944744] [INFO ] [FORECASTER] Completed predict_future for AMBC
[2025-09-24T22:40:51.944993] [INFO ] [sig       ] AMBC: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:52.096330] [INFO ] [LOCAL     ] Saved forecast: AMBC	2025-09-25	0.0
[2025-09-24T22:40:52.096875] [INFO ] [sig       ] [70/2077] Forecasting AMBP...
[2025-09-24T22:40:52.096938] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-09-24T22:40:52.097001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-09-24T22:40:52.470471] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMBP'.
[2025-09-24T22:40:52.471450] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-09-24T22:40:52.494438] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:52.495151] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-09-24T22:40:52.495220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:52.495264] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:52.495302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:52.495372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:52.510873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:52.511541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:52.511625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:52.511667] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:52.569816] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:52.569963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:52.570022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:52.570063] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:52.582981] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-09-24T22:40:52.583302] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-09-24T22:40:52.583529] [INFO ] [sig       ] AMBP: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:52.738661] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-09-25	0.0
[2025-09-24T22:40:52.739091] [INFO ] [sig       ] [71/2077] Forecasting AMC...
[2025-09-24T22:40:52.739141] [INFO ] [sig       ] Generating forecast for: AMC
[2025-09-24T22:40:52.739180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-09-24T22:40:53.382272] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMC'.
[2025-09-24T22:40:53.383358] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-09-24T22:40:53.405682] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:53.406329] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-09-24T22:40:53.406388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:53.406430] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:53.406468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:53.406538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:53.422100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:53.422561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:53.422639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:53.422682] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:53.484595] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:53.484740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:53.484793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:53.484827] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:53.504175] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=45.77%)
[2025-09-24T22:40:53.504518] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-09-24T22:40:53.504777] [INFO ] [sig       ] AMC: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:53.659339] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-09-25	0.0
[2025-09-24T22:40:53.659805] [INFO ] [sig       ] [72/2077] Forecasting AMCR...
[2025-09-24T22:40:53.659852] [INFO ] [sig       ] Generating forecast for: AMCR
[2025-09-24T22:40:53.659893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'.
[2025-09-24T22:40:54.022537] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMCR'.
[2025-09-24T22:40:54.023575] [INFO ] [FORECASTER] Starting predict_future for AMCR
[2025-09-24T22:40:54.045796] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:54.046414] [DEBUG] [LOCAL     ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt
[2025-09-24T22:40:54.046468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:54.046505] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:54.046538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:54.046602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:54.062582] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:54.063269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:54.063350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:54.063391] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:54.150138] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:54.150320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:54.150368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:54.150404] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:54.164729] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-09-24T22:40:54.165162] [INFO ] [FORECASTER] Completed predict_future for AMCR
[2025-09-24T22:40:54.165502] [INFO ] [sig       ] AMCR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:54.321145] [INFO ] [LOCAL     ] Saved forecast: AMCR	2025-09-25	0.0
[2025-09-24T22:40:54.321623] [INFO ] [sig       ] [73/2077] Forecasting AME...
[2025-09-24T22:40:54.321677] [INFO ] [sig       ] Generating forecast for: AME
[2025-09-24T22:40:54.321716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-09-24T22:40:54.483369] [WARN ] [REMOTE    ] Historical data not found for symbol 'AME' (404).
[2025-09-24T22:40:54.484256] [FATAL] [sig       ] AME: No historical data fetched.
[2025-09-24T22:40:54.484472] [INFO ] [sig       ] [74/2077] Forecasting AMG...
[2025-09-24T22:40:54.484521] [INFO ] [sig       ] Generating forecast for: AMG
[2025-09-24T22:40:54.484556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-09-24T22:40:54.857755] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMG'.
[2025-09-24T22:40:54.858764] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-09-24T22:40:54.881296] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:54.881936] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-09-24T22:40:54.881996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:54.882032] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:54.882063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:54.882131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:54.897538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:54.898045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:54.898120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:54.898159] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:54.964945] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:54.965129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:54.965185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:54.965228] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:54.981019] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-09-24T22:40:54.981304] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-09-24T22:40:54.981537] [INFO ] [sig       ] AMG: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:55.134275] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-09-25	1.0
[2025-09-24T22:40:55.134742] [INFO ] [sig       ] [75/2077] Forecasting AMH...
[2025-09-24T22:40:55.134792] [INFO ] [sig       ] Generating forecast for: AMH
[2025-09-24T22:40:55.134830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-09-24T22:40:55.497312] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMH'.
[2025-09-24T22:40:55.498299] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-09-24T22:40:55.522053] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:55.522816] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-09-24T22:40:55.522875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:55.522918] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:55.522954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:55.523032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:55.541782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:55.542476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:55.542559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:55.542599] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:55.608667] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:55.608833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:55.608880] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:55.608915] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:55.619956] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2025-09-24T22:40:55.620383] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-09-24T22:40:55.620657] [INFO ] [sig       ] AMH: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:55.773675] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-09-25	1.0
[2025-09-24T22:40:55.774142] [INFO ] [sig       ] [76/2077] Forecasting AMN...
[2025-09-24T22:40:55.774192] [INFO ] [sig       ] Generating forecast for: AMN
[2025-09-24T22:40:55.774231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-09-24T22:40:56.143934] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMN'.
[2025-09-24T22:40:56.144972] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-09-24T22:40:56.167806] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:56.168456] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-09-24T22:40:56.168511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:56.168548] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:56.168595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:56.168664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:56.184072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:56.184527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:56.184598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:56.184634] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:56.247525] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:56.249573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:56.249631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:56.249676] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:56.260296] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-09-24T22:40:56.260626] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-09-24T22:40:56.260906] [INFO ] [sig       ] AMN: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:56.413434] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-09-25	0.0
[2025-09-24T22:40:56.413854] [INFO ] [sig       ] [77/2077] Forecasting AMP...
[2025-09-24T22:40:56.413902] [INFO ] [sig       ] Generating forecast for: AMP
[2025-09-24T22:40:56.413939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-09-24T22:40:56.794651] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMP'.
[2025-09-24T22:40:56.795682] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-09-24T22:40:56.820526] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:56.821250] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-09-24T22:40:56.821308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:56.821352] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:56.821390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:56.821459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:56.837073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:56.837616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:56.837695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:56.837737] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:56.907600] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:56.907739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:56.907781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:56.907815] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:56.925730] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-09-24T22:40:56.926122] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-09-24T22:40:56.926430] [INFO ] [sig       ] AMP: Forecast for 2025-09-24: UP (sign=1.00)
[2025-09-24T22:40:57.080259] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-09-25	1.0
[2025-09-24T22:40:57.080729] [INFO ] [sig       ] [78/2077] Forecasting AMPX...
[2025-09-24T22:40:57.080792] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-09-24T22:40:57.080837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-09-24T22:40:57.442343] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMPX'.
[2025-09-24T22:40:57.443316] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-09-24T22:40:57.467119] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:57.467792] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-09-24T22:40:57.467852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:57.467889] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:57.467920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:57.467998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:57.483344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:57.483911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:57.484005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:57.484045] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:57.549072] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:57.549233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:57.551015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:57.551070] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:57.563766] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: DOWN (p=3.90%)
[2025-09-24T22:40:57.564079] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-09-24T22:40:57.564311] [INFO ] [sig       ] AMPX: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:57.716780] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-09-25	0.0
[2025-09-24T22:40:57.717209] [INFO ] [sig       ] [79/2077] Forecasting AMPY...
[2025-09-24T22:40:57.717261] [INFO ] [sig       ] Generating forecast for: AMPY
[2025-09-24T22:40:57.717299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'.
[2025-09-24T22:40:58.085347] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMPY'.
[2025-09-24T22:40:58.086314] [INFO ] [FORECASTER] Starting predict_future for AMPY
[2025-09-24T22:40:58.109796] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:58.110474] [DEBUG] [LOCAL     ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt
[2025-09-24T22:40:58.110529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:58.110568] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:58.110601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:58.110665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:58.125971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:58.126440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:58.126510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:58.126545] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:58.190341] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:58.190437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:58.190477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:58.190512] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:58.207533] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-09-24T22:40:58.207928] [INFO ] [FORECASTER] Completed predict_future for AMPY
[2025-09-24T22:40:58.208235] [INFO ] [sig       ] AMPY: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:58.359358] [INFO ] [LOCAL     ] Saved forecast: AMPY	2025-09-25	0.0
[2025-09-24T22:40:58.359799] [INFO ] [sig       ] [80/2077] Forecasting AMR...
[2025-09-24T22:40:58.359846] [INFO ] [sig       ] Generating forecast for: AMR
[2025-09-24T22:40:58.359883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'.
[2025-09-24T22:40:58.747789] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMR'.
[2025-09-24T22:40:58.748813] [INFO ] [FORECASTER] Starting predict_future for AMR
[2025-09-24T22:40:58.771782] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:58.772512] [DEBUG] [LOCAL     ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt
[2025-09-24T22:40:58.772566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:58.772604] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:58.772636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:58.772699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:58.788266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:58.788749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:58.788823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:58.788861] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:40:58.853631] [DEBUG] [FORECASTER] Completed model.fit
[2025-09-24T22:40:58.853725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features
[2025-09-24T22:40:58.853766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting
[2025-09-24T22:40:58.853799] [INFO ] [FORECASTER] Training complete
[2025-09-24T22:40:58.907346] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: DOWN (p=1.09%)
[2025-09-24T22:40:58.907906] [INFO ] [FORECASTER] Completed predict_future for AMR
[2025-09-24T22:40:58.908211] [INFO ] [sig       ] AMR: Forecast for 2025-09-24: DOWN (sign=0.00)
[2025-09-24T22:40:59.139758] [INFO ] [LOCAL     ] Saved forecast: AMR	2025-09-25	0.0
[2025-09-24T22:40:59.140486] [INFO ] [sig       ] [81/2077] Forecasting AMRC...
[2025-09-24T22:40:59.140592] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-09-24T22:40:59.140682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-09-24T22:40:59.528693] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AMRC'.
[2025-09-24T22:40:59.531137] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-09-24T22:40:59.580037] [DEBUG] [FEATURES  ] Trimmed daily data from 138 to 90 rows (keeping most recent 90 days)
[2025-09-24T22:40:59.581230] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-09-24T22:40:59.581338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-09-24T22:40:59.581414] [DEBUG] [FORECASTER] Starting train method
[2025-09-24T22:40:59.581484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-09-24T22:40:59.581606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-09-24T22:40:59.615788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-09-24T22:40:59.616948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-09-24T22:40:59.617101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-09-24T22:40:59.617177] [DEBUG] [FORECASTER] Starting model.fit
[2025-09-24T22:56:28.982175] [INFO ] [CACHE     ] Starting cache update
[2025-09-24T22:56:28.982287] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-09-24T22:56:29.628048] [DEBUG] [REMOTE    ] Fetched 2075 unique symbols from directory listing.
[2025-09-24T22:56:29.631938] [DEBUG] [LOCAL     ] Cached 2075 symbols to ./output/cache/active_symbols_list.txt
[2025-09-24T22:56:29.632118] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-09-24T22:56:29.807775] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-09-24T22:56:29.808873] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates to ./output/cache/unscheduled_blackout_dates.txt
[2025-09-24T22:56:29.808927] [INFO ] [CACHE     ] Cache update completed successfully
[2025-09-24T22:56:29.808983] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T22:56:29.809437] [INFO ] [CACHE     ] Retrieved 2075 active symbols from cache
[2025-09-24T22:56:29.809555] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T22:56:29.809593] [INFO ] [sig       ] Found 2075 active symbols to configure
[2025-09-24T22:56:29.809995] [INFO ] [sig       ] [1/2075] Configuring A...
[2025-09-24T22:56:29.810040] [INFO ] [CONFIGURE ] A: Configurate test run.
[2025-09-24T22:56:29.810076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-09-24T22:56:30.182221] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'A'.
[2025-09-24T22:56:30.183192] [INFO ] [CONFIGURE ] A: Testing with 29 available features
[2025-09-24T22:56:30.183242] [INFO ] [CONFIGURE ] A: Establishing baseline with no features...
[2025-09-24T22:56:30.367923] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:56:30.506545] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:30.630911] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:56:30.768198] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:31.506086] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:31.628624] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T22:56:31.766206] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T22:56:31.897055] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:56:32.029061] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:56:32.193651] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:32.193778] [INFO ] [CONFIGURE ] A: Baseline score (no features): 50.00%
[2025-09-24T22:56:32.193833] [INFO ] [CONFIGURE ] A: Testing feature 1/29: add_bollinger_bands
[2025-09-24T22:56:32.193874] [INFO ] [CONFIGURE ] A: Testing with features: ['add_bollinger_bands']
[2025-09-24T22:56:32.350488] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:56:32.498739] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:32.648802] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:56:32.786139] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:32.934546] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:33.089179] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T22:56:33.247976] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T22:56:33.399835] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:56:33.558942] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:56:33.719940] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:33.720113] [INFO ] [CONFIGURE ] A: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T22:56:33.720166] [INFO ] [CONFIGURE ] A: Testing feature 2/29: add_cumulative_delta
[2025-09-24T22:56:33.720207] [INFO ] [CONFIGURE ] A: Testing with features: ['add_cumulative_delta']
[2025-09-24T22:56:33.891209] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:56:34.065652] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:34.219183] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:56:34.385955] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:34.547452] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:34.728845] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:56:34.879375] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:56:35.034512] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:56:35.231947] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:56:35.388216] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:35.388365] [INFO ] [CONFIGURE ] A: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-09-24T22:56:35.388410] [INFO ] [CONFIGURE ] A: Testing feature 3/29: add_daily_returns
[2025-09-24T22:56:35.388447] [INFO ] [CONFIGURE ] A: Testing with features: ['add_daily_returns']
[2025-09-24T22:56:35.517159] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:56:35.680200] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:35.826164] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:56:35.953607] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:36.116614] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:36.250407] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T22:56:36.387480] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T22:56:36.522912] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:56:36.656978] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:56:36.803637] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:36.803781] [INFO ] [CONFIGURE ] A: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T22:56:36.803824] [INFO ] [CONFIGURE ] A: Testing feature 4/29: add_ema
[2025-09-24T22:56:36.803860] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema']
[2025-09-24T22:56:36.956429] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:56:37.210485] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:37.377849] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:56:37.529622] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T22:56:37.681739] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:37.846338] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T22:56:38.010966] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:56:38.202517] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:56:38.366969] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:56:38.522380] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:38.522523] [INFO ] [CONFIGURE ] A: KEPT add_ema (score: 70.00%)
[2025-09-24T22:56:38.522566] [INFO ] [CONFIGURE ] A: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T22:56:38.522601] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T22:56:38.714060] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:56:38.882025] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:39.066196] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:56:45.978440] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:46.163509] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:46.343645] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:56:46.529545] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:56:46.706328] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:56:46.887768] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:56:47.083348] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:47.083502] [INFO ] [CONFIGURE ] A: KEPT add_exhaustion_signals (score: 80.00%)
[2025-09-24T22:56:47.083555] [INFO ] [CONFIGURE ] A: Testing feature 6/29: add_failed_moves
[2025-09-24T22:56:47.083593] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T22:56:47.285119] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:56:47.492560] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:47.676411] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:56:47.868241] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:48.082219] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:48.276144] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:56:48.469804] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:56:48.659727] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:56:48.863639] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:56:49.072193] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:49.072333] [INFO ] [CONFIGURE ] A: DISCARDED add_failed_moves (score: 80.00%)
[2025-09-24T22:56:49.072376] [INFO ] [CONFIGURE ] A: Testing feature 7/29: add_lag_shelf
[2025-09-24T22:56:49.072412] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T22:56:49.256958] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:56:49.442951] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:49.625270] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:56:49.795408] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:49.981174] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:50.220508] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:56:50.439723] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:56:50.628726] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:56:50.836169] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:56:51.029571] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:51.029717] [INFO ] [CONFIGURE ] A: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T22:56:51.029760] [INFO ] [CONFIGURE ] A: Testing feature 8/29: add_macd
[2025-09-24T22:56:51.029795] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T22:56:51.242980] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:56:51.464313] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:51.677433] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:56:51.915604] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:56:52.128156] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:56:52.347890] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:56:52.560663] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:56:52.785278] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:56:52.991230] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:56:53.264754] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:56:53.264920] [INFO ] [CONFIGURE ] A: DISCARDED add_macd (score: 70.00%)
[2025-09-24T22:56:53.264966] [INFO ] [CONFIGURE ] A: Testing feature 9/29: add_mfi
[2025-09-24T22:56:53.265009] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-09-24T22:56:53.471107] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:56:53.767542] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:56:53.976361] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:00.682555] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:00.902593] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:01.871591] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:02.409234] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:02.608089] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:57:02.799325] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:02.993780] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:02.993939] [INFO ] [CONFIGURE ] A: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T22:57:02.993991] [INFO ] [CONFIGURE ] A: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T22:57:02.994029] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T22:57:03.273498] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:57:03.493277] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:03.713196] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:03.932346] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:04.144089] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:04.352428] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:04.556274] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:04.777177] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:57:04.999997] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:05.243877] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:05.244040] [INFO ] [CONFIGURE ] A: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-09-24T22:57:05.244085] [INFO ] [CONFIGURE ] A: Testing feature 11/29: add_obv_daily
[2025-09-24T22:57:05.244121] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-09-24T22:57:05.427489] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:57:05.608530] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:05.798959] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:57:05.991640] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T22:57:06.216836] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:06.413581] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:06.603110] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:06.791341] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:57:06.990663] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:57:07.222693] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:07.222838] [INFO ] [CONFIGURE ] A: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T22:57:07.222881] [INFO ] [CONFIGURE ] A: Testing feature 12/29: add_obv_interval
[2025-09-24T22:57:07.222916] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-09-24T22:57:07.409886] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:57:07.598224] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T22:57:07.790396] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:57:08.031628] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T22:57:08.235036] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:08.474779] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:08.662657] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:08.851187] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:57:09.035321] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:57:09.231508] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:09.231666] [INFO ] [CONFIGURE ] A: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T22:57:09.231713] [INFO ] [CONFIGURE ] A: Testing feature 13/29: add_opening_strength
[2025-09-24T22:57:09.231752] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T22:57:09.440314] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:57:16.271035] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:16.475402] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:16.702655] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:16.908153] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:17.106317] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:17.316546] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:17.530783] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:57:17.733602] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:17.967653] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:17.967803] [INFO ] [CONFIGURE ] A: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T22:57:17.967848] [INFO ] [CONFIGURE ] A: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T22:57:17.967884] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-09-24T22:57:18.195043] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:57:18.399531] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:18.610291] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:57:18.813034] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:19.020012] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:19.207311] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:19.419094] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:19.630849] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:57:19.827540] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:20.035003] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:20.035176] [INFO ] [CONFIGURE ] A: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T22:57:20.035224] [INFO ] [CONFIGURE ] A: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T22:57:20.035261] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-09-24T22:57:20.246378] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:57:20.428420] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:20.641725] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:20.831394] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:21.023471] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:21.221717] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:21.398311] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:21.589720] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:57:21.782326] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:22.223898] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:22.224056] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-09-24T22:57:22.224107] [INFO ] [CONFIGURE ] A: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T22:57:22.224149] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-09-24T22:57:22.459700] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:57:22.692435] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:27.802773] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:34.954023] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:35.211752] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:35.428416] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:35.633618] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:35.862056] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:57:36.057403] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:36.265502] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:36.265662] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-09-24T22:57:36.265709] [INFO ] [CONFIGURE ] A: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T22:57:36.265745] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-09-24T22:57:36.489520] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:57:36.683653] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:36.878089] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:37.077618] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:37.273256] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:37.475523] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:37.682353] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:37.880596] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:57:38.094774] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:38.291532] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:38.291687] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T22:57:38.291732] [INFO ] [CONFIGURE ] A: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T22:57:38.291769] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-09-24T22:57:38.481898] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:57:38.669212] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:38.853852] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:39.042460] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:39.233890] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:39.438126] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:39.677084] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:39.859269] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:57:40.048379] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:47.143722] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:47.143882] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T22:57:47.143942] [INFO ] [CONFIGURE ] A: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T22:57:47.144028] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-09-24T22:57:47.401608] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:57:47.577460] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:57:47.964192] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:57:48.182444] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:57:55.158102] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:57:56.480032] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:57:56.681296] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:57:56.870021] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:57:57.119208] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:57:57.450622] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:57:57.450762] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T22:57:57.450813] [INFO ] [CONFIGURE ] A: Testing feature 20/29: add_price_rejection
[2025-09-24T22:57:57.450850] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-09-24T22:57:59.835709] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:00.048238] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:00.287171] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:00.511445] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:00.722042] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:00.935505] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:01.137509] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:01.369082] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:58:01.604653] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:58:01.832691] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:01.832879] [INFO ] [CONFIGURE ] A: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T22:58:01.832933] [INFO ] [CONFIGURE ] A: Testing feature 21/29: add_range_position
[2025-09-24T22:58:01.832976] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-09-24T22:58:02.155511] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:02.535626] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T22:58:02.736913] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:58:03.707520] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:03.916344] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:07.110112] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:07.941382] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:08.175383] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:08.396043] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:58:08.622117] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:08.622320] [INFO ] [CONFIGURE ] A: DISCARDED add_range_position (score: 40.00%)
[2025-09-24T22:58:08.622383] [INFO ] [CONFIGURE ] A: Testing feature 22/29: add_realized_volatility
[2025-09-24T22:58:08.622437] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-09-24T22:58:08.908120] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:09.141996] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:09.368339] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:09.590546] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:09.813418] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:10.049709] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:10.276030] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:10.509980] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:58:10.734670] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:58:10.961125] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:10.961290] [INFO ] [CONFIGURE ] A: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T22:58:10.961336] [INFO ] [CONFIGURE ] A: Testing feature 23/29: add_recent_range_context
[2025-09-24T22:58:10.961373] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-09-24T22:58:11.166482] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:11.362723] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:11.580608] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:11.849515] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:12.072707] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:12.275852] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:12.474476] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:12.678753] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:58:12.890390] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:58:13.097259] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:13.097418] [INFO ] [CONFIGURE ] A: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T22:58:13.097469] [INFO ] [CONFIGURE ] A: Testing feature 24/29: add_rsi
[2025-09-24T22:58:13.097512] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-09-24T22:58:13.296403] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:13.525676] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:13.726856] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:13.946642] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:14.143110] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:14.337936] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:14.568586] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:14.760765] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:14.967066] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:58:15.191912] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:15.192064] [INFO ] [CONFIGURE ] A: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T22:58:15.192111] [INFO ] [CONFIGURE ] A: Testing feature 25/29: add_tick_distribution
[2025-09-24T22:58:15.192147] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-09-24T22:58:15.380798] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:15.596242] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:15.788194] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:15.991423] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:16.201681] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:16.399270] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:16.604132] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:16.799666] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:58:17.008581] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:58:17.249261] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:17.249408] [INFO ] [CONFIGURE ] A: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T22:58:17.249454] [INFO ] [CONFIGURE ] A: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T22:58:17.249491] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-09-24T22:58:17.441262] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:17.634354] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:17.835222] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:18.030467] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:18.278291] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:18.495010] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:18.706649] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:18.900615] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:58:19.117796] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:58:19.304315] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:19.304463] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-09-24T22:58:19.304508] [INFO ] [CONFIGURE ] A: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T22:58:19.304546] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-09-24T22:58:19.511136] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:19.750118] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:19.954586] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:58:20.215231] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:20.417871] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:20.628204] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:20.845637] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:21.053553] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:21.269228] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T22:58:21.494518] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:21.494663] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T22:58:21.494708] [INFO ] [CONFIGURE ] A: Testing feature 28/29: add_volume_profile
[2025-09-24T22:58:21.494747] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-09-24T22:58:21.704805] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:21.900804] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T22:58:22.095045] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:22.286442] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T22:58:22.509752] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T22:58:22.714949] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:22.923829] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T22:58:23.125570] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:23.327481] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T22:58:23.527780] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:23.527928] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T22:58:23.527979] [INFO ] [CONFIGURE ] A: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T22:58:23.528035] [INFO ] [CONFIGURE ] A: Best accuracy: 80.00%
[2025-09-24T22:58:23.528076] [INFO ] [CONFIGURE ] A: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T22:58:23.528114] [INFO ] [CONFIGURE ] A: Improvement over baseline: 30.00%
[2025-09-24T22:58:23.528151] [INFO ] [CONFIGURE ] A: Total time: 1.9 minutes
[2025-09-24T22:58:23.528187] [INFO ] [CONFIGURE ] A: Average time per feature: 4.0 seconds
[2025-09-24T22:58:23.528223] [INFO ] [CONFIGURE ] A: Average speed: 0.26 features/sec
[2025-09-24T22:58:23.528428] [INFO ] [LOCAL     ] Saved 3 optimal features for A to ./output/feature-sets/A.txt
[2025-09-24T22:58:23.528548] [INFO ] [LOCAL     ] Saved certainty 80.00% for A to ./output/certainties/A.txt
[2025-09-24T22:58:23.528590] [INFO ] [CONFIGURE ] A: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T22:58:23.528632] [INFO ] [sig       ] [1/2075] Successfully configured A | 0.01 sym/s | Total: 1.9m | ETA: 65.5h
[2025-09-24T22:58:23.528672] [INFO ] [sig       ] [2/2075] Configuring AA...
[2025-09-24T22:58:23.528710] [INFO ] [CONFIGURE ] AA: Configurate test run.
[2025-09-24T22:58:23.528752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-24T22:58:23.901137] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-24T22:58:23.902175] [INFO ] [CONFIGURE ] AA: Testing with 29 available features
[2025-09-24T22:58:23.902232] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features...
[2025-09-24T22:58:24.023797] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:24.189602] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:58:24.322763] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:58:24.453021] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:24.584420] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:24.745708] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:24.877882] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:58:25.030032] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:25.191451] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:25.334607] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T22:58:25.334739] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 50.00%
[2025-09-24T22:58:25.334786] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands
[2025-09-24T22:58:25.334822] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands']
[2025-09-24T22:58:25.486045] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:25.641864] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T22:58:25.790856] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:25.934778] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:26.072383] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:26.218919] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:26.377838] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:58:26.529480] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:26.697513] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:26.844671] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:26.844816] [INFO ] [CONFIGURE ] AA: KEPT add_bollinger_bands (score: 70.00%)
[2025-09-24T22:58:26.844859] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta
[2025-09-24T22:58:26.844893] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T22:58:27.033655] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:27.242278] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:58:27.431878] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T22:58:27.602585] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:27.772383] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T22:58:27.931699] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:28.108638] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:58:28.273300] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:28.436953] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:28.605670] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:28.605817] [INFO ] [CONFIGURE ] AA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T22:58:28.605862] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns
[2025-09-24T22:58:28.605897] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T22:58:28.773282] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:28.917530] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T22:58:29.088189] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:29.245438] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:29.574706] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:29.739079] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:29.890420] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:58:30.045690] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:30.232116] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:30.387169] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:30.387309] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-24T22:58:30.387353] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema
[2025-09-24T22:58:30.387388] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T22:58:30.593001] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:30.772144] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T22:58:31.489744] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:31.667269] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:31.875139] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:32.185046] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:32.361389] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:58:32.535837] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:32.715196] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:32.898526] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:32.898683] [INFO ] [CONFIGURE ] AA: DISCARDED add_ema (score: 70.00%)
[2025-09-24T22:58:32.898729] [INFO ] [CONFIGURE ] AA: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T22:58:32.898765] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T22:58:33.074661] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:33.256659] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:58:33.439389] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:33.621763] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T22:58:33.822217] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T22:58:33.999959] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T22:58:34.253277] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:58:34.444533] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T22:58:34.677615] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:34.848448] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:34.848611] [INFO ] [CONFIGURE ] AA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T22:58:34.848660] [INFO ] [CONFIGURE ] AA: Testing feature 6/29: add_failed_moves
[2025-09-24T22:58:34.848711] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-09-24T22:58:35.024594] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:35.199920] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T22:58:35.358294] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:35.524404] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:35.696973] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:35.857819] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:36.019370] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:58:36.226051] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:36.397430] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:36.551503] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:36.551649] [INFO ] [CONFIGURE ] AA: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T22:58:36.551695] [INFO ] [CONFIGURE ] AA: Testing feature 7/29: add_lag_shelf
[2025-09-24T22:58:36.551732] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-09-24T22:58:36.702110] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:58:36.888300] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T22:58:37.053644] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:37.215979] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:37.385625] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:37.541583] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:37.697411] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:58:37.967433] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:38.489686] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:45.749704] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:45.749871] [INFO ] [CONFIGURE ] AA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T22:58:45.749924] [INFO ] [CONFIGURE ] AA: Testing feature 8/29: add_macd
[2025-09-24T22:58:45.749967] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-09-24T22:58:46.876673] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:47.062262] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:58:47.258539] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:47.454341] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:47.637870] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:47.827530] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:48.083597] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:58:48.277091] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:48.465384] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:48.665303] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:48.665462] [INFO ] [CONFIGURE ] AA: KEPT add_macd (score: 80.00%)
[2025-09-24T22:58:48.665507] [INFO ] [CONFIGURE ] AA: Testing feature 9/29: add_mfi
[2025-09-24T22:58:48.665543] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-09-24T22:58:48.860191] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:49.065846] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:58:49.264078] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:49.458703] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:49.670646] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:49.883169] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:50.081459] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:58:50.290333] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:50.496753] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:50.695514] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:50.695684] [INFO ] [CONFIGURE ] AA: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T22:58:50.695742] [INFO ] [CONFIGURE ] AA: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T22:58:50.695784] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T22:58:50.901160] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:58:51.105787] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:58:51.378554] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:58:51.582066] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:58:51.820769] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:58:52.038240] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:58:52.252768] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:58:52.677412] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:58:52.901806] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:58:53.127600] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:58:53.127803] [INFO ] [CONFIGURE ] AA: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-09-24T22:58:53.127871] [INFO ] [CONFIGURE ] AA: Testing feature 11/29: add_obv_daily
[2025-09-24T22:58:53.127923] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-09-24T22:58:59.911813] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:00.106634] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:00.333212] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:00.541006] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:00.735355] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:00.925721] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:01.117805] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T22:59:01.302083] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:01.509759] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:01.721869] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:01.722039] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-24T22:59:01.722094] [INFO ] [CONFIGURE ] AA: Testing feature 12/29: add_obv_interval
[2025-09-24T22:59:01.722139] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-09-24T22:59:01.916859] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:59:02.099216] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:02.312267] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:02.505695] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:02.701557] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:02.896434] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:03.098925] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:03.278930] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:03.465802] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:03.701479] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:03.701627] [INFO ] [CONFIGURE ] AA: KEPT add_obv_interval (score: 90.00%)
[2025-09-24T22:59:03.701673] [INFO ] [CONFIGURE ] AA: Testing feature 13/29: add_opening_strength
[2025-09-24T22:59:03.701711] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T22:59:03.901133] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:04.106493] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:04.305703] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:04.509797] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T22:59:04.723768] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:04.939339] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:05.177511] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:05.392887] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:05.602549] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:05.806581] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:05.806725] [INFO ] [CONFIGURE ] AA: DISCARDED add_opening_strength (score: 90.00%)
[2025-09-24T22:59:05.806770] [INFO ] [CONFIGURE ] AA: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T22:59:05.806808] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-09-24T22:59:06.027240] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:06.237179] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:06.508036] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:06.719585] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:06.931605] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T22:59:07.146641] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:07.365379] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:07.579994] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:07.787705] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:08.005874] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:08.006034] [INFO ] [CONFIGURE ] AA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T22:59:08.006080] [INFO ] [CONFIGURE ] AA: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T22:59:08.006120] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-09-24T22:59:14.230314] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:26.218127] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:26.481949] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:27.244586] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:27.570771] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:27.770108] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:27.987777] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:28.194920] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:28.389982] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:28.585731] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:28.585876] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-09-24T22:59:28.585923] [INFO ] [CONFIGURE ] AA: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T22:59:28.585962] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-09-24T22:59:28.784318] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:28.983960] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:29.231345] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:29.442772] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:29.636792] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:29.843938] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:30.050762] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:30.264335] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:30.462711] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:30.667994] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:30.668152] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-09-24T22:59:30.668203] [INFO ] [CONFIGURE ] AA: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T22:59:30.668246] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_return_2d']
[2025-09-24T22:59:30.870138] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:31.655584] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:31.854157] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:32.059741] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:32.295589] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:32.503821] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:32.729458] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:32.946500] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:33.170250] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:33.373911] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:33.374072] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-09-24T22:59:33.374120] [INFO ] [CONFIGURE ] AA: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T22:59:33.374158] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-09-24T22:59:33.564330] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:33.771999] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:33.962016] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:34.169814] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:34.354590] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:34.558324] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:34.755681] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:34.947814] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:35.151372] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:35.364081] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:35.364205] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-09-24T22:59:35.364260] [INFO ] [CONFIGURE ] AA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T22:59:35.364300] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-09-24T22:59:35.544932] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:35.727023] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:35.922940] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:36.110510] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:36.296504] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:36.487028] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:36.686050] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:36.891904] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:37.091059] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:37.296185] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T22:59:37.296330] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T22:59:37.296375] [INFO ] [CONFIGURE ] AA: Testing feature 20/29: add_price_rejection
[2025-09-24T22:59:37.296413] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_price_rejection']
[2025-09-24T22:59:37.513366] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:37.779921] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:37.999714] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:38.232171] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T22:59:38.454669] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:38.673877] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:39.107964] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:39.314878] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:39.519202] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:39.721547] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T22:59:39.721705] [INFO ] [CONFIGURE ] AA: DISCARDED add_price_rejection (score: 80.00%)
[2025-09-24T22:59:39.721765] [INFO ] [CONFIGURE ] AA: Testing feature 21/29: add_range_position
[2025-09-24T22:59:39.721812] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_range_position']
[2025-09-24T22:59:39.991024] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:40.228277] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:40.432245] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:40.652377] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:40.911056] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:41.139259] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:41.355883] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:41.577578] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:41.791265] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:41.999944] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T22:59:42.000114] [INFO ] [CONFIGURE ] AA: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T22:59:42.000171] [INFO ] [CONFIGURE ] AA: Testing feature 22/29: add_realized_volatility
[2025-09-24T22:59:42.000213] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_realized_volatility']
[2025-09-24T22:59:42.244890] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:42.475465] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:42.707977] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:42.924414] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:43.160296] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:43.391643] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:43.619139] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:43.847625] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:44.091638] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:44.328390] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:44.328548] [INFO ] [CONFIGURE ] AA: DISCARDED add_realized_volatility (score: 80.00%)
[2025-09-24T22:59:44.328605] [INFO ] [CONFIGURE ] AA: Testing feature 23/29: add_recent_range_context
[2025-09-24T22:59:44.328644] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_recent_range_context']
[2025-09-24T22:59:44.542795] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:44.744480] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:45.007786] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:45.237109] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:45.435505] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:45.635889] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:45.879003] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:46.094881] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:46.305443] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:46.524573] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:46.524742] [INFO ] [CONFIGURE ] AA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-09-24T22:59:46.524806] [INFO ] [CONFIGURE ] AA: Testing feature 24/29: add_rsi
[2025-09-24T22:59:46.524854] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-09-24T22:59:46.765269] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:59:47.012529] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:47.272282] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:47.518554] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:47.736932] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T22:59:47.974459] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:48.217284] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:48.439591] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:48.695563] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:48.929541] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:48.929717] [INFO ] [CONFIGURE ] AA: DISCARDED add_rsi (score: 80.00%)
[2025-09-24T22:59:48.929780] [INFO ] [CONFIGURE ] AA: Testing feature 25/29: add_tick_distribution
[2025-09-24T22:59:48.929828] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_tick_distribution']
[2025-09-24T22:59:49.141069] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:59:49.513586] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:51.013470] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:51.245820] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:51.532081] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T22:59:51.724803] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:51.917149] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:52.123574] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:52.341145] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:52.639703] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T22:59:52.639865] [INFO ] [CONFIGURE ] AA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T22:59:52.639921] [INFO ] [CONFIGURE ] AA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T22:59:52.639963] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-09-24T22:59:53.226176] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:53.434594] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:53.636935] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:53.870556] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:54.080656] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T22:59:54.289968] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:54.483268] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:54.718794] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:54.928764] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:55.174425] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T22:59:55.174605] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T22:59:55.174669] [INFO ] [CONFIGURE ] AA: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T22:59:55.174716] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_price_divergence']
[2025-09-24T22:59:55.390604] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T22:59:55.593373] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:55.809700] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:56.027507] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:56.248332] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T22:59:56.462761] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:56.686455] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:56.903934] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:57.116077] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:57.320715] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T22:59:57.320859] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T22:59:57.320915] [INFO ] [CONFIGURE ] AA: Testing feature 28/29: add_volume_profile
[2025-09-24T22:59:57.320954] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_profile']
[2025-09-24T22:59:57.523948] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T22:59:57.727892] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T22:59:57.928031] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T22:59:58.136576] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T22:59:58.347249] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T22:59:58.553662] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T22:59:58.754341] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T22:59:58.952892] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T22:59:59.178458] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T22:59:59.369794] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T22:59:59.369941] [INFO ] [CONFIGURE ] AA: DISCARDED add_volume_profile (score: 90.00%)
[2025-09-24T22:59:59.370001] [INFO ] [CONFIGURE ] AA: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T22:59:59.370050] [INFO ] [CONFIGURE ] AA: Best accuracy: 90.00%
[2025-09-24T22:59:59.370092] [INFO ] [CONFIGURE ] AA: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-09-24T22:59:59.370126] [INFO ] [CONFIGURE ] AA: Improvement over baseline: 40.00%
[2025-09-24T22:59:59.370158] [INFO ] [CONFIGURE ] AA: Total time: 1.6 minutes
[2025-09-24T22:59:59.370189] [INFO ] [CONFIGURE ] AA: Average time per feature: 3.4 seconds
[2025-09-24T22:59:59.370221] [INFO ] [CONFIGURE ] AA: Average speed: 0.31 features/sec
[2025-09-24T22:59:59.370926] [INFO ] [LOCAL     ] Saved 4 optimal features for AA to ./output/feature-sets/AA.txt
[2025-09-24T22:59:59.371107] [INFO ] [LOCAL     ] Saved certainty 90.00% for AA to ./output/certainties/AA.txt
[2025-09-24T22:59:59.371149] [INFO ] [CONFIGURE ] AA: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T22:59:59.371188] [INFO ] [sig       ] [2/2075] Successfully configured AA | 0.01 sym/s | Total: 3.5m | ETA: 60.3h
[2025-09-24T22:59:59.371222] [INFO ] [sig       ] [3/2075] Configuring AAP...
[2025-09-24T22:59:59.371254] [INFO ] [CONFIGURE ] AAP: Configurate test run.
[2025-09-24T22:59:59.371287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-09-24T22:59:59.757462] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAP'.
[2025-09-24T22:59:59.758498] [INFO ] [CONFIGURE ] AAP: Testing with 29 available features
[2025-09-24T22:59:59.758555] [INFO ] [CONFIGURE ] AAP: Establishing baseline with no features...
[2025-09-24T22:59:59.877109] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:00.005619] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:00.184177] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:00.312831] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:00.427227] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:00.591963] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:00.712913] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:00.843705] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:00.980355] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:01.149036] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:00:01.149162] [INFO ] [CONFIGURE ] AAP: Baseline score (no features): 40.00%
[2025-09-24T23:00:01.149205] [INFO ] [CONFIGURE ] AAP: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:00:01.149240] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:00:01.294330] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:01.502566] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:01.636038] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:01.774739] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:01.905564] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:02.063813] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:02.223042] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:00:02.367089] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:02.516968] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:02.657344] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:00:02.657483] [INFO ] [CONFIGURE ] AAP: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-09-24T23:00:02.657529] [INFO ] [CONFIGURE ] AAP: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:00:02.657565] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:00:02.802640] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:02.951816] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:03.100879] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:03.246794] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:03.392176] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:03.533523] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:03.685547] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:03.845047] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:03.998383] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:04.161610] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:00:04.161747] [INFO ] [CONFIGURE ] AAP: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-09-24T23:00:04.161792] [INFO ] [CONFIGURE ] AAP: Testing feature 3/29: add_daily_returns
[2025-09-24T23:00:04.161828] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns']
[2025-09-24T23:00:04.283334] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:04.411914] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:04.544129] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:04.679219] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:04.803728] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:04.942428] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:05.076515] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:05.218510] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:05.354313] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:05.511818] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:05.511954] [INFO ] [CONFIGURE ] AAP: KEPT add_daily_returns (score: 50.00%)
[2025-09-24T23:00:05.512007] [INFO ] [CONFIGURE ] AAP: Testing feature 4/29: add_ema
[2025-09-24T23:00:05.512053] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_ema']
[2025-09-24T23:00:05.678178] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:05.829202] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:05.980874] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:06.919121] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:07.071522] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:07.224536] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:07.371890] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:00:07.530681] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:07.692315] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:07.863434] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:00:07.863579] [INFO ] [CONFIGURE ] AAP: DISCARDED add_ema (score: 30.00%)
[2025-09-24T23:00:07.863627] [INFO ] [CONFIGURE ] AAP: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:00:07.863665] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:00:08.058439] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:00:08.211751] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:08.383542] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:08.551794] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:08.718274] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:08.905995] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:09.055153] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:00:09.226738] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:09.392936] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:09.549001] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:00:09.549131] [INFO ] [CONFIGURE ] AAP: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-09-24T23:00:09.549178] [INFO ] [CONFIGURE ] AAP: Testing feature 6/29: add_failed_moves
[2025-09-24T23:00:09.549215] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-09-24T23:00:09.678058] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:09.808928] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:09.942913] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:10.076827] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:10.217015] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:10.354853] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:10.494927] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:10.683047] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:10.817968] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:10.959045] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:10.959177] [INFO ] [CONFIGURE ] AAP: DISCARDED add_failed_moves (score: 50.00%)
[2025-09-24T23:00:10.959221] [INFO ] [CONFIGURE ] AAP: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:00:10.959257] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-09-24T23:00:11.199090] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:11.346720] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:11.493063] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:11.619002] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:11.807243] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:11.937599] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:12.077289] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:12.215308] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:12.345747] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:12.470592] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:12.470719] [INFO ] [CONFIGURE ] AAP: DISCARDED add_lag_shelf (score: 50.00%)
[2025-09-24T23:00:12.470764] [INFO ] [CONFIGURE ] AAP: Testing feature 8/29: add_macd
[2025-09-24T23:00:12.470799] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-09-24T23:00:12.653541] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:00:12.824113] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:00:12.989866] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:00:13.174055] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:13.349186] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:13.523369] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:13.697646] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:13.876947] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:14.057202] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:14.236301] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:00:14.236495] [INFO ] [CONFIGURE ] AAP: DISCARDED add_macd (score: 50.00%)
[2025-09-24T23:00:14.236561] [INFO ] [CONFIGURE ] AAP: Testing feature 9/29: add_mfi
[2025-09-24T23:00:14.236609] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-09-24T23:00:14.387716] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:14.538463] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:14.734521] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:14.938262] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:15.073861] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:15.221865] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:15.403021] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:15.541546] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:15.685518] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:15.839699] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:15.839863] [INFO ] [CONFIGURE ] AAP: DISCARDED add_mfi (score: 50.00%)
[2025-09-24T23:00:15.839920] [INFO ] [CONFIGURE ] AAP: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:00:15.839961] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:00:16.005805] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:00:16.161957] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:16.391577] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:24.447674] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:24.617370] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:24.794331] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:25.007401] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:25.226355] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:25.428636] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:25.634281] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:25.634431] [INFO ] [CONFIGURE ] AAP: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T23:00:25.634485] [INFO ] [CONFIGURE ] AAP: Testing feature 11/29: add_obv_daily
[2025-09-24T23:00:25.634524] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-09-24T23:00:25.780760] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:25.977345] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:26.160787] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:26.305725] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:26.468470] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:26.617337] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:26.784480] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:00:26.944554] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:27.096895] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:27.267842] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:27.267993] [INFO ] [CONFIGURE ] AAP: DISCARDED add_obv_daily (score: 40.00%)
[2025-09-24T23:00:27.268037] [INFO ] [CONFIGURE ] AAP: Testing feature 12/29: add_obv_interval
[2025-09-24T23:00:27.268071] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-09-24T23:00:27.411330] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:27.560798] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:00:27.716775] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:27.859849] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:27.996245] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:28.149791] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:28.299782] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:28.439748] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:28.590581] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:28.741390] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:28.741544] [INFO ] [CONFIGURE ] AAP: KEPT add_obv_interval (score: 60.00%)
[2025-09-24T23:00:28.741589] [INFO ] [CONFIGURE ] AAP: Testing feature 13/29: add_opening_strength
[2025-09-24T23:00:28.741626] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_opening_strength']
[2025-09-24T23:00:28.896698] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:00:29.065847] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:00:29.232953] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:29.393718] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:00:29.554198] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:29.714428] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:29.885244] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:30.045338] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:30.216174] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:30.389736] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:30.389883] [INFO ] [CONFIGURE ] AAP: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:00:30.389934] [INFO ] [CONFIGURE ] AAP: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:00:30.389975] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-09-24T23:00:30.555271] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:30.717580] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:00:30.910821] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:00:39.342780] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:00:39.506441] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:39.680331] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:00:39.869385] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:40.040174] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:40.231175] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:40.407460] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:40.407613] [INFO ] [CONFIGURE ] AAP: KEPT add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:00:40.407663] [INFO ] [CONFIGURE ] AAP: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:00:40.407706] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-09-24T23:00:40.579267] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:40.746058] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:00:40.919707] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:00:41.096266] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:00:41.268975] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:41.450014] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:41.638954] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:41.809098] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:42.008350] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:42.224173] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:42.224333] [INFO ] [CONFIGURE ] AAP: KEPT add_pbf_morning_momentum (score: 80.00%)
[2025-09-24T23:00:42.224387] [INFO ] [CONFIGURE ] AAP: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:00:42.224430] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-09-24T23:00:42.399969] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:00:42.585792] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:00:42.763402] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:42.955812] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:00:43.158611] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:43.363774] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:00:43.551144] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:00:43.726572] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:43.918393] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:44.110116] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:44.110259] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:00:44.110305] [INFO ] [CONFIGURE ] AAP: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:00:44.110344] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-09-24T23:00:44.292196] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:00:44.496830] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:00:44.684310] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:00:44.869122] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:00:45.054922] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:00:45.254732] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:00:45.454031] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:00:45.640936] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:00:45.859607] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:00:46.061184] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:00:46.061337] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-09-24T23:00:46.061382] [INFO ] [CONFIGURE ] AAP: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:00:46.061420] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-09-24T23:00:46.250043] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:01:00.245279] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:01.294027] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:01.654522] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:01:01.853435] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:02.024569] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:02.236124] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:02.419599] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:02.603496] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:02.782332] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:02.782480] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:01:02.782526] [INFO ] [CONFIGURE ] AAP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:01:02.782565] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-09-24T23:01:02.961709] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:03.139625] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:03.375910] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:03.557624] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:01:03.745967] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:03.925119] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:01:04.117198] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:04.303377] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:04.489767] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:04.663210] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:04.663363] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:01:04.663414] [INFO ] [CONFIGURE ] AAP: Testing feature 20/29: add_price_rejection
[2025-09-24T23:01:04.663468] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-09-24T23:01:04.848543] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:01:05.036963] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:05.254100] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:05.458570] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:01:05.652011] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:05.839564] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:01:06.039453] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:06.240034] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:06.431400] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:06.625579] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:06.625747] [INFO ] [CONFIGURE ] AAP: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:01:06.625794] [INFO ] [CONFIGURE ] AAP: Testing feature 21/29: add_range_position
[2025-09-24T23:01:06.625832] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_range_position']
[2025-09-24T23:01:06.835463] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:07.027727] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:07.238345] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:07.466289] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:01:07.683586] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:07.876498] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:08.088175] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:08.344317] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:08.644847] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:09.348256] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:09.348401] [INFO ] [CONFIGURE ] AAP: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T23:01:09.348454] [INFO ] [CONFIGURE ] AAP: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:01:09.348498] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-09-24T23:01:09.554711] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:09.762654] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:10.048464] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:10.546088] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:01:10.841116] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:11.145603] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:11.371703] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:01:11.583785] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:01:11.837866] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:12.073435] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:12.073597] [INFO ] [CONFIGURE ] AAP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:01:12.073647] [INFO ] [CONFIGURE ] AAP: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:01:12.073686] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-09-24T23:01:12.278900] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:12.458011] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:12.654242] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:12.840280] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:01:13.033586] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:13.221164] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:01:13.406568] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:01:13.598456] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:13.786576] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:13.969089] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:13.969240] [INFO ] [CONFIGURE ] AAP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:01:13.969286] [INFO ] [CONFIGURE ] AAP: Testing feature 24/29: add_rsi
[2025-09-24T23:01:13.969325] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_ema', 'add_rsi']
[2025-09-24T23:01:14.186847] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:14.433583] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:14.636632] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:01:14.833830] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:01:15.073422] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:22.872715] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:23.860201] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:01:24.070981] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:24.287967] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:24.507123] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:24.507284] [INFO ] [CONFIGURE ] AAP: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T23:01:24.507332] [INFO ] [CONFIGURE ] AAP: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:01:24.507372] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_tick_distribution']
[2025-09-24T23:01:24.686302] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:24.882867] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:25.083884] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:01:25.275483] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:01:25.460251] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:25.652519] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:25.845171] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:26.039373] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:26.234116] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:26.439817] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:26.439967] [INFO ] [CONFIGURE ] AAP: DISCARDED add_tick_distribution (score: 50.00%)
[2025-09-24T23:01:26.440031] [INFO ] [CONFIGURE ] AAP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:01:26.440076] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_momentum_confirmation']
[2025-09-24T23:01:26.658957] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:26.836254] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:27.026131] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:01:27.240457] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:01:27.439282] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:27.632742] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:01:27.806904] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:27.990204] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:28.198800] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:28.389866] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:28.390038] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:01:28.390099] [INFO ] [CONFIGURE ] AAP: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:01:28.390146] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_price_divergence']
[2025-09-24T23:01:28.592056] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:01:28.795126] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:28.999795] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:29.210125] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:01:29.452371] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:29.659347] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:01:29.850965] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:30.048222] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:30.288310] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:37.904386] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:37.904538] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:01:37.904585] [INFO ] [CONFIGURE ] AAP: Testing feature 28/29: add_volume_profile
[2025-09-24T23:01:37.904623] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_volume_profile']
[2025-09-24T23:01:38.105695] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:38.331324] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:38.561409] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:38.767560] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:01:38.960489] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:39.171660] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:39.649292] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:01:39.851981] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:40.040677] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:40.247040] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:40.247198] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_profile (score: 60.00%)
[2025-09-24T23:01:40.247244] [INFO ] [CONFIGURE ] AAP: Testing feature 29/29: add_vwap
[2025-09-24T23:01:40.247281] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum', 'add_vwap']
[2025-09-24T23:01:40.442478] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:01:40.652330] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:01:40.865435] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:41.064710] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:01:41.267193] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:01:41.469129] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:41.704304] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:01:41.939102] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:01:42.641114] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:01:42.848730] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:01:42.848881] [INFO ] [CONFIGURE ] AAP: DISCARDED add_vwap (score: 40.00%)
[2025-09-24T23:01:42.848928] [INFO ] [CONFIGURE ] AAP: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:01:42.848964] [INFO ] [CONFIGURE ] AAP: Best accuracy: 80.00%
[2025-09-24T23:01:42.849009] [INFO ] [CONFIGURE ] AAP: Best feature set (4 features): ['add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-09-24T23:01:42.849044] [INFO ] [CONFIGURE ] AAP: Improvement over baseline: 40.00%
[2025-09-24T23:01:42.849077] [INFO ] [CONFIGURE ] AAP: Total time: 1.7 minutes
[2025-09-24T23:01:42.849109] [INFO ] [CONFIGURE ] AAP: Average time per feature: 3.5 seconds
[2025-09-24T23:01:42.849142] [INFO ] [CONFIGURE ] AAP: Average speed: 0.29 features/sec
[2025-09-24T23:01:42.849369] [INFO ] [LOCAL     ] Saved 4 optimal features for AAP to ./output/feature-sets/AAP.txt
[2025-09-24T23:01:42.849484] [INFO ] [LOCAL     ] Saved certainty 80.00% for AAP to ./output/certainties/AAP.txt
[2025-09-24T23:01:42.849527] [INFO ] [CONFIGURE ] AAP: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:01:42.849567] [INFO ] [sig       ] [3/2075] Successfully configured AAP | 0.01 sym/s | Total: 5.2m | ETA: 60.1h
[2025-09-24T23:01:42.849608] [INFO ] [sig       ] [4/2075] Configuring AAT...
[2025-09-24T23:01:42.849644] [INFO ] [CONFIGURE ] AAT: Configurate test run.
[2025-09-24T23:01:42.849678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'.
[2025-09-24T23:01:43.220809] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AAT'.
[2025-09-24T23:01:43.221892] [INFO ] [CONFIGURE ] AAT: Testing with 29 available features
[2025-09-24T23:01:43.221943] [INFO ] [CONFIGURE ] AAT: Establishing baseline with no features...
[2025-09-24T23:01:43.357152] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:01:43.486865] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:01:43.623586] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:01:43.776857] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:01:43.938339] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:01:44.073329] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:44.211464] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:01:44.347477] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:01:44.476620] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:01:44.622672] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:01:44.622870] [INFO ] [CONFIGURE ] AAT: Baseline score (no features): 40.00%
[2025-09-24T23:01:44.622932] [INFO ] [CONFIGURE ] AAT: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:01:44.622981] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:01:44.768100] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:01:44.932625] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:01:45.360700] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:53.630049] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:01:53.796627] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:01:53.966643] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:54.139265] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:01:54.305770] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:01:54.470993] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:01:54.680317] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:01:54.680468] [INFO ] [CONFIGURE ] AAT: KEPT add_bollinger_bands (score: 50.00%)
[2025-09-24T23:01:54.680514] [INFO ] [CONFIGURE ] AAT: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:01:54.680551] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:01:54.859262] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:55.040433] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:01:55.232706] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:55.408771] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:01:55.587876] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:01:55.760264] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:55.925798] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:01:56.111751] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:01:56.308711] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:01:56.489031] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:01:56.489175] [INFO ] [CONFIGURE ] AAT: KEPT add_cumulative_delta (score: 60.00%)
[2025-09-24T23:01:56.489221] [INFO ] [CONFIGURE ] AAT: Testing feature 3/29: add_daily_returns
[2025-09-24T23:01:56.489258] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:01:56.697405] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:56.867362] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:01:57.054880] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:01:57.254975] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:01:57.434122] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:01:57.614221] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:01:57.793213] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:01:57.983863] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:01:58.201670] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:01:58.378760] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:01:58.378907] [INFO ] [CONFIGURE ] AAT: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:01:58.378955] [INFO ] [CONFIGURE ] AAT: Testing feature 4/29: add_ema
[2025-09-24T23:01:58.378999] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-09-24T23:01:58.603471] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:01:58.808809] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:01:59.020549] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:01:59.234110] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:01:59.428356] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:01:59.632089] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:01:59.832917] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:00.090621] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:00.332109] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:08.230110] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:02:08.230293] [INFO ] [CONFIGURE ] AAT: DISCARDED add_ema (score: 60.00%)
[2025-09-24T23:02:08.230358] [INFO ] [CONFIGURE ] AAT: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:02:08.230406] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:02:08.439131] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:08.650499] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:08.853542] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:02:09.062145] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:09.248908] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:02:09.452538] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:09.645348] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:09.902994] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:10.105327] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:10.298353] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:02:10.298507] [INFO ] [CONFIGURE ] AAT: KEPT add_exhaustion_signals (score: 90.00%)
[2025-09-24T23:02:10.298554] [INFO ] [CONFIGURE ] AAT: Testing feature 6/29: add_failed_moves
[2025-09-24T23:02:10.298592] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T23:02:10.517646] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:10.725119] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:10.946944] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:02:11.172829] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:11.392935] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:02:11.597938] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:11.843013] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:12.077463] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:12.312136] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:12.542392] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:02:12.542549] [INFO ] [CONFIGURE ] AAT: DISCARDED add_failed_moves (score: 90.00%)
[2025-09-24T23:02:12.542608] [INFO ] [CONFIGURE ] AAT: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:02:12.542652] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T23:02:12.744195] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:12.953281] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:13.177227] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:02:13.388176] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:13.611051] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:02:13.812909] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:14.017719] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:14.222674] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:14.462616] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:14.669995] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:02:14.670174] [INFO ] [CONFIGURE ] AAT: DISCARDED add_lag_shelf (score: 90.00%)
[2025-09-24T23:02:14.670236] [INFO ] [CONFIGURE ] AAT: Testing feature 8/29: add_macd
[2025-09-24T23:02:14.670284] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:02:14.896102] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:15.152437] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:23.339596] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:02:23.573555] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:23.795672] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:02:24.029556] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:24.254444] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:24.481498] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:24.726941] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:24.997885] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:02:24.998088] [INFO ] [CONFIGURE ] AAT: DISCARDED add_macd (score: 60.00%)
[2025-09-24T23:02:24.998143] [INFO ] [CONFIGURE ] AAT: Testing feature 9/29: add_mfi
[2025-09-24T23:02:24.998182] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-09-24T23:02:25.254569] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:25.500962] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:25.720395] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:02:25.927556] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:26.159705] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:02:26.388890] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:26.614586] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:26.854405] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:27.081626] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:27.316425] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:02:27.316588] [INFO ] [CONFIGURE ] AAT: DISCARDED add_mfi (score: 90.00%)
[2025-09-24T23:02:27.316644] [INFO ] [CONFIGURE ] AAT: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:02:27.316685] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:02:27.570087] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:27.795555] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:28.023269] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:02:28.257217] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:28.488655] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:02:28.711445] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:28.958696] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:29.223083] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:29.471485] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:29.707670] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:02:29.707839] [INFO ] [CONFIGURE ] AAT: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-09-24T23:02:29.707897] [INFO ] [CONFIGURE ] AAT: Testing feature 11/29: add_obv_daily
[2025-09-24T23:02:29.707938] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-09-24T23:02:29.912537] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:02:30.132489] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:33.565149] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:02:33.892569] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:34.213579] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:02:42.202633] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:42.422459] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:42.690923] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:44.310674] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:44.548028] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:02:44.548181] [INFO ] [CONFIGURE ] AAT: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-24T23:02:44.548229] [INFO ] [CONFIGURE ] AAT: Testing feature 12/29: add_obv_interval
[2025-09-24T23:02:44.548267] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-09-24T23:02:45.160785] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:02:45.379055] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:46.175813] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:02:46.420067] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:46.683637] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:02:46.927013] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:47.130868] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:47.369895] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:47.571828] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:47.778076] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:02:47.778244] [INFO ] [CONFIGURE ] AAT: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:02:47.778293] [INFO ] [CONFIGURE ] AAT: Testing feature 13/29: add_opening_strength
[2025-09-24T23:02:47.778333] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:02:48.004070] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:48.236659] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:48.458298] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:02:48.677445] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:48.899300] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:02:57.130928] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:57.368048] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:57.604692] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:02:57.842554] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:02:58.057626] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:02:58.057809] [INFO ] [CONFIGURE ] AAT: DISCARDED add_opening_strength (score: 80.00%)
[2025-09-24T23:02:58.057872] [INFO ] [CONFIGURE ] AAT: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:02:58.057921] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-09-24T23:02:58.285730] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:02:58.502099] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:02:58.746776] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:02:58.980183] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:02:59.239506] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:02:59.459369] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:02:59.678249] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:02:59.915613] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:00.410510] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:00.658187] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:03:00.658381] [INFO ] [CONFIGURE ] AAT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-09-24T23:03:00.658445] [INFO ] [CONFIGURE ] AAT: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:03:00.658493] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-09-24T23:03:00.884852] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:01.106790] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:01.302631] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:03:01.547774] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:01.764844] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:03:01.976653] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:03:02.210532] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:02.416204] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:02.649702] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:02.878189] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:02.878351] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T23:03:02.878400] [INFO ] [CONFIGURE ] AAT: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:03:02.878439] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-09-24T23:03:03.086659] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:03.302586] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:03.530753] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:03:03.774837] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:11.888443] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:03:12.106729] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:03:12.351858] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:12.591564] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:12.832866] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:13.087240] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:03:13.087406] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T23:03:13.087462] [INFO ] [CONFIGURE ] AAT: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:03:13.087502] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-09-24T23:03:13.306020] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:13.540023] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:13.763404] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:03:13.998061] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:14.230937] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:03:14.482703] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:03:14.707622] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:14.930697] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:15.148671] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:15.368455] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:15.368610] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T23:03:15.368658] [INFO ] [CONFIGURE ] AAT: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:03:15.368697] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-09-24T23:03:15.584182] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:15.812481] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:16.043309] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:03:16.252006] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:03:16.455298] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:03:16.666370] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:03:16.877829] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:17.099885] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:17.342779] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:17.553808] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:17.553972] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:03:17.554050] [INFO ] [CONFIGURE ] AAT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:03:17.554097] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-09-24T23:03:17.760573] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:18.008445] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:18.288613] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:03:18.501066] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:18.721427] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:03:26.674869] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:03:26.876995] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:27.198175] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:27.401157] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:27.610188] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:03:27.610343] [INFO ] [CONFIGURE ] AAT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-09-24T23:03:27.610391] [INFO ] [CONFIGURE ] AAT: Testing feature 20/29: add_price_rejection
[2025-09-24T23:03:27.610429] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-09-24T23:03:27.838067] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:28.045543] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:28.263439] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:03:28.492446] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:28.757773] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:03:28.974945] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:03:29.219062] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:29.431897] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:29.637903] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:29.905465] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:29.905623] [INFO ] [CONFIGURE ] AAT: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T23:03:29.905670] [INFO ] [CONFIGURE ] AAT: Testing feature 21/29: add_range_position
[2025-09-24T23:03:29.905708] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-09-24T23:03:30.257341] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:30.479369] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:30.715452] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:03:30.954652] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:31.659742] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:03:31.874061] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:03:32.104769] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:32.340588] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:32.617047] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:32.866673] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:32.866834] [INFO ] [CONFIGURE ] AAT: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T23:03:32.866882] [INFO ] [CONFIGURE ] AAT: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:03:32.866919] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-09-24T23:03:33.120375] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:33.346597] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:33.575712] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:03:33.802789] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:42.173519] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:03:42.422358] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:03:42.750482] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:42.996268] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:43.257440] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:43.498069] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:43.498212] [INFO ] [CONFIGURE ] AAT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T23:03:43.498268] [INFO ] [CONFIGURE ] AAT: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:03:43.498308] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-09-24T23:03:43.697213] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:03:43.902647] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:44.114942] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:03:44.326622] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:44.537814] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:03:44.751954] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:03:45.017710] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:45.652573] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:45.884573] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:46.099928] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:46.100081] [INFO ] [CONFIGURE ] AAT: DISCARDED add_recent_range_context (score: 50.00%)
[2025-09-24T23:03:46.100138] [INFO ] [CONFIGURE ] AAT: Testing feature 24/29: add_rsi
[2025-09-24T23:03:46.100181] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-09-24T23:03:46.341696] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:46.580345] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:46.818264] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:03:47.054912] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:47.287863] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:03:47.513943] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:03:47.765973] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:48.009541] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:48.249046] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:48.491978] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:03:48.492152] [INFO ] [CONFIGURE ] AAT: DISCARDED add_rsi (score: 70.00%)
[2025-09-24T23:03:48.492203] [INFO ] [CONFIGURE ] AAT: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:03:48.492243] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-09-24T23:03:48.731128] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:03:48.957673] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:03:58.153496] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:03:58.374247] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:03:58.581481] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:03:58.796734] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:03:59.005710] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:03:59.237963] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:03:59.451589] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:03:59.668189] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:03:59.668332] [INFO ] [CONFIGURE ] AAT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-09-24T23:03:59.668378] [INFO ] [CONFIGURE ] AAT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:03:59.668415] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-09-24T23:03:59.881598] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:00.087474] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:04:00.330700] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:04:00.630922] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:00.841672] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:01.063980] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:04:01.309871] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:04:01.544165] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:04:01.768503] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:04:01.984819] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:01.984992] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:04:01.985054] [INFO ] [CONFIGURE ] AAT: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:04:01.985104] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-09-24T23:04:02.254771] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:02.489783] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:04:02.708550] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:04:02.940432] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:03.199057] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:04:03.478927] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:04:03.704395] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:04:03.969521] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:04:11.618011] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:04:11.968862] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:11.969066] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:04:11.969133] [INFO ] [CONFIGURE ] AAT: Testing feature 28/29: add_volume_profile
[2025-09-24T23:04:11.969184] [INFO ] [CONFIGURE ] AAT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-09-24T23:04:12.218812] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:12.447512] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:04:12.757566] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:04:12.983885] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:13.209798] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:04:13.450706] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:04:13.681767] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:04:13.901002] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:04:14.151783] [DEBUG] [FORECASTER] AAT: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:04:14.367487] [DEBUG] [FORECASTER] AAT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:14.367643] [INFO ] [CONFIGURE ] AAT: DISCARDED add_volume_profile (score: 50.00%)
[2025-09-24T23:04:14.367692] [INFO ] [CONFIGURE ] AAT: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:04:14.367729] [INFO ] [CONFIGURE ] AAT: Best accuracy: 90.00%
[2025-09-24T23:04:14.367765] [INFO ] [CONFIGURE ] AAT: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:04:14.367808] [INFO ] [CONFIGURE ] AAT: Improvement over baseline: 50.00%
[2025-09-24T23:04:14.367841] [INFO ] [CONFIGURE ] AAT: Total time: 2.5 minutes
[2025-09-24T23:04:14.367874] [INFO ] [CONFIGURE ] AAT: Average time per feature: 5.3 seconds
[2025-09-24T23:04:14.367907] [INFO ] [CONFIGURE ] AAT: Average speed: 0.19 features/sec
[2025-09-24T23:04:14.368208] [INFO ] [LOCAL     ] Saved 4 optimal features for AAT to ./output/feature-sets/AAT.txt
[2025-09-24T23:04:14.368386] [INFO ] [LOCAL     ] Saved certainty 90.00% for AAT to ./output/certainties/AAT.txt
[2025-09-24T23:04:14.368428] [INFO ] [CONFIGURE ] AAT: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T23:04:14.368469] [INFO ] [sig       ] [4/2075] Successfully configured AAT | 0.01 sym/s | Total: 7.7m | ETA: 66.8h
[2025-09-24T23:04:14.368504] [INFO ] [sig       ] [5/2075] Configuring AB...
[2025-09-24T23:04:14.368537] [INFO ] [CONFIGURE ] AB: Configurate test run.
[2025-09-24T23:04:14.368572] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-09-24T23:04:14.724801] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AB'.
[2025-09-24T23:04:14.725854] [INFO ] [CONFIGURE ] AB: Testing with 29 available features
[2025-09-24T23:04:14.725905] [INFO ] [CONFIGURE ] AB: Establishing baseline with no features...
[2025-09-24T23:04:14.857533] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:14.999895] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:15.170329] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:04:15.321435] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:04:15.471026] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:04:15.636162] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:15.767121] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:15.903914] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:16.046845] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:04:16.187582] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:04:16.187732] [INFO ] [CONFIGURE ] AB: Baseline score (no features): 40.00%
[2025-09-24T23:04:16.187781] [INFO ] [CONFIGURE ] AB: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:04:16.187819] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:04:16.367386] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:16.539031] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:16.727340] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:04:16.884781] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:17.043439] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:17.211360] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:17.361827] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:17.525243] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:17.673920] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:04:18.120686] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:18.120856] [INFO ] [CONFIGURE ] AB: KEPT add_bollinger_bands (score: 50.00%)
[2025-09-24T23:04:18.120912] [INFO ] [CONFIGURE ] AB: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:04:18.120950] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:04:24.733945] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:27.198689] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:27.411788] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:04:27.586241] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:04:27.780163] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:27.959128] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:28.147097] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:28.334531] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:28.520843] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:04:28.716589] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:28.716750] [INFO ] [CONFIGURE ] AB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-09-24T23:04:28.716823] [INFO ] [CONFIGURE ] AB: Testing feature 3/29: add_daily_returns
[2025-09-24T23:04:28.716865] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T23:04:28.874799] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:04:29.017574] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:29.209936] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:04:29.363603] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:29.513531] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:29.680395] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:29.829963] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:30.007796] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:30.325622] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:04:30.491262] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:30.491411] [INFO ] [CONFIGURE ] AB: DISCARDED add_daily_returns (score: 50.00%)
[2025-09-24T23:04:30.491460] [INFO ] [CONFIGURE ] AB: Testing feature 4/29: add_ema
[2025-09-24T23:04:30.491498] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T23:04:30.672901] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:30.854749] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:31.096833] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:04:31.685133] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:31.863807] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:32.038685] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:32.239785] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:32.421310] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:32.608637] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:04:32.803698] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:32.803859] [INFO ] [CONFIGURE ] AB: DISCARDED add_ema (score: 50.00%)
[2025-09-24T23:04:32.803904] [INFO ] [CONFIGURE ] AB: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:04:32.803944] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:04:32.990569] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:33.208039] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:33.395720] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:04:33.582914] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:33.782022] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:33.978621] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:41.878895] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:42.065964] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:42.278519] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:04:42.463994] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:42.464156] [INFO ] [CONFIGURE ] AB: KEPT add_exhaustion_signals (score: 60.00%)
[2025-09-24T23:04:42.464214] [INFO ] [CONFIGURE ] AB: Testing feature 6/29: add_failed_moves
[2025-09-24T23:04:42.464256] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T23:04:42.670052] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:42.854529] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:43.074569] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:04:43.297134] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:04:43.486945] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:43.683071] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:43.881781] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:44.076062] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:44.271108] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:04:44.470922] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:44.471101] [INFO ] [CONFIGURE ] AB: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:04:44.471163] [INFO ] [CONFIGURE ] AB: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:04:44.471210] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T23:04:44.669634] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:44.872287] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:45.059667] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:04:45.266272] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:04:45.460770] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:45.644535] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:45.843426] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:46.053758] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:04:46.258423] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:04:46.441378] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:46.441539] [INFO ] [CONFIGURE ] AB: DISCARDED add_lag_shelf (score: 50.00%)
[2025-09-24T23:04:46.441585] [INFO ] [CONFIGURE ] AB: Testing feature 8/29: add_macd
[2025-09-24T23:04:46.441623] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:04:46.661835] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:46.869539] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:04:47.079329] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:04:47.299955] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:04:47.505454] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:47.718116] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:47.931240] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:48.161397] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:48.370714] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:04:48.579516] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:48.579686] [INFO ] [CONFIGURE ] AB: KEPT add_macd (score: 70.00%)
[2025-09-24T23:04:48.579738] [INFO ] [CONFIGURE ] AB: Testing feature 9/29: add_mfi
[2025-09-24T23:04:48.579776] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_mfi']
[2025-09-24T23:04:48.817269] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:04:51.425003] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:04:57.377526] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:04:57.616571] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:04:57.860655] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:04:58.091314] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:04:58.320994] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:04:58.562835] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:04:58.783893] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:04:59.027938] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:04:59.028110] [INFO ] [CONFIGURE ] AB: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:04:59.028156] [INFO ] [CONFIGURE ] AB: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:04:59.028191] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:04:59.268192] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:04:59.516663] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:04:59.769936] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:05:00.008759] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:00.263336] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:00.871837] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:01.123681] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:01.383933] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:05:01.680300] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:01.930446] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:01.930607] [INFO ] [CONFIGURE ] AB: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T23:05:01.930655] [INFO ] [CONFIGURE ] AB: Testing feature 11/29: add_obv_daily
[2025-09-24T23:05:01.930694] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_daily']
[2025-09-24T23:05:02.155807] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:05:02.385864] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:05:02.615758] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:02.844419] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:03.060124] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:03.291088] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:03.514340] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:03.737298] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:03.993921] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:12.359220] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:12.359368] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T23:05:12.359415] [INFO ] [CONFIGURE ] AB: Testing feature 12/29: add_obv_interval
[2025-09-24T23:05:12.359451] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_obv_interval']
[2025-09-24T23:05:12.567047] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:05:12.799184] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:05:13.024029] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:13.238962] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:13.476766] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:13.688612] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:13.906358] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:14.138482] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:14.368529] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:14.605198] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:14.605385] [INFO ] [CONFIGURE ] AB: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:05:14.605456] [INFO ] [CONFIGURE ] AB: Testing feature 13/29: add_opening_strength
[2025-09-24T23:05:14.605515] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:05:14.870063] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:05:15.119226] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:05:15.379001] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:15.611373] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:05:15.835590] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:16.057686] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:16.290536] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:16.536434] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:16.763441] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:16.999817] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:16.999973] [INFO ] [CONFIGURE ] AB: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T23:05:17.000040] [INFO ] [CONFIGURE ] AB: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:05:17.000081] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_order_flow_imbalance']
[2025-09-24T23:05:17.277346] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:05:17.515823] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:05:17.760802] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:17.993340] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:18.237540] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:18.479505] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:18.722668] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:19.083818] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:05:27.010957] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:27.269925] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:27.270083] [INFO ] [CONFIGURE ] AB: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-09-24T23:05:27.270129] [INFO ] [CONFIGURE ] AB: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:05:27.270165] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_morning_momentum']
[2025-09-24T23:05:27.491018] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:05:27.743281] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:05:28.027274] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:28.241121] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:28.460484] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:28.676039] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:28.880153] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:29.089974] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:29.309924] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:29.554902] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:29.555068] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T23:05:29.555256] [INFO ] [CONFIGURE ] AB: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:05:29.555309] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_overnight_gap']
[2025-09-24T23:05:29.775818] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:05:29.992516] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:05:30.262625] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:30.545883] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:31.195473] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:31.826561] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:32.045451] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:32.281972] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:32.503654] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:32.780301] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:32.780527] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:05:32.780602] [INFO ] [CONFIGURE ] AB: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:05:32.780663] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_return_2d']
[2025-09-24T23:05:33.333365] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:05:33.559151] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:05:33.836296] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:34.119458] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:42.429190] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:42.687579] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:42.945096] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:43.176097] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:43.431799] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:43.677845] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:43.678016] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T23:05:43.678067] [INFO ] [CONFIGURE ] AB: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:05:43.678106] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_volatility_5d']
[2025-09-24T23:05:43.884505] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:05:44.091404] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:05:44.316278] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:44.539779] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:05:44.801876] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:45.013291] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:45.257004] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:45.614416] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:05:45.853126] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:46.144445] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:46.144606] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:05:46.144656] [INFO ] [CONFIGURE ] AB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:05:46.144694] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_pbf_vs_sma_5']
[2025-09-24T23:05:46.364938] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:05:46.612592] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:05:46.858870] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:47.115632] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:47.382556] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:47.595129] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:47.813255] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:48.031740] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:48.302672] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:48.511645] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:48.511802] [INFO ] [CONFIGURE ] AB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T23:05:48.511860] [INFO ] [CONFIGURE ] AB: Testing feature 20/29: add_price_rejection
[2025-09-24T23:05:48.511900] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_price_rejection']
[2025-09-24T23:05:48.751265] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:05:48.982139] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:05:57.109183] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:57.339527] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:05:57.569169] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:05:57.790746] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:05:58.040120] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:05:58.280127] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:05:58.536801] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:05:58.804665] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:05:58.804830] [INFO ] [CONFIGURE ] AB: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:05:58.804892] [INFO ] [CONFIGURE ] AB: Testing feature 21/29: add_range_position
[2025-09-24T23:05:58.804936] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_range_position']
[2025-09-24T23:05:59.073170] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:05:59.340249] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:05:59.588126] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:05:59.918534] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:06:00.222809] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:00.472285] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:00.729790] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:01.064158] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:01.341226] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:01.597690] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:01.597848] [INFO ] [CONFIGURE ] AB: DISCARDED add_range_position (score: 50.00%)
[2025-09-24T23:06:01.597899] [INFO ] [CONFIGURE ] AB: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:06:01.597938] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_realized_volatility']
[2025-09-24T23:06:01.858180] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:02.099847] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:06:02.363028] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:06:02.620841] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:06:02.893339] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:03.151775] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:03.408471] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:03.675427] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:03.929733] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:12.000874] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:12.001057] [INFO ] [CONFIGURE ] AB: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:06:12.001111] [INFO ] [CONFIGURE ] AB: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:06:12.001149] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_recent_range_context']
[2025-09-24T23:06:12.261430] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:12.512910] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:06:12.756437] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:06:13.030015] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:06:13.289599] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:13.541471] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:13.811054] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:14.077588] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:14.299451] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:14.535626] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:14.535807] [INFO ] [CONFIGURE ] AB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:06:14.535868] [INFO ] [CONFIGURE ] AB: Testing feature 24/29: add_rsi
[2025-09-24T23:06:14.535909] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_ema', 'add_rsi']
[2025-09-24T23:06:14.798575] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:15.073691] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:06:15.343158] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:06:15.596962] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:06:15.847363] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:16.087411] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:16.349113] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:16.603200] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:16.869470] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:17.116769] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:17.116914] [INFO ] [CONFIGURE ] AB: DISCARDED add_rsi (score: 70.00%)
[2025-09-24T23:06:17.116963] [INFO ] [CONFIGURE ] AB: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:06:17.117011] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_tick_distribution']
[2025-09-24T23:06:17.340906] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:17.559188] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:06:17.778832] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:06:18.023318] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:06:18.264969] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:18.526257] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:18.769083] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:19.077195] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:28.604217] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:28.863050] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:28.863221] [INFO ] [CONFIGURE ] AB: DISCARDED add_tick_distribution (score: 60.00%)
[2025-09-24T23:06:28.863282] [INFO ] [CONFIGURE ] AB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:06:28.863325] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_momentum_confirmation']
[2025-09-24T23:06:29.089824] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:29.334746] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:06:29.548702] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:06:29.769185] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:06:30.016917] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:30.270700] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:30.510121] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:30.743463] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:30.962127] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:31.787702] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:31.787866] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-09-24T23:06:31.787919] [INFO ] [CONFIGURE ] AB: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:06:31.787963] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_price_divergence']
[2025-09-24T23:06:32.024497] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:32.278922] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:06:32.514609] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:06:32.747095] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:06:32.978253] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:33.225146] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:33.462600] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:33.689319] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:33.936996] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:42.248450] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:42.248617] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:06:42.248670] [INFO ] [CONFIGURE ] AB: Testing feature 28/29: add_volume_profile
[2025-09-24T23:06:42.248709] [INFO ] [CONFIGURE ] AB: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd', 'add_volume_profile']
[2025-09-24T23:06:42.491924] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:42.707804] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:06:42.951789] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:06:43.174267] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:06:43.405835] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:43.650942] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:06:43.879936] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:06:44.111840] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:06:44.346560] [DEBUG] [FORECASTER] AB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:06:44.565374] [DEBUG] [FORECASTER] AB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:44.565528] [INFO ] [CONFIGURE ] AB: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T23:06:44.565574] [INFO ] [CONFIGURE ] AB: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:06:44.565609] [INFO ] [CONFIGURE ] AB: Best accuracy: 70.00%
[2025-09-24T23:06:44.565642] [INFO ] [CONFIGURE ] AB: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:06:44.565674] [INFO ] [CONFIGURE ] AB: Improvement over baseline: 30.00%
[2025-09-24T23:06:44.565713] [INFO ] [CONFIGURE ] AB: Total time: 2.5 minutes
[2025-09-24T23:06:44.565745] [INFO ] [CONFIGURE ] AB: Average time per feature: 5.3 seconds
[2025-09-24T23:06:44.565776] [INFO ] [CONFIGURE ] AB: Average speed: 0.20 features/sec
[2025-09-24T23:06:44.565947] [INFO ] [LOCAL     ] Saved 4 optimal features for AB to ./output/feature-sets/AB.txt
[2025-09-24T23:06:44.566162] [INFO ] [LOCAL     ] Saved certainty 70.00% for AB to ./output/certainties/AB.txt
[2025-09-24T23:06:44.566204] [INFO ] [CONFIGURE ] AB: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T23:06:44.566242] [INFO ] [sig       ] [5/2075] Successfully configured AB | 0.01 sym/s | Total: 10.2m | ETA: 70.7h
[2025-09-24T23:06:44.566277] [INFO ] [sig       ] [6/2075] Configuring ABEV...
[2025-09-24T23:06:44.566309] [INFO ] [CONFIGURE ] ABEV: Configurate test run.
[2025-09-24T23:06:44.566342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'.
[2025-09-24T23:06:45.009659] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABEV'.
[2025-09-24T23:06:45.010745] [INFO ] [CONFIGURE ] ABEV: Testing with 29 available features
[2025-09-24T23:06:45.010805] [INFO ] [CONFIGURE ] ABEV: Establishing baseline with no features...
[2025-09-24T23:06:45.209657] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:45.379206] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:06:45.587399] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:06:45.722778] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:06:46.053291] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:46.198397] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:06:46.360597] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:06:46.497534] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:06:46.638238] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:06:46.776388] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:46.776542] [INFO ] [CONFIGURE ] ABEV: Baseline score (no features): 90.00%
[2025-09-24T23:06:46.776594] [INFO ] [CONFIGURE ] ABEV: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:06:46.776639] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:06:46.919538] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:47.091605] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:06:47.263247] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:06:47.462269] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:06:47.622766] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:47.809221] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:06:47.969593] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:06:48.160531] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:06:48.325354] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:06:48.484332] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:48.484472] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_bollinger_bands (score: 80.00%)
[2025-09-24T23:06:48.484519] [INFO ] [CONFIGURE ] ABEV: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:06:48.484566] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:06:48.654336] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:48.831567] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:06:49.023855] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:06:57.213372] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:06:57.379098] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:57.550816] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:06:57.719149] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:06:57.885159] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:06:58.053999] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:06:58.218054] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:06:58.218205] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-09-24T23:06:58.218261] [INFO ] [CONFIGURE ] ABEV: Testing feature 3/29: add_daily_returns
[2025-09-24T23:06:58.218301] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns']
[2025-09-24T23:06:58.398362] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:06:58.538762] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:06:58.694392] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:06:58.833891] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:06:58.988488] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:06:59.160175] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:06:59.312428] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:06:59.461601] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:06:59.601553] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:06:59.748544] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:06:59.748686] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_daily_returns (score: 80.00%)
[2025-09-24T23:06:59.748733] [INFO ] [CONFIGURE ] ABEV: Testing feature 4/29: add_ema
[2025-09-24T23:06:59.748772] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_ema']
[2025-09-24T23:06:59.901197] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:00.124121] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:07:00.316934] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:00.469017] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:00.632901] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:00.810798] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:01.346160] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:07:01.517389] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:01.718500] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:01.881646] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:01.881802] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_ema (score: 70.00%)
[2025-09-24T23:07:01.881850] [INFO ] [CONFIGURE ] ABEV: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:07:01.881889] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:07:02.048516] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:02.236271] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:02.429763] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:02.609928] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:02.791057] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:02.977913] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:03.170766] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:03.351444] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:07:03.538431] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:03.713174] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:07:03.713320] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_exhaustion_signals (score: 90.00%)
[2025-09-24T23:07:03.713369] [INFO ] [CONFIGURE ] ABEV: Testing feature 6/29: add_failed_moves
[2025-09-24T23:07:03.713407] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_failed_moves']
[2025-09-24T23:07:03.881679] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:04.032931] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:12.257629] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:12.405894] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:12.642016] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:12.792620] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:12.944744] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:13.090258] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:13.267626] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:13.420774] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:13.420913] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_failed_moves (score: 90.00%)
[2025-09-24T23:07:13.420961] [INFO ] [CONFIGURE ] ABEV: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:07:13.421011] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_lag_shelf']
[2025-09-24T23:07:13.555043] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:13.714191] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:13.851264] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:14.003462] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:14.163073] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:14.298084] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:14.439559] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:14.596654] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:14.737815] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:14.881440] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:14.881578] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_lag_shelf (score: 90.00%)
[2025-09-24T23:07:14.881624] [INFO ] [CONFIGURE ] ABEV: Testing feature 8/29: add_macd
[2025-09-24T23:07:14.881663] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T23:07:15.067803] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:15.260363] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:15.436331] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:15.632521] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:07:15.812145] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:07:16.004798] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:16.200978] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:16.371111] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:07:16.566127] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:16.757801] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:07:16.757966] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_macd (score: 70.00%)
[2025-09-24T23:07:16.758050] [INFO ] [CONFIGURE ] ABEV: Testing feature 9/29: add_mfi
[2025-09-24T23:07:16.758090] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_mfi']
[2025-09-24T23:07:16.919229] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:17.099919] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:17.259164] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:17.428033] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:17.632049] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:17.840781] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:18.001456] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:18.182259] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:18.343161] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:18.494060] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:18.494227] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_mfi (score: 90.00%)
[2025-09-24T23:07:18.494274] [INFO ] [CONFIGURE ] ABEV: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:07:18.494313] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:07:18.674098] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:18.885898] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:19.050850] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:26.923295] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:27.101102] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:27.636882] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:27.821157] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:27.997999] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:28.197171] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:28.440326] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:28.440464] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_momentum_acceleration (score: 90.00%)
[2025-09-24T23:07:28.440507] [INFO ] [CONFIGURE ] ABEV: Testing feature 11/29: add_obv_daily
[2025-09-24T23:07:28.440543] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_obv_daily']
[2025-09-24T23:07:28.584107] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:07:28.927734] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:07:29.171714] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:29.442073] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:29.583457] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:29.726591] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:29.892088] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:30.036140] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:30.195402] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:30.366660] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:07:30.366825] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_obv_daily (score: 80.00%)
[2025-09-24T23:07:30.366887] [INFO ] [CONFIGURE ] ABEV: Testing feature 12/29: add_obv_interval
[2025-09-24T23:07:30.366949] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_obv_interval']
[2025-09-24T23:07:30.526267] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:30.662011] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:30.840541] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:30.984944] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:31.152967] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:31.714187] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:07:31.881304] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:07:32.029515] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:32.230593] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:32.379706] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:32.379858] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_obv_interval (score: 70.00%)
[2025-09-24T23:07:32.379905] [INFO ] [CONFIGURE ] ABEV: Testing feature 13/29: add_opening_strength
[2025-09-24T23:07:32.379942] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T23:07:32.566512] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:32.802471] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:07:32.970487] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:33.121017] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:33.284775] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:33.437967] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:07:33.611292] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:33.810806] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:33.977726] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:38.843211] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:38.843359] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T23:07:38.843411] [INFO ] [CONFIGURE ] ABEV: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:07:38.843451] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_order_flow_imbalance']
[2025-09-24T23:07:39.012211] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:47.647206] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:07:54.870751] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:56.805597] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:56.997782] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:57.224963] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:57.378917] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:57.540934] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:57.701914] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:57.892672] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:57.892832] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-09-24T23:07:57.892886] [INFO ] [CONFIGURE ] ABEV: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:07:57.892924] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_morning_momentum']
[2025-09-24T23:07:58.034352] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:58.189257] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:58.368318] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:58.503632] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:07:58.635228] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:07:58.769105] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:07:58.932993] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:07:59.077087] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:07:59.223741] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:07:59.394168] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:07:59.394315] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_morning_momentum (score: 90.00%)
[2025-09-24T23:07:59.394362] [INFO ] [CONFIGURE ] ABEV: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:07:59.394403] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_overnight_gap']
[2025-09-24T23:07:59.531841] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:07:59.670482] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:07:59.845469] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:07:59.989588] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:00.169784] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:00.331686] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:08:00.476125] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:00.625176] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:08:00.774310] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:00.923059] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:08:00.923233] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T23:08:00.923295] [INFO ] [CONFIGURE ] ABEV: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:08:00.923342] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_return_2d']
[2025-09-24T23:08:01.090027] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:01.771969] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:08:01.979414] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:02.194888] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:02.357891] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:02.507746] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:08:02.675614] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:02.835128] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:02.986927] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:03.156112] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:08:03.156255] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-09-24T23:08:03.156303] [INFO ] [CONFIGURE ] ABEV: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:08:03.156339] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_volatility_5d']
[2025-09-24T23:08:03.297026] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:03.487098] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:08:03.624184] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:03.770397] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:03.937457] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:04.081320] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:08:04.226411] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:04.407586] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:04.546946] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:04.679737] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:08:04.679895] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-09-24T23:08:04.679943] [INFO ] [CONFIGURE ] ABEV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:08:04.679981] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5']
[2025-09-24T23:08:04.810117] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:04.944578] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:08:05.086695] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:05.225327] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:05.361651] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:05.511058] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:08:05.673607] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:05.811327] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:05.964175] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:06.106541] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:08:06.106679] [INFO ] [CONFIGURE ] ABEV: KEPT add_pbf_vs_sma_5 (score: 100.00%)
[2025-09-24T23:08:06.106726] [INFO ] [CONFIGURE ] ABEV: Testing feature 20/29: add_price_rejection
[2025-09-24T23:08:06.106764] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_price_rejection']
[2025-09-24T23:08:06.269400] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:06.460732] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:08:06.617528] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:06.769189] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:06.946316] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:07.105096] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:08:07.302081] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:07.477889] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:07.641851] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:15.901667] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:08:15.901838] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_price_rejection (score: 80.00%)
[2025-09-24T23:08:15.901890] [INFO ] [CONFIGURE ] ABEV: Testing feature 21/29: add_range_position
[2025-09-24T23:08:15.901929] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_range_position']
[2025-09-24T23:08:17.519416] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:17.679025] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:08:17.861701] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:18.025664] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:18.194601] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:18.363303] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:08:18.537071] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:18.697605] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:18.865657] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:19.038861] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:08:19.039042] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_range_position (score: 80.00%)
[2025-09-24T23:08:19.039095] [INFO ] [CONFIGURE ] ABEV: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:08:19.039134] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-09-24T23:08:19.234628] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:19.416559] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:08:19.594933] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:19.778774] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:19.959210] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:20.144382] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:08:20.340615] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:20.520734] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:20.697231] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:20.874479] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:08:20.874618] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_realized_volatility (score: 90.00%)
[2025-09-24T23:08:20.874664] [INFO ] [CONFIGURE ] ABEV: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:08:20.874701] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-09-24T23:08:21.021066] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:21.194758] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:08:21.353672] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:21.533941] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:21.692559] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:21.875980] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:08:22.043983] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:08:22.277368] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:22.422373] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:30.583536] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:08:30.583668] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:08:30.583715] [INFO ] [CONFIGURE ] ABEV: Testing feature 24/29: add_rsi
[2025-09-24T23:08:30.583753] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-09-24T23:08:30.768264] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:31.683966] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:08:35.413630] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:37.239271] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:37.433547] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:37.616713] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:08:37.798756] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:08:37.986133] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:38.212414] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:38.388164] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:08:38.388310] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_rsi (score: 80.00%)
[2025-09-24T23:08:38.388357] [INFO ] [CONFIGURE ] ABEV: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:08:38.388396] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-09-24T23:08:42.239428] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:44.595577] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:08:53.888122] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:54.131203] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:54.338907] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:54.519340] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:08:54.708714] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:08:55.090153] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:08:55.278402] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:08:55.484875] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:08:55.485046] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_tick_distribution (score: 90.00%)
[2025-09-24T23:08:55.485101] [INFO ] [CONFIGURE ] ABEV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:08:55.485142] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-09-24T23:08:55.727101] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:08:55.897573] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:08:56.064093] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:08:56.270885] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:08:56.607415] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:08:56.825036] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:08:59.326659] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:09:06.594207] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:09:09.096473] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:09:09.769370] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:09:09.769513] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:09:09.769557] [INFO ] [CONFIGURE ] ABEV: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:09:09.769593] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-09-24T23:09:09.967832] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:09:10.273226] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:09:10.443477] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:09:10.654014] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:09:10.920809] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:11.189807] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:11.370972] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:09:11.593720] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:09:11.847022] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:09:12.036142] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:09:12.036301] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-09-24T23:09:12.036358] [INFO ] [CONFIGURE ] ABEV: Testing feature 28/29: add_volume_profile
[2025-09-24T23:09:12.036399] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_volume_profile']
[2025-09-24T23:09:12.213875] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:09:12.370397] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:09:12.526527] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:09:12.700370] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:09:12.892397] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:13.054429] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:13.263332] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:09:13.449360] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:09:13.651678] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:09:13.879968] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:09:13.880141] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_volume_profile (score: 80.00%)
[2025-09-24T23:09:13.880199] [INFO ] [CONFIGURE ] ABEV: Testing feature 29/29: add_vwap
[2025-09-24T23:09:13.880244] [INFO ] [CONFIGURE ] ABEV: Testing with features: ['add_pbf_vs_sma_5', 'add_vwap']
[2025-09-24T23:09:14.067400] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:09:14.242222] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:09:23.009645] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:09:23.215144] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:09:23.415301] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:23.616344] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:23.954889] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:09:24.267122] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:09:24.486166] [DEBUG] [FORECASTER] ABEV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:09:24.724812] [DEBUG] [FORECASTER] ABEV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:09:24.724962] [INFO ] [CONFIGURE ] ABEV: DISCARDED add_vwap (score: 80.00%)
[2025-09-24T23:09:24.725026] [INFO ] [CONFIGURE ] ABEV: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:09:24.725066] [INFO ] [CONFIGURE ] ABEV: Best accuracy: 100.00%
[2025-09-24T23:09:24.725102] [INFO ] [CONFIGURE ] ABEV: Best feature set (1 features): ['add_pbf_vs_sma_5']
[2025-09-24T23:09:24.725137] [INFO ] [CONFIGURE ] ABEV: Improvement over baseline: 10.00%
[2025-09-24T23:09:24.725171] [INFO ] [CONFIGURE ] ABEV: Total time: 2.6 minutes
[2025-09-24T23:09:24.725204] [INFO ] [CONFIGURE ] ABEV: Average time per feature: 5.4 seconds
[2025-09-24T23:09:24.725237] [INFO ] [CONFIGURE ] ABEV: Average speed: 0.18 features/sec
[2025-09-24T23:09:24.725473] [INFO ] [LOCAL     ] Saved 1 optimal features for ABEV to ./output/feature-sets/ABEV.txt
[2025-09-24T23:09:24.725604] [INFO ] [LOCAL     ] Saved certainty 100.00% for ABEV to ./output/certainties/ABEV.txt
[2025-09-24T23:09:24.725651] [INFO ] [CONFIGURE ] ABEV: Optimal features and certainty (100.00%) saved successfully.
[2025-09-24T23:09:24.725696] [INFO ] [sig       ] [6/2075] Successfully configured ABEV | 0.01 sym/s | Total: 12.9m | ETA: 74.2h
[2025-09-24T23:09:24.725738] [INFO ] [sig       ] [7/2075] Configuring ABR...
[2025-09-24T23:09:24.725778] [INFO ] [CONFIGURE ] ABR: Configurate test run.
[2025-09-24T23:09:24.725819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'.
[2025-09-24T23:09:25.099850] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ABR'.
[2025-09-24T23:09:25.100904] [INFO ] [CONFIGURE ] ABR: Testing with 29 available features
[2025-09-24T23:09:25.100962] [INFO ] [CONFIGURE ] ABR: Establishing baseline with no features...
[2025-09-24T23:09:30.225837] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:34.091162] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:34.554461] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:34.712241] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:09:34.851303] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:35.030465] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:35.217133] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:35.364704] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:09:35.548843] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:35.723210] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:35.723359] [INFO ] [CONFIGURE ] ABR: Baseline score (no features): 20.00%
[2025-09-24T23:09:35.723412] [INFO ] [CONFIGURE ] ABR: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:09:35.723456] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:09:35.892074] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:36.153864] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:36.315162] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:36.521196] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:09:36.677481] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:36.840562] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:37.003353] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:37.206777] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:37.378365] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:37.534536] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:37.534691] [INFO ] [CONFIGURE ] ABR: KEPT add_bollinger_bands (score: 40.00%)
[2025-09-24T23:09:37.534739] [INFO ] [CONFIGURE ] ABR: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:09:37.534776] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:09:37.721658] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:37.899426] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:38.087439] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:38.274506] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:09:38.453780] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:09:38.634499] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:38.847089] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:39.050711] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:39.283213] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:39.486015] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:39.486158] [INFO ] [CONFIGURE ] ABR: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-09-24T23:09:39.486206] [INFO ] [CONFIGURE ] ABR: Testing feature 3/29: add_daily_returns
[2025-09-24T23:09:39.486244] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T23:09:39.640470] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:39.786275] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:39.969494] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:40.159672] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:09:40.312469] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:40.473833] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:40.646550] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:40.799467] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:40.973887] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:41.174540] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:41.174674] [INFO ] [CONFIGURE ] ABR: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:09:41.174719] [INFO ] [CONFIGURE ] ABR: Testing feature 4/29: add_ema
[2025-09-24T23:09:41.174755] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T23:09:41.342297] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:41.517951] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:41.697140] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:41.879870] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:09:42.083338] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:42.304765] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:42.477724] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:42.668363] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:42.889486] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:43.097351] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:43.097515] [INFO ] [CONFIGURE ] ABR: DISCARDED add_ema (score: 40.00%)
[2025-09-24T23:09:43.097569] [INFO ] [CONFIGURE ] ABR: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:09:43.097614] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:09:43.286275] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:43.464669] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:43.732099] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:43.986619] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:09:44.216462] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:44.412302] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:44.607578] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:44.797796] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:45.006576] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:45.227784] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:45.227936] [INFO ] [CONFIGURE ] ABR: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-09-24T23:09:45.227996] [INFO ] [CONFIGURE ] ABR: Testing feature 6/29: add_failed_moves
[2025-09-24T23:09:45.228048] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-09-24T23:09:45.413304] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:45.576189] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:45.778162] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:45.945383] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:09:46.119565] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:46.302729] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:46.478530] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:46.657794] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:46.840769] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:47.015771] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:47.015914] [INFO ] [CONFIGURE ] ABR: DISCARDED add_failed_moves (score: 40.00%)
[2025-09-24T23:09:47.015962] [INFO ] [CONFIGURE ] ABR: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:09:47.016016] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-09-24T23:09:47.215961] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:47.375934] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:47.530920] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:47.725703] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:09:47.894939] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:48.054699] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:48.242527] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:48.416737] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:48.565388] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:48.736646] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:48.736794] [INFO ] [CONFIGURE ] ABR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-09-24T23:09:48.736839] [INFO ] [CONFIGURE ] ABR: Testing feature 8/29: add_macd
[2025-09-24T23:09:48.736877] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-09-24T23:09:48.979512] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:49.230320] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:49.450774] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:49.660284] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:09:49.870940] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:50.084964] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:50.306266] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:09:50.506100] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:50.755236] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:50.969859] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:50.970032] [INFO ] [CONFIGURE ] ABR: KEPT add_macd (score: 50.00%)
[2025-09-24T23:09:50.970099] [INFO ] [CONFIGURE ] ABR: Testing feature 9/29: add_mfi
[2025-09-24T23:09:50.970147] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-09-24T23:09:51.229218] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:51.452772] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:51.666820] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:51.887072] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:09:52.110964] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:52.374307] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:52.620288] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:09:52.842886] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:53.062245] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:53.301863] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:53.302043] [INFO ] [CONFIGURE ] ABR: DISCARDED add_mfi (score: 50.00%)
[2025-09-24T23:09:53.302092] [INFO ] [CONFIGURE ] ABR: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:09:53.302131] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:09:53.538445] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:53.775305] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:53.990227] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:09:54.328448] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:09:54.568588] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:54.811632] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:55.062460] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:09:55.325758] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:09:55.574137] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:09:55.880870] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:55.881039] [INFO ] [CONFIGURE ] ABR: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-09-24T23:09:55.881098] [INFO ] [CONFIGURE ] ABR: Testing feature 11/29: add_obv_daily
[2025-09-24T23:09:55.881140] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-09-24T23:09:56.089608] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:56.317570] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:56.532691] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:09:56.755357] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:09:56.971534] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:09:57.243821] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:57.476583] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:09:57.698615] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:09:57.906007] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:09:58.122938] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:09:58.123129] [INFO ] [CONFIGURE ] ABR: KEPT add_obv_daily (score: 60.00%)
[2025-09-24T23:09:58.123194] [INFO ] [CONFIGURE ] ABR: Testing feature 12/29: add_obv_interval
[2025-09-24T23:09:58.123248] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_obv_interval']
[2025-09-24T23:09:58.360123] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:09:58.616064] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:09:58.837174] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:09:59.073218] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:09:59.346033] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:09:59.584306] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:09:59.804858] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:00.061406] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:00.329966] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:00.556076] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:00.556244] [INFO ] [CONFIGURE ] ABR: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T23:10:00.556292] [INFO ] [CONFIGURE ] ABR: Testing feature 13/29: add_opening_strength
[2025-09-24T23:10:00.556333] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:10:00.817312] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:01.051014] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:01.292146] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:01.540583] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:10:01.778400] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:02.007189] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:02.289737] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:02.512309] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:10:02.733314] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:02.965063] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:02.965222] [INFO ] [CONFIGURE ] ABR: DISCARDED add_opening_strength (score: 50.00%)
[2025-09-24T23:10:02.965269] [INFO ] [CONFIGURE ] ABR: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:10:02.965308] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-09-24T23:10:03.227738] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:03.461312] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:03.797373] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:04.033220] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:04.308272] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:04.552965] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:04.791222] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:05.034863] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:05.275267] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:05.525048] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:05.525223] [INFO ] [CONFIGURE ] ABR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:10:05.525287] [INFO ] [CONFIGURE ] ABR: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:10:05.525340] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-09-24T23:10:05.782076] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:05.998291] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:06.238309] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:06.788955] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:06.998042] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:07.232369] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:07.528685] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:07.741246] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:07.956242] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:08.210901] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:08.211123] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T23:10:08.211190] [INFO ] [CONFIGURE ] ABR: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:10:08.211234] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-09-24T23:10:08.441090] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:08.658149] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:08.873761] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:09.090667] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:09.357051] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:10:09.585718] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:09.792082] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:10.046952] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:10:10.311416] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:10.544101] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:10.544255] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-09-24T23:10:10.544301] [INFO ] [CONFIGURE ] ABR: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:10:10.544340] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_return_2d']
[2025-09-24T23:10:10.808153] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:11.024030] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:11.259586] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:11.516334] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:11.740220] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:11.976594] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:12.244275] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:12.501003] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:12.723797] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:12.953062] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:12.953216] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T23:10:12.953263] [INFO ] [CONFIGURE ] ABR: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:10:12.953302] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-09-24T23:10:13.183087] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:13.437627] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:13.661920] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:13.893978] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:14.095746] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:14.309857] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:14.578851] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:14.792076] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:15.119006] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:15.369378] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:15.369527] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:10:15.369583] [INFO ] [CONFIGURE ] ABR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:10:15.369627] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-09-24T23:10:15.597998] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:15.868250] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:16.108440] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:16.313504] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:16.546757] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:16.772829] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:16.994704] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:17.251762] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:17.473831] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:17.695036] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:17.695189] [INFO ] [CONFIGURE ] ABR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T23:10:17.695247] [INFO ] [CONFIGURE ] ABR: Testing feature 20/29: add_price_rejection
[2025-09-24T23:10:17.695286] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_price_rejection']
[2025-09-24T23:10:17.924018] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:18.151176] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:18.389941] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:18.655652] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:18.880849] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:19.142690] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:19.370826] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:19.610745] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:19.845665] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:20.107680] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:20.107820] [INFO ] [CONFIGURE ] ABR: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T23:10:20.107875] [INFO ] [CONFIGURE ] ABR: Testing feature 21/29: add_range_position
[2025-09-24T23:10:20.107914] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-09-24T23:10:20.335356] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:20.582321] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:10:20.815772] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:21.054622] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:21.300230] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:21.535761] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:21.866099] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:22.114110] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:22.380277] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:22.606877] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:22.607044] [INFO ] [CONFIGURE ] ABR: KEPT add_range_position (score: 70.00%)
[2025-09-24T23:10:22.607104] [INFO ] [CONFIGURE ] ABR: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:10:22.607146] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position', 'add_realized_volatility']
[2025-09-24T23:10:22.928609] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:23.196096] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:10:23.478169] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:23.727957] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:24.055736] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:24.340107] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:10:24.617053] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:24.885442] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:25.158700] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:10:25.435232] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:25.435397] [INFO ] [CONFIGURE ] ABR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-09-24T23:10:25.435445] [INFO ] [CONFIGURE ] ABR: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:10:25.435484] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position', 'add_recent_range_context']
[2025-09-24T23:10:25.752593] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:26.007239] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:10:26.272706] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:26.515402] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:26.757591] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:27.008451] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:27.279700] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:27.545538] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:27.800237] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:28.053442] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:28.053602] [INFO ] [CONFIGURE ] ABR: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:10:28.053650] [INFO ] [CONFIGURE ] ABR: Testing feature 24/29: add_rsi
[2025-09-24T23:10:28.053689] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position', 'add_ema', 'add_rsi']
[2025-09-24T23:10:28.324393] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:28.585707] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:28.864175] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:29.137813] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:29.423966] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:29.742573] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:30.038951] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:30.332822] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:10:30.592865] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:30.867626] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:30.867783] [INFO ] [CONFIGURE ] ABR: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T23:10:30.867831] [INFO ] [CONFIGURE ] ABR: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:10:30.867871] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position', 'add_tick_distribution']
[2025-09-24T23:10:31.127756] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:31.909905] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:10:32.152845] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:32.395680] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:32.641350] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:32.896352] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:10:33.144272] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:33.383700] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:33.630305] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:33.928579] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:33.928728] [INFO ] [CONFIGURE ] ABR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-09-24T23:10:33.928777] [INFO ] [CONFIGURE ] ABR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:10:33.928815] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-09-24T23:10:34.198422] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:34.456639] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:10:34.702389] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:35.038798] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:35.312036] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:35.571511] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:10:35.819556] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:36.070391] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:36.338564] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:36.609692] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:36.609846] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:10:36.609893] [INFO ] [CONFIGURE ] ABR: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:10:36.609932] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position', 'add_volume_price_divergence']
[2025-09-24T23:10:36.871303] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:37.140225] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:10:37.383954] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:37.649661] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:37.935610] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:38.210637] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:10:38.461647] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:38.740643] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:39.000083] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:39.264134] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:39.264300] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-09-24T23:10:39.264352] [INFO ] [CONFIGURE ] ABR: Testing feature 28/29: add_volume_profile
[2025-09-24T23:10:39.264395] [INFO ] [CONFIGURE ] ABR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position', 'add_volume_profile']
[2025-09-24T23:10:39.510158] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:39.750724] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:10:40.067511] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:40.326036] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:40.566727] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:40.817716] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:10:41.063394] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:10:41.317670] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:10:41.573107] [DEBUG] [FORECASTER] ABR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:41.853738] [DEBUG] [FORECASTER] ABR: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:10:41.853896] [INFO ] [CONFIGURE ] ABR: DISCARDED add_volume_profile (score: 60.00%)
[2025-09-24T23:10:41.853944] [INFO ] [CONFIGURE ] ABR: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:10:41.853979] [INFO ] [CONFIGURE ] ABR: Best accuracy: 70.00%
[2025-09-24T23:10:41.854029] [INFO ] [CONFIGURE ] ABR: Best feature set (5 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily', 'add_range_position']
[2025-09-24T23:10:41.854064] [INFO ] [CONFIGURE ] ABR: Improvement over baseline: 50.00%
[2025-09-24T23:10:41.854095] [INFO ] [CONFIGURE ] ABR: Total time: 1.1 minutes
[2025-09-24T23:10:41.854126] [INFO ] [CONFIGURE ] ABR: Average time per feature: 2.4 seconds
[2025-09-24T23:10:41.854157] [INFO ] [CONFIGURE ] ABR: Average speed: 0.44 features/sec
[2025-09-24T23:10:41.854397] [INFO ] [LOCAL     ] Saved 5 optimal features for ABR to ./output/feature-sets/ABR.txt
[2025-09-24T23:10:41.854511] [INFO ] [LOCAL     ] Saved certainty 70.00% for ABR to ./output/certainties/ABR.txt
[2025-09-24T23:10:41.854548] [INFO ] [CONFIGURE ] ABR: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T23:10:41.854586] [INFO ] [sig       ] [7/2075] Successfully configured ABR | 0.01 sym/s | Total: 14.2m | ETA: 69.9h
[2025-09-24T23:10:41.854619] [INFO ] [sig       ] [8/2075] Configuring ACEL...
[2025-09-24T23:10:41.854651] [INFO ] [CONFIGURE ] ACEL: Configurate test run.
[2025-09-24T23:10:41.854683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-09-24T23:10:42.222581] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACEL'.
[2025-09-24T23:10:42.223687] [INFO ] [CONFIGURE ] ACEL: Testing with 29 available features
[2025-09-24T23:10:42.223744] [INFO ] [CONFIGURE ] ACEL: Establishing baseline with no features...
[2025-09-24T23:10:42.361824] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:42.511410] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:10:42.637592] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:42.779376] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:10:42.924701] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:43.101965] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:10:43.238521] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:10:43.386359] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:10:43.518559] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:43.667936] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:10:43.668076] [INFO ] [CONFIGURE ] ACEL: Baseline score (no features): 50.00%
[2025-09-24T23:10:43.668120] [INFO ] [CONFIGURE ] ACEL: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:10:43.668155] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:10:43.818407] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:43.972582] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:10:44.208770] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:44.384821] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:44.542108] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:44.689769] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:10:44.834160] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:10:45.001473] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:10:45.176836] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:45.350332] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:10:45.350464] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-09-24T23:10:45.350513] [INFO ] [CONFIGURE ] ACEL: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:10:45.350550] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:10:45.503737] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:45.671604] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:10:45.835008] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:45.986659] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:10:46.160971] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:10:46.309463] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:10:46.480533] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:10:46.643143] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:10:46.819792] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:46.988883] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:10:46.989063] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-09-24T23:10:46.989118] [INFO ] [CONFIGURE ] ACEL: Testing feature 3/29: add_daily_returns
[2025-09-24T23:10:46.989158] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns']
[2025-09-24T23:10:47.167475] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:47.312086] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:10:47.455322] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:47.588337] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:10:47.738529] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:47.877100] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:10:48.020068] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:10:48.185356] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:10:48.337274] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:48.504274] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:10:48.504442] [INFO ] [CONFIGURE ] ACEL: KEPT add_daily_returns (score: 60.00%)
[2025-09-24T23:10:48.504489] [INFO ] [CONFIGURE ] ACEL: Testing feature 4/29: add_ema
[2025-09-24T23:10:48.504525] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_ema']
[2025-09-24T23:10:48.669881] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:48.837030] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:10:49.008137] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:10:49.213465] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:10:49.408696] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:10:49.580852] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:10:49.738286] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:10:49.899043] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:10:50.083564] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:10:50.268695] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:10:50.268835] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_ema (score: 60.00%)
[2025-09-24T23:10:50.268880] [INFO ] [CONFIGURE ] ACEL: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:10:50.268916] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:10:50.465140] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:10:50.653672] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:10:50.835465] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:10:51.053746] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:10:51.612761] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:10:54.518237] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:11:00.045257] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:00.289914] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:00.516320] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:00.733963] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:00.734123] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-09-24T23:11:00.734172] [INFO ] [CONFIGURE ] ACEL: Testing feature 6/29: add_failed_moves
[2025-09-24T23:11:00.734210] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-09-24T23:11:00.896621] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:01.059863] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:01.235774] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:01.409875] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:01.579198] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:01.803964] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:01.955766] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:02.159452] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:02.328070] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:02.492235] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:02.492396] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:11:02.492449] [INFO ] [CONFIGURE ] ACEL: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:11:02.492493] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-09-24T23:11:03.515425] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:03.673679] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:04.553018] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:04.850445] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:04.994495] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:05.221230] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:05.362711] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:05.514790] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:05.734020] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:05.871882] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:05.872027] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-09-24T23:11:05.872072] [INFO ] [CONFIGURE ] ACEL: Testing feature 8/29: add_macd
[2025-09-24T23:11:05.872109] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-09-24T23:11:06.075301] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:06.319078] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:06.533877] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:07.024640] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:07.369655] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:07.577849] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:07.804123] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:08.038964] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:08.261150] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:11:08.484103] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:08.484314] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_macd (score: 30.00%)
[2025-09-24T23:11:08.484383] [INFO ] [CONFIGURE ] ACEL: Testing feature 9/29: add_mfi
[2025-09-24T23:11:08.484427] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-09-24T23:11:08.869175] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:09.489541] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:09.648450] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:09.866023] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:10.023912] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:11.031844] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:11.241833] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:11.507936] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:12.506180] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:12.671590] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:12.671771] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_mfi (score: 50.00%)
[2025-09-24T23:11:12.671832] [INFO ] [CONFIGURE ] ACEL: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:11:12.671889] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:11:12.909662] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:13.100958] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:13.278590] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:14.793672] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:15.018666] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:11:15.248109] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:15.451052] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:15.703241] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:18.489774] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:11:18.704959] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:18.705122] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T23:11:18.705169] [INFO ] [CONFIGURE ] ACEL: Testing feature 11/29: add_obv_daily
[2025-09-24T23:11:18.705209] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-09-24T23:11:18.884385] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:19.087643] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:11:20.794168] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:20.965475] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:21.168517] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:21.387388] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:21.563243] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:21.774162] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:11:21.937209] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:11:22.093360] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:22.093493] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T23:11:22.093539] [INFO ] [CONFIGURE ] ACEL: Testing feature 12/29: add_obv_interval
[2025-09-24T23:11:22.093578] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-09-24T23:11:22.441085] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:22.607941] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:22.754345] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:22.918818] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:23.099568] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:11:23.262086] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:23.422288] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:23.591651] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:23.754044] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:23.930318] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:23.930487] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_obv_interval (score: 40.00%)
[2025-09-24T23:11:23.930546] [INFO ] [CONFIGURE ] ACEL: Testing feature 13/29: add_opening_strength
[2025-09-24T23:11:23.930594] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T23:11:24.121521] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:11:26.768342] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:26.937971] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:27.138314] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:27.340981] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:27.562085] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:11:27.729797] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:27.898938] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:28.065504] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:28.248186] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:28.248336] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:11:28.248390] [INFO ] [CONFIGURE ] ACEL: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:11:28.248433] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-09-24T23:11:28.413440] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:11:28.576299] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:28.790924] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:29.003879] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:29.220482] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:29.469878] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:29.635454] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:29.807128] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:11:30.023231] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:11:30.219416] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:30.219563] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:11:30.219609] [INFO ] [CONFIGURE ] ACEL: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:11:30.219647] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-09-24T23:11:30.372611] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:30.535876] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:30.742249] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:30.880640] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:31.119844] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:31.279193] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:31.853198] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:32.008107] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:32.209168] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:32.367068] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:32.367211] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-09-24T23:11:32.367257] [INFO ] [CONFIGURE ] ACEL: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:11:32.367294] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-09-24T23:11:32.697730] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:32.874494] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:33.143254] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:33.318037] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:33.500356] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:11:33.682850] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:33.859343] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:34.048453] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:34.251436] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:34.575421] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:34.575574] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T23:11:34.575632] [INFO ] [CONFIGURE ] ACEL: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:11:34.575674] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-09-24T23:11:34.744802] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:34.936589] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:35.123877] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:35.300705] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:35.501853] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:35.755829] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:35.936196] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:36.143930] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:11:36.321942] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:36.514255] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:36.514399] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-09-24T23:11:36.514446] [INFO ] [CONFIGURE ] ACEL: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:11:36.514483] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-09-24T23:11:36.681128] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:36.834129] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:37.002520] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:37.198528] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:37.372119] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:37.532208] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:37.705311] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:37.882174] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:38.059701] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:38.236636] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:38.236798] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:11:38.236857] [INFO ] [CONFIGURE ] ACEL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:11:38.236902] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-09-24T23:11:38.406494] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:38.586652] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:38.837875] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:38.988707] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:39.159734] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:39.351148] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:39.517277] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:39.687761] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:39.917231] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:40.098073] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:40.098219] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-09-24T23:11:40.098264] [INFO ] [CONFIGURE ] ACEL: Testing feature 20/29: add_price_rejection
[2025-09-24T23:11:40.098301] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-09-24T23:11:40.307524] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:40.488302] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:40.677715] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:40.857019] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:41.058389] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:41.261256] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:41.444454] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:41.613291] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:41.807790] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:41.980559] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:41.980724] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T23:11:41.980784] [INFO ] [CONFIGURE ] ACEL: Testing feature 21/29: add_range_position
[2025-09-24T23:11:41.980851] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-09-24T23:11:42.214687] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:42.433578] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:42.634255] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:42.878276] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:43.045771] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:43.226849] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:43.405361] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:43.569878] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:43.759068] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:11:43.958572] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:43.958733] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_range_position (score: 50.00%)
[2025-09-24T23:11:43.958778] [INFO ] [CONFIGURE ] ACEL: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:11:43.958816] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-09-24T23:11:44.145095] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:44.338618] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:44.523484] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:44.727521] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:44.906837] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:45.088353] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:45.277397] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:45.466857] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:45.661031] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:45.848561] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:45.848722] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T23:11:45.848774] [INFO ] [CONFIGURE ] ACEL: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:11:45.848817] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-09-24T23:11:46.006899] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:46.175531] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:11:46.345749] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:11:46.527314] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:11:46.684734] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:11:46.858495] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:47.024198] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:11:47.222691] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:47.379890] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:47.551217] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:47.551365] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_recent_range_context (score: 40.00%)
[2025-09-24T23:11:47.551410] [INFO ] [CONFIGURE ] ACEL: Testing feature 24/29: add_rsi
[2025-09-24T23:11:47.551448] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-09-24T23:11:47.750361] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:11:47.926393] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:11:48.117216] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:48.294372] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:48.477681] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:48.668603] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:48.839378] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:49.019288] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:49.203130] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:49.386793] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:49.386953] [INFO ] [CONFIGURE ] ACEL: KEPT add_rsi (score: 80.00%)
[2025-09-24T23:11:49.387021] [INFO ] [CONFIGURE ] ACEL: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:11:49.387075] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-09-24T23:11:49.578890] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:11:49.779691] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:11:49.990496] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:50.244126] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:50.428055] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:50.623016] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:50.834758] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:51.039779] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:51.237150] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:51.430019] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:51.430182] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_tick_distribution (score: 80.00%)
[2025-09-24T23:11:51.430242] [INFO ] [CONFIGURE ] ACEL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:11:51.430290] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-09-24T23:11:51.615115] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:51.837250] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:11:52.034880] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:52.248982] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:52.450162] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:52.635797] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:52.857240] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:53.063671] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:53.283405] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:53.483323] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:53.483479] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-09-24T23:11:53.483524] [INFO ] [CONFIGURE ] ACEL: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:11:53.483562] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-09-24T23:11:53.692607] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:11:53.911439] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:11:54.115622] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:54.329054] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:54.593506] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:54.785959] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:55.037303] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:55.256660] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:55.452881] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:55.653331] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:55.653524] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-09-24T23:11:55.653578] [INFO ] [CONFIGURE ] ACEL: Testing feature 28/29: add_volume_profile
[2025-09-24T23:11:55.653624] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-09-24T23:11:55.878910] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:11:56.066248] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:11:56.257748] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:56.457896] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:56.644862] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:56.833101] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:57.019949] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:57.237158] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:57.429042] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:57.617696] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:57.617847] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_volume_profile (score: 80.00%)
[2025-09-24T23:11:57.617894] [INFO ] [CONFIGURE ] ACEL: Testing feature 29/29: add_vwap
[2025-09-24T23:11:57.617931] [INFO ] [CONFIGURE ] ACEL: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi', 'add_vwap']
[2025-09-24T23:11:57.823320] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:11:58.013907] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:11:58.215046] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:11:58.459028] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:11:58.649935] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:11:58.864490] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:11:59.064284] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:11:59.256874] [DEBUG] [FORECASTER] ACEL: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:11:59.459629] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:11:59.658209] [DEBUG] [FORECASTER] ACEL: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:11:59.658374] [INFO ] [CONFIGURE ] ACEL: DISCARDED add_vwap (score: 80.00%)
[2025-09-24T23:11:59.658426] [INFO ] [CONFIGURE ] ACEL: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:11:59.658469] [INFO ] [CONFIGURE ] ACEL: Best accuracy: 80.00%
[2025-09-24T23:11:59.658511] [INFO ] [CONFIGURE ] ACEL: Best feature set (3 features): ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-09-24T23:11:59.658552] [INFO ] [CONFIGURE ] ACEL: Improvement over baseline: 30.00%
[2025-09-24T23:11:59.658590] [INFO ] [CONFIGURE ] ACEL: Total time: 1.3 minutes
[2025-09-24T23:11:59.658628] [INFO ] [CONFIGURE ] ACEL: Average time per feature: 2.6 seconds
[2025-09-24T23:11:59.658667] [INFO ] [CONFIGURE ] ACEL: Average speed: 0.38 features/sec
[2025-09-24T23:11:59.658928] [INFO ] [LOCAL     ] Saved 3 optimal features for ACEL to ./output/feature-sets/ACEL.txt
[2025-09-24T23:11:59.659067] [INFO ] [LOCAL     ] Saved certainty 80.00% for ACEL to ./output/certainties/ACEL.txt
[2025-09-24T23:11:59.659114] [INFO ] [CONFIGURE ] ACEL: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:11:59.659158] [INFO ] [sig       ] [8/2075] Successfully configured ACEL | 0.01 sym/s | Total: 15.5m | ETA: 66.7h
[2025-09-24T23:11:59.659200] [INFO ] [sig       ] [9/2075] Configuring ACHR...
[2025-09-24T23:11:59.659239] [INFO ] [CONFIGURE ] ACHR: Configurate test run.
[2025-09-24T23:11:59.659279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'.
[2025-09-24T23:12:00.019656] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACHR'.
[2025-09-24T23:12:00.020714] [INFO ] [CONFIGURE ] ACHR: Testing with 29 available features
[2025-09-24T23:12:00.020769] [INFO ] [CONFIGURE ] ACHR: Establishing baseline with no features...
[2025-09-24T23:12:00.205840] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:12:00.345658] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:00.501981] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:00.664981] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:00.803655] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:00.933725] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:01.082543] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:01.233488] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:01.380722] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:01.538145] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:01.538277] [INFO ] [CONFIGURE ] ACHR: Baseline score (no features): 50.00%
[2025-09-24T23:12:01.538332] [INFO ] [CONFIGURE ] ACHR: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:12:01.538369] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:12:01.686546] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:01.846551] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:02.019639] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:02.210247] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:02.364502] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:02.542819] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:02.701700] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:02.895844] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:03.049655] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:03.212264] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:03.212400] [INFO ] [CONFIGURE ] ACHR: KEPT add_bollinger_bands (score: 60.00%)
[2025-09-24T23:12:03.212442] [INFO ] [CONFIGURE ] ACHR: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:12:03.212478] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:12:03.401118] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:03.586624] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:03.764051] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:03.986872] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:04.184391] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:04.356425] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:04.552747] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:04.736337] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:04.921571] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:05.113235] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:05.113372] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T23:12:05.113419] [INFO ] [CONFIGURE ] ACHR: Testing feature 3/29: add_daily_returns
[2025-09-24T23:12:05.113458] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T23:12:05.282733] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:05.442962] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:05.609114] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:05.799488] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:05.971234] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:06.171970] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:06.335727] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:06.511617] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:06.671384] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:06.833262] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:06.833442] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:12:06.833514] [INFO ] [CONFIGURE ] ACHR: Testing feature 4/29: add_ema
[2025-09-24T23:12:06.833561] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T23:12:07.370260] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:07.565638] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:07.757183] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:07.926735] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:08.103978] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:08.292588] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:08.496096] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:08.695564] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:08.892824] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:09.071542] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:09.071742] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_ema (score: 30.00%)
[2025-09-24T23:12:09.071803] [INFO ] [CONFIGURE ] ACHR: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:12:09.071851] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:12:09.304845] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:09.530604] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:09.726256] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:09.907132] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:10.100685] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:10.311880] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:10.537190] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:10.759524] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:10.943451] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:11.137089] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:11.137232] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T23:12:11.137279] [INFO ] [CONFIGURE ] ACHR: Testing feature 6/29: add_failed_moves
[2025-09-24T23:12:11.137317] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-09-24T23:12:11.302138] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:11.496657] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:11.653305] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:11.827081] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:11.994390] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:12.214821] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:12.379578] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:12.557257] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:12.800667] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:12.974034] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:12.974177] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:12:12.974220] [INFO ] [CONFIGURE ] ACHR: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:12:12.974257] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-09-24T23:12:13.164446] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:13.335783] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:13.529539] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:13.710620] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:13.889540] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:14.062449] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:14.242405] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:14.411165] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:12:14.634237] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:14.791038] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:14.791200] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-09-24T23:12:14.791261] [INFO ] [CONFIGURE ] ACHR: Testing feature 8/29: add_macd
[2025-09-24T23:12:14.791309] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-09-24T23:12:14.999297] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:15.224949] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:15.424036] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:15.675390] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:15.929826] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:24.758418] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:24.972231] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:12:25.197733] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:12:25.386618] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:12:25.600629] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:25.600790] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_macd (score: 50.00%)
[2025-09-24T23:12:25.600845] [INFO ] [CONFIGURE ] ACHR: Testing feature 9/29: add_mfi
[2025-09-24T23:12:25.600889] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-09-24T23:12:25.795070] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:25.957856] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:26.166112] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:26.333174] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:26.518333] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:26.696045] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:26.894049] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:27.075086] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:27.322559] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:27.543791] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:27.543942] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:12:27.543994] [INFO ] [CONFIGURE ] ACHR: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:12:27.544031] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:12:27.726259] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:12:27.915587] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:28.108465] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:28.279046] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:28.474936] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:28.660537] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:28.849184] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:12:29.050866] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:29.232349] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:29.431803] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:29.431966] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T23:12:29.432028] [INFO ] [CONFIGURE ] ACHR: Testing feature 11/29: add_obv_daily
[2025-09-24T23:12:29.432075] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-09-24T23:12:29.587784] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:29.754065] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:29.910770] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:30.066904] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:30.235949] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:30.406007] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:30.570513] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:30.727711] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:12:30.890618] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:12:31.071402] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:31.071562] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_obv_daily (score: 40.00%)
[2025-09-24T23:12:31.071615] [INFO ] [CONFIGURE ] ACHR: Testing feature 12/29: add_obv_interval
[2025-09-24T23:12:31.071678] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-09-24T23:12:31.219134] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:31.861173] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:32.014646] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:32.219860] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:32.371429] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:32.543795] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:32.700766] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:32.857495] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:33.066656] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:33.232338] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:33.232503] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_obv_interval (score: 40.00%)
[2025-09-24T23:12:33.232553] [INFO ] [CONFIGURE ] ACHR: Testing feature 13/29: add_opening_strength
[2025-09-24T23:12:33.232594] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:12:33.396792] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:12:33.577253] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:12:33.740029] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:33.917928] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:34.122051] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:34.286418] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:34.446811] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:12:34.697326] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:12:34.888604] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:35.071263] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:35.071422] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:12:35.071472] [INFO ] [CONFIGURE ] ACHR: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:12:35.071514] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-09-24T23:12:35.255126] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:35.419707] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:35.605096] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:35.779632] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:35.952186] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:36.142902] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:36.320246] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:36.552758] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:12:36.741341] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:36.931087] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:36.931236] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:12:36.931281] [INFO ] [CONFIGURE ] ACHR: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:12:36.931320] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-09-24T23:12:37.111633] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:37.264866] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:37.424920] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:37.590945] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:37.742842] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:37.910271] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:38.066859] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:12:38.227015] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:38.382546] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:38.537992] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:38.538138] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-09-24T23:12:38.538185] [INFO ] [CONFIGURE ] ACHR: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:12:38.538222] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-09-24T23:12:38.701667] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:38.973372] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:39.212737] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:39.384146] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:39.541653] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:39.714438] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:39.880136] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:40.036602] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:40.214890] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:40.391904] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:40.392056] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:12:40.392101] [INFO ] [CONFIGURE ] ACHR: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:12:40.392137] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-09-24T23:12:40.543873] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:40.710953] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:40.875147] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:41.060819] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:41.242757] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:41.405734] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:41.573774] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:41.786573] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:41.956277] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:42.134196] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:42.134336] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-09-24T23:12:42.134384] [INFO ] [CONFIGURE ] ACHR: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:12:42.134422] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-09-24T23:12:42.295174] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:42.440908] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:42.603476] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:42.770954] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:42.942835] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:43.100973] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:43.263608] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:12:43.413113] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:43.575957] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:43.750844] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:43.751014] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:12:43.751079] [INFO ] [CONFIGURE ] ACHR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:12:43.751125] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-09-24T23:12:43.924128] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:44.081975] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:44.240727] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:44.430014] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:44.582393] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:44.754476] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:44.917654] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:45.089309] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:45.244153] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:45.395014] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:45.395161] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T23:12:45.395208] [INFO ] [CONFIGURE ] ACHR: Testing feature 20/29: add_price_rejection
[2025-09-24T23:12:45.395247] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-09-24T23:12:45.562589] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:45.737403] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:45.898489] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:46.073547] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:46.238652] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:46.414286] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:46.585256] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:46.752170] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:46.927723] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:47.122245] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:47.122375] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_price_rejection (score: 40.00%)
[2025-09-24T23:12:47.122419] [INFO ] [CONFIGURE ] ACHR: Testing feature 21/29: add_range_position
[2025-09-24T23:12:47.122454] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-09-24T23:12:47.300223] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:47.468212] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:47.652051] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:47.841677] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:48.020362] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:48.233517] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:48.398123] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:48.580050] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:48.773930] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:12:48.968093] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:48.968254] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_range_position (score: 30.00%)
[2025-09-24T23:12:48.968304] [INFO ] [CONFIGURE ] ACHR: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:12:48.968347] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-09-24T23:12:49.154268] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:49.409931] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:49.596040] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:49.797508] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:49.979555] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:50.216824] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:50.401706] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:50.585936] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:50.812598] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:51.011596] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:51.011748] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_realized_volatility (score: 50.00%)
[2025-09-24T23:12:51.011799] [INFO ] [CONFIGURE ] ACHR: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:12:51.011857] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-09-24T23:12:51.287120] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:51.446562] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:51.618549] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:51.789489] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:51.947306] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:52.231472] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:52.421419] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:52.597621] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:52.794176] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:52.964870] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:52.965028] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_recent_range_context (score: 50.00%)
[2025-09-24T23:12:52.965075] [INFO ] [CONFIGURE ] ACHR: Testing feature 24/29: add_rsi
[2025-09-24T23:12:52.965114] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-09-24T23:12:53.198074] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:53.383156] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:53.560272] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:53.752202] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:53.939508] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:54.130504] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:54.320260] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:12:54.528098] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:54.734325] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:54.923742] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:12:54.923911] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_rsi (score: 30.00%)
[2025-09-24T23:12:54.923971] [INFO ] [CONFIGURE ] ACHR: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:12:54.924076] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-09-24T23:12:55.098201] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:55.267505] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:55.417170] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:12:55.611764] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:12:55.807948] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:55.973322] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:56.143805] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:56.319855] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:56.480007] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:56.654555] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:56.654720] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_tick_distribution (score: 60.00%)
[2025-09-24T23:12:56.654771] [INFO ] [CONFIGURE ] ACHR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:12:56.654814] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-09-24T23:12:56.837066] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:57.002910] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:57.207921] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:57.374415] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:57.542234] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:12:57.718808] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:12:57.887025] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:58.055585] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:12:58.226059] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:12:58.405262] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:12:58.405438] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:12:58.405490] [INFO ] [CONFIGURE ] ACHR: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:12:58.405532] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-09-24T23:12:58.582322] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:12:58.742196] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:12:58.913783] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:12:59.087345] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:12:59.259372] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:12:59.428263] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:12:59.606446] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:12:59.773318] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:12:59.954456] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:13:00.174774] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:13:00.174930] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-09-24T23:13:00.174997] [INFO ] [CONFIGURE ] ACHR: Testing feature 28/29: add_volume_profile
[2025-09-24T23:13:00.175046] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-09-24T23:13:00.366881] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:13:00.525480] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:13:00.697181] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:13:00.881915] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:13:01.055083] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:13:01.212594] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:13:01.561889] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:13:01.848155] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:13:02.037415] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:13:05.067783] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:13:05.067916] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_volume_profile (score: 60.00%)
[2025-09-24T23:13:05.067965] [INFO ] [CONFIGURE ] ACHR: Testing feature 29/29: add_vwap
[2025-09-24T23:13:05.068015] [INFO ] [CONFIGURE ] ACHR: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-09-24T23:13:05.245919] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:13:13.860769] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:13:14.021603] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:13:14.195411] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:13:14.366515] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:13:14.526001] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:13:14.687163] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:13:14.840885] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:15.052632] [DEBUG] [FORECASTER] ACHR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:13:15.233488] [DEBUG] [FORECASTER] ACHR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:13:15.233636] [INFO ] [CONFIGURE ] ACHR: DISCARDED add_vwap (score: 40.00%)
[2025-09-24T23:13:15.233695] [INFO ] [CONFIGURE ] ACHR: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:13:15.233737] [INFO ] [CONFIGURE ] ACHR: Best accuracy: 60.00%
[2025-09-24T23:13:15.233774] [INFO ] [CONFIGURE ] ACHR: Best feature set (1 features): ['add_bollinger_bands']
[2025-09-24T23:13:15.233808] [INFO ] [CONFIGURE ] ACHR: Improvement over baseline: 10.00%
[2025-09-24T23:13:15.233841] [INFO ] [CONFIGURE ] ACHR: Total time: 1.2 minutes
[2025-09-24T23:13:15.233873] [INFO ] [CONFIGURE ] ACHR: Average time per feature: 2.5 seconds
[2025-09-24T23:13:15.233907] [INFO ] [CONFIGURE ] ACHR: Average speed: 0.39 features/sec
[2025-09-24T23:13:15.234155] [INFO ] [LOCAL     ] Saved 1 optimal features for ACHR to ./output/feature-sets/ACHR.txt
[2025-09-24T23:13:15.234275] [INFO ] [LOCAL     ] Saved certainty 60.00% for ACHR to ./output/certainties/ACHR.txt
[2025-09-24T23:13:15.234316] [INFO ] [CONFIGURE ] ACHR: Optimal features and certainty (60.00%) saved successfully.
[2025-09-24T23:13:15.234356] [INFO ] [sig       ] [9/2075] Successfully configured ACHR | 0.01 sym/s | Total: 16.8m | ETA: 64.1h
[2025-09-24T23:13:15.234392] [INFO ] [sig       ] [10/2075] Configuring ACI...
[2025-09-24T23:13:15.234434] [INFO ] [CONFIGURE ] ACI: Configurate test run.
[2025-09-24T23:13:15.234480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-09-24T23:13:15.597156] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACI'.
[2025-09-24T23:13:15.598186] [INFO ] [CONFIGURE ] ACI: Testing with 29 available features
[2025-09-24T23:13:15.598238] [INFO ] [CONFIGURE ] ACI: Establishing baseline with no features...
[2025-09-24T23:13:15.742094] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:15.917512] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:16.045494] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:13:16.169422] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:16.289094] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:16.424104] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:16.564886] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:16.703347] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:16.827412] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:16.949571] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:13:16.949710] [INFO ] [CONFIGURE ] ACI: Baseline score (no features): 40.00%
[2025-09-24T23:13:16.949759] [INFO ] [CONFIGURE ] ACI: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:13:16.949798] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:13:17.095344] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:17.243469] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:17.403753] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:13:17.560632] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:17.711608] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:17.859824] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:17.997974] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:18.157267] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:18.318950] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:13:18.461687] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:18.461840] [INFO ] [CONFIGURE ] ACI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-09-24T23:13:18.461888] [INFO ] [CONFIGURE ] ACI: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:13:18.461926] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:13:18.715049] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:18.882517] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:19.203419] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:13:19.365567] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:27.378446] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:27.560319] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:28.619928] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:28.770786] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:28.941005] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:29.100958] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:29.101094] [INFO ] [CONFIGURE ] ACI: KEPT add_cumulative_delta (score: 60.00%)
[2025-09-24T23:13:29.101142] [INFO ] [CONFIGURE ] ACI: Testing feature 3/29: add_daily_returns
[2025-09-24T23:13:29.101181] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:13:29.250568] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:29.395447] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:13:29.553419] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:13:29.709564] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:29.864109] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:30.028750] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:30.194588] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:30.346132] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:30.498454] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:30.646658] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:30.646808] [INFO ] [CONFIGURE ] ACI: DISCARDED add_daily_returns (score: 50.00%)
[2025-09-24T23:13:30.646864] [INFO ] [CONFIGURE ] ACI: Testing feature 4/29: add_ema
[2025-09-24T23:13:30.646904] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T23:13:30.808321] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:30.993213] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:31.166514] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:13:31.327782] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:31.671856] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:32.076022] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:32.252579] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:32.435439] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:32.616562] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:32.790468] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:32.790618] [INFO ] [CONFIGURE ] ACI: DISCARDED add_ema (score: 60.00%)
[2025-09-24T23:13:32.790664] [INFO ] [CONFIGURE ] ACI: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:13:32.790703] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:13:32.958793] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:33.134366] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:33.339681] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:13:33.506961] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:33.709766] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:33.883116] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:34.382916] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:34.573651] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:35.803170] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:13:36.004841] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:36.005007] [INFO ] [CONFIGURE ] ACI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-09-24T23:13:36.005064] [INFO ] [CONFIGURE ] ACI: Testing feature 6/29: add_failed_moves
[2025-09-24T23:13:36.005105] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-09-24T23:13:36.261746] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:36.447154] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:36.650704] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:13:40.350681] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:40.558614] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:45.485631] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:45.723645] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:45.983271] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:46.185716] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:46.381045] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:46.381168] [INFO ] [CONFIGURE ] ACI: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:13:46.381211] [INFO ] [CONFIGURE ] ACI: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:13:46.381246] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T23:13:46.548652] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:46.775271] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:46.939352] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:13:47.192185] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:47.394172] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:47.555564] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:47.708134] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:47.858967] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:48.028184] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:48.194977] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:48.195145] [INFO ] [CONFIGURE ] ACI: DISCARDED add_lag_shelf (score: 60.00%)
[2025-09-24T23:13:48.195192] [INFO ] [CONFIGURE ] ACI: Testing feature 8/29: add_macd
[2025-09-24T23:13:48.195232] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T23:13:48.424433] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:48.633581] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:48.867817] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:13:49.110524] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:13:49.305389] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:13:49.515355] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:49.739792] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:49.963958] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:50.221104] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:50.433716] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:13:50.433877] [INFO ] [CONFIGURE ] ACI: DISCARDED add_macd (score: 40.00%)
[2025-09-24T23:13:50.433925] [INFO ] [CONFIGURE ] ACI: Testing feature 9/29: add_mfi
[2025-09-24T23:13:50.433966] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-09-24T23:13:50.605476] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:50.777460] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:50.947694] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:13:51.140208] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:51.424086] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:51.623976] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:51.838361] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:52.044163] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:52.261893] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:52.467662] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:52.467815] [INFO ] [CONFIGURE ] ACI: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:13:52.467864] [INFO ] [CONFIGURE ] ACI: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:13:52.467905] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:13:52.676908] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:52.870637] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:53.073755] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:13:53.285840] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:53.485606] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:53.676217] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:53.900238] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:54.128532] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:54.338923] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:54.548166] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:54.548320] [INFO ] [CONFIGURE ] ACI: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-09-24T23:13:54.548370] [INFO ] [CONFIGURE ] ACI: Testing feature 11/29: add_obv_daily
[2025-09-24T23:13:54.548415] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-09-24T23:13:54.783317] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:54.943632] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:55.139481] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:13:55.323814] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:55.511494] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:55.696449] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:13:55.890429] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:13:56.119796] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:56.317070] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:56.496064] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:56.496216] [INFO ] [CONFIGURE ] ACI: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:13:56.496263] [INFO ] [CONFIGURE ] ACI: Testing feature 12/29: add_obv_interval
[2025-09-24T23:13:56.496302] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-09-24T23:13:56.687372] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:56.864721] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:13:57.063279] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:13:57.237700] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:13:57.427524] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:13:57.626396] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:13:57.781042] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:13:58.107786] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:13:58.256802] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:13:58.406165] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:13:58.406305] [INFO ] [CONFIGURE ] ACI: KEPT add_obv_interval (score: 80.00%)
[2025-09-24T23:13:58.406351] [INFO ] [CONFIGURE ] ACI: Testing feature 13/29: add_opening_strength
[2025-09-24T23:13:58.406389] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:13:58.591143] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:13:58.776580] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:13:58.951343] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:13:59.123324] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:13:59.303616] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:13:59.505796] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:13:59.685504] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:13:59.855298] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:00.027992] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:00.215537] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:00.215684] [INFO ] [CONFIGURE ] ACI: DISCARDED add_opening_strength (score: 40.00%)
[2025-09-24T23:14:00.215730] [INFO ] [CONFIGURE ] ACI: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:14:00.215768] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-09-24T23:14:00.398548] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:00.587925] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:00.776264] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:00.970930] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:01.156557] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:01.339547] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:01.550275] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:01.726877] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:01.904396] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:02.097415] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:02.097549] [INFO ] [CONFIGURE ] ACI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:14:02.097603] [INFO ] [CONFIGURE ] ACI: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:14:02.097642] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-09-24T23:14:02.269232] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:02.433287] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:02.581657] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:14:02.739894] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:02.910010] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:03.077942] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:14:03.234185] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:03.393433] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:03.569975] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:03.726292] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:03.726448] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T23:14:03.726504] [INFO ] [CONFIGURE ] ACI: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:14:03.726545] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-09-24T23:14:03.884473] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:04.074240] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:04.254674] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:14:04.437266] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:04.609815] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:14:04.779994] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:04.947214] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:14:05.124493] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:05.309143] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:05.478610] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:14:05.478764] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T23:14:05.478829] [INFO ] [CONFIGURE ] ACI: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:14:05.478870] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_return_2d']
[2025-09-24T23:14:05.654306] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:14:05.834066] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:06.000204] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:06.195891] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:06.367937] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:14:06.569287] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:14:06.742144] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:14:06.929770] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:07.110768] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:07.302741] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:14:07.302892] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-09-24T23:14:07.302948] [INFO ] [CONFIGURE ] ACI: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:14:07.302999] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-09-24T23:14:07.462033] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:07.623390] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:07.776815] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:07.961611] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:08.123548] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:08.290227] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:08.452976] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:08.663883] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:08.823024] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:08.991453] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:08.991613] [INFO ] [CONFIGURE ] ACI: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:14:08.991672] [INFO ] [CONFIGURE ] ACI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:14:08.991717] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-09-24T23:14:09.202839] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:09.355678] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:09.509614] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:09.667603] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:09.836870] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:09.989961] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:10.168779] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:10.350743] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:10.527157] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:10.704629] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:14:10.704780] [INFO ] [CONFIGURE ] ACI: KEPT add_pbf_vs_sma_5 (score: 90.00%)
[2025-09-24T23:14:10.704831] [INFO ] [CONFIGURE ] ACI: Testing feature 20/29: add_price_rejection
[2025-09-24T23:14:10.704873] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-09-24T23:14:10.885040] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:11.392998] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:11.569740] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:11.742639] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:11.981617] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:12.215242] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:12.401682] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:12.574891] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:12.749407] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:12.928792] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:12.928935] [INFO ] [CONFIGURE ] ACI: DISCARDED add_price_rejection (score: 80.00%)
[2025-09-24T23:14:12.928980] [INFO ] [CONFIGURE ] ACI: Testing feature 21/29: add_range_position
[2025-09-24T23:14:12.929038] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-09-24T23:14:13.113818] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:13.298261] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:13.481229] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:14:13.728214] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:13.917514] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:14.133154] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:14.359701] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:14:14.548715] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:14.768635] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:14.968801] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:14.968947] [INFO ] [CONFIGURE ] ACI: DISCARDED add_range_position (score: 50.00%)
[2025-09-24T23:14:14.969004] [INFO ] [CONFIGURE ] ACI: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:14:14.969043] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-09-24T23:14:15.191948] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:15.399846] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:15.588185] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:15.795017] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:15.992115] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:16.239969] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:14:16.428691] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:14:16.620905] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:16.820430] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:17.016486] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:17.016639] [INFO ] [CONFIGURE ] ACI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-09-24T23:14:17.016686] [INFO ] [CONFIGURE ] ACI: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:14:17.016724] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-09-24T23:14:17.269133] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:17.449557] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:17.628233] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:17.793749] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:17.973658] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:18.204891] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:18.381177] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:18.566361] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:18.756509] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:18.931880] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:18.932038] [INFO ] [CONFIGURE ] ACI: DISCARDED add_recent_range_context (score: 80.00%)
[2025-09-24T23:14:18.932085] [INFO ] [CONFIGURE ] ACI: Testing feature 24/29: add_rsi
[2025-09-24T23:14:18.932125] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-09-24T23:14:19.193166] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:19.391942] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:19.584710] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:14:19.824587] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:20.040701] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:14:20.268310] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:20.475925] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:20.695581] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:20.884402] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:21.095305] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:21.095444] [INFO ] [CONFIGURE ] ACI: DISCARDED add_rsi (score: 40.00%)
[2025-09-24T23:14:21.095491] [INFO ] [CONFIGURE ] ACI: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:14:21.095529] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-09-24T23:14:21.264823] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:21.435184] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:21.602749] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:21.776872] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:21.945488] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:22.106477] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:14:22.276325] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:22.512811] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:22.692099] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:22.890179] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:14:22.890309] [INFO ] [CONFIGURE ] ACI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-09-24T23:14:22.890352] [INFO ] [CONFIGURE ] ACI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:14:22.890387] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-09-24T23:14:23.067151] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:23.273715] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:23.442349] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:23.618586] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:23.791487] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:23.956839] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:24.143025] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:14:24.324613] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:24.496929] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:24.679880] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:24.680034] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-09-24T23:14:24.680080] [INFO ] [CONFIGURE ] ACI: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:14:24.680118] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-09-24T23:14:24.852377] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:25.037206] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:25.238520] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:25.414199] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:25.611343] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:25.816139] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:14:25.993429] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:14:26.210792] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:26.402851] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:26.592087] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:26.592242] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:14:26.592289] [INFO ] [CONFIGURE ] ACI: Testing feature 28/29: add_volume_profile
[2025-09-24T23:14:26.592330] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-09-24T23:14:26.781466] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:26.952221] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:27.135273] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:14:27.318919] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:27.498272] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:27.709116] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:14:27.900052] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:14:28.081688] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:28.324253] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:28.510377] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:14:28.510521] [INFO ] [CONFIGURE ] ACI: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T23:14:28.510567] [INFO ] [CONFIGURE ] ACI: Testing feature 29/29: add_vwap
[2025-09-24T23:14:28.510604] [INFO ] [CONFIGURE ] ACI: Testing with features: ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-09-24T23:14:28.689637] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:28.859289] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:29.042081] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:14:29.225271] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:14:29.399193] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:29.576711] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:14:29.750610] [DEBUG] [FORECASTER] ACI: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:14:29.930633] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:14:30.127360] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:14:30.341756] [DEBUG] [FORECASTER] ACI: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:14:30.341936] [INFO ] [CONFIGURE ] ACI: DISCARDED add_vwap (score: 70.00%)
[2025-09-24T23:14:30.342011] [INFO ] [CONFIGURE ] ACI: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:14:30.342060] [INFO ] [CONFIGURE ] ACI: Best accuracy: 90.00%
[2025-09-24T23:14:30.342105] [INFO ] [CONFIGURE ] ACI: Best feature set (3 features): ['add_cumulative_delta', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-09-24T23:14:30.342147] [INFO ] [CONFIGURE ] ACI: Improvement over baseline: 50.00%
[2025-09-24T23:14:30.342187] [INFO ] [CONFIGURE ] ACI: Total time: 1.2 minutes
[2025-09-24T23:14:30.342228] [INFO ] [CONFIGURE ] ACI: Average time per feature: 2.5 seconds
[2025-09-24T23:14:30.342269] [INFO ] [CONFIGURE ] ACI: Average speed: 0.40 features/sec
[2025-09-24T23:14:30.342562] [INFO ] [LOCAL     ] Saved 3 optimal features for ACI to ./output/feature-sets/ACI.txt
[2025-09-24T23:14:30.342722] [INFO ] [LOCAL     ] Saved certainty 90.00% for ACI to ./output/certainties/ACI.txt
[2025-09-24T23:14:30.342774] [INFO ] [CONFIGURE ] ACI: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T23:14:30.342826] [INFO ] [sig       ] [10/2075] Successfully configured ACI | 0.01 sym/s | Total: 18.0m | ETA: 62.0h
[2025-09-24T23:14:30.342875] [INFO ] [sig       ] [11/2075] Configuring ACM...
[2025-09-24T23:14:30.342920] [INFO ] [CONFIGURE ] ACM: Configurate test run.
[2025-09-24T23:14:30.342964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-09-24T23:14:30.703432] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACM'.
[2025-09-24T23:14:30.704684] [INFO ] [CONFIGURE ] ACM: Testing with 29 available features
[2025-09-24T23:14:30.704753] [INFO ] [CONFIGURE ] ACM: Establishing baseline with no features...
[2025-09-24T23:14:30.833282] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:14:31.019272] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:31.161406] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:31.314308] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:31.445309] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:31.580590] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:32.219545] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:14:32.357567] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:32.484199] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:32.633387] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:32.633531] [INFO ] [CONFIGURE ] ACM: Baseline score (no features): 20.00%
[2025-09-24T23:14:32.633585] [INFO ] [CONFIGURE ] ACM: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:14:32.633628] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:14:32.766751] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:32.932415] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:33.075869] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:33.224387] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:33.369131] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:33.522421] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:33.663248] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:14:33.818110] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:33.955813] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:34.135216] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:34.135350] [INFO ] [CONFIGURE ] ACM: KEPT add_bollinger_bands (score: 30.00%)
[2025-09-24T23:14:34.135404] [INFO ] [CONFIGURE ] ACM: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:14:34.135442] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:14:34.300887] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:14:34.461039] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:34.633530] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:34.807382] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:34.980738] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:35.176331] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:14:35.378068] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:14:35.544480] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:35.708391] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:35.900356] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:35.900504] [INFO ] [CONFIGURE ] ACM: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-09-24T23:14:35.900560] [INFO ] [CONFIGURE ] ACM: Testing feature 3/29: add_daily_returns
[2025-09-24T23:14:35.900600] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T23:14:36.039127] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:14:36.196773] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:36.383840] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:36.535656] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:36.692722] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:36.851000] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:36.995733] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:37.175712] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:37.325749] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:37.473685] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:37.473840] [INFO ] [CONFIGURE ] ACM: DISCARDED add_daily_returns (score: 30.00%)
[2025-09-24T23:14:37.473904] [INFO ] [CONFIGURE ] ACM: Testing feature 4/29: add_ema
[2025-09-24T23:14:37.473944] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T23:14:37.653544] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:14:37.856399] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:38.027058] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:38.201553] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:38.360285] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:38.572937] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:14:38.781473] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:14:39.000446] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:39.185603] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:39.354851] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:39.355007] [INFO ] [CONFIGURE ] ACM: DISCARDED add_ema (score: 30.00%)
[2025-09-24T23:14:39.355055] [INFO ] [CONFIGURE ] ACM: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:14:39.355092] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:14:39.584950] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:39.855019] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:40.051537] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:40.254815] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:40.446367] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:40.625506] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:14:40.830717] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:41.020941] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:41.226205] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:41.462647] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:41.462819] [INFO ] [CONFIGURE ] ACM: KEPT add_exhaustion_signals (score: 50.00%)
[2025-09-24T23:14:41.462881] [INFO ] [CONFIGURE ] ACM: Testing feature 6/29: add_failed_moves
[2025-09-24T23:14:41.462931] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T23:14:41.706116] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:41.883043] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:42.261574] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:42.458262] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:42.643462] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:42.813706] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:14:43.001829] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:43.259606] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:43.482114] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:43.701831] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:43.701977] [INFO ] [CONFIGURE ] ACM: DISCARDED add_failed_moves (score: 50.00%)
[2025-09-24T23:14:43.702037] [INFO ] [CONFIGURE ] ACM: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:14:43.702075] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T23:14:43.921921] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:44.103638] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:44.302321] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:44.471318] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:44.651619] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:14:44.855405] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:45.038685] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:45.246734] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:45.417881] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:45.622890] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:45.623051] [INFO ] [CONFIGURE ] ACM: DISCARDED add_lag_shelf (score: 30.00%)
[2025-09-24T23:14:45.623108] [INFO ] [CONFIGURE ] ACM: Testing feature 8/29: add_macd
[2025-09-24T23:14:45.623148] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:14:45.854092] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:46.062251] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:46.271708] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:46.473482] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:46.665223] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:46.859530] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:47.054808] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:14:47.306674] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:47.528391] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:47.789182] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:47.789344] [INFO ] [CONFIGURE ] ACM: DISCARDED add_macd (score: 20.00%)
[2025-09-24T23:14:47.789392] [INFO ] [CONFIGURE ] ACM: Testing feature 9/29: add_mfi
[2025-09-24T23:14:47.789430] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-09-24T23:14:48.006407] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:48.291209] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:48.524672] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:48.714023] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:48.916354] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:49.113539] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:14:49.318177] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:49.584216] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:49.775891] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:49.993685] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:49.993845] [INFO ] [CONFIGURE ] ACM: DISCARDED add_mfi (score: 50.00%)
[2025-09-24T23:14:49.993897] [INFO ] [CONFIGURE ] ACM: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:14:49.993935] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:14:50.247051] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:14:50.448309] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:50.658087] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:50.869253] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:51.072296] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:14:51.298272] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:14:51.506968] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:51.700450] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:51.927435] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:52.147630] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:14:52.147795] [INFO ] [CONFIGURE ] ACM: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-09-24T23:14:52.147858] [INFO ] [CONFIGURE ] ACM: Testing feature 11/29: add_obv_daily
[2025-09-24T23:14:52.147903] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-09-24T23:14:52.346781] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:52.596351] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:52.824850] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:53.032910] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:53.267496] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:53.468634] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:53.677150] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:53.914323] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:54.092545] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:54.286855] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:54.287021] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_daily (score: 30.00%)
[2025-09-24T23:14:54.287077] [INFO ] [CONFIGURE ] ACM: Testing feature 12/29: add_obv_interval
[2025-09-24T23:14:54.287117] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-09-24T23:14:54.460664] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:54.634302] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:54.809693] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:54.995660] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:55.208792] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:55.458799] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:55.694305] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:14:55.898054] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:56.203682] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:56.394043] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:56.394190] [INFO ] [CONFIGURE ] ACM: DISCARDED add_obv_interval (score: 30.00%)
[2025-09-24T23:14:56.394235] [INFO ] [CONFIGURE ] ACM: Testing feature 13/29: add_opening_strength
[2025-09-24T23:14:56.394273] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:14:56.584133] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:56.826490] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:14:57.026602] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:57.220722] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:57.440140] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:57.651454] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:14:57.861101] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:14:58.044368] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:14:58.298585] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:14:58.523159] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:14:58.523308] [INFO ] [CONFIGURE ] ACM: DISCARDED add_opening_strength (score: 30.00%)
[2025-09-24T23:14:58.523351] [INFO ] [CONFIGURE ] ACM: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:14:58.523386] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-09-24T23:14:58.712077] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:14:58.911703] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:14:59.104828] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:14:59.346981] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:14:59.598663] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:14:59.831323] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:15:00.033311] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:00.292303] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:00.492443] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:02.713808] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:02.713981] [INFO ] [CONFIGURE ] ACM: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-09-24T23:15:02.714050] [INFO ] [CONFIGURE ] ACM: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:15:02.714098] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-09-24T23:15:03.301836] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:03.533910] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:03.750753] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:03.947676] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:04.164582] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:04.395075] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:15:04.624762] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:04.816524] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:05.007883] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:05.271418] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:05.271569] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-09-24T23:15:05.271629] [INFO ] [CONFIGURE ] ACM: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:15:05.271673] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-09-24T23:15:05.489233] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:05.682541] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:05.903180] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:06.089439] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:06.314333] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:06.552563] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:15:06.793254] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:15:07.009032] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:15:07.260701] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:07.462525] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:07.462673] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T23:15:07.462718] [INFO ] [CONFIGURE ] ACM: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:15:07.462758] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-09-24T23:15:07.650046] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:07.883007] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:08.096371] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:08.301699] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:08.485331] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:08.735910] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:15:08.992016] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:09.349121] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:12.150344] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:12.370600] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:12.370748] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-09-24T23:15:12.370797] [INFO ] [CONFIGURE ] ACM: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:15:12.370838] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-09-24T23:15:12.564039] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:12.753676] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:12.937260] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:13.369674] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:13.573577] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:15:13.772226] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:15:13.998810] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:14.234720] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:14.450164] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:14.632830] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:14.632977] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-09-24T23:15:14.633037] [INFO ] [CONFIGURE ] ACM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:15:14.633083] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-09-24T23:15:14.813911] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:15.085702] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:15.278191] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:15.502009] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:15.677529] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:15.855411] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:15:16.046623] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:16.252084] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:16.453564] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:16.639575] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:16.639726] [INFO ] [CONFIGURE ] ACM: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-09-24T23:15:16.639773] [INFO ] [CONFIGURE ] ACM: Testing feature 20/29: add_price_rejection
[2025-09-24T23:15:16.639810] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-09-24T23:15:16.834124] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:15:17.019152] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:17.238232] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:17.428249] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:17.696744] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:15:18.009303] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:15:18.226142] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:20.610520] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:21.137077] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:21.337000] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:21.337164] [INFO ] [CONFIGURE ] ACM: DISCARDED add_price_rejection (score: 30.00%)
[2025-09-24T23:15:21.337224] [INFO ] [CONFIGURE ] ACM: Testing feature 21/29: add_range_position
[2025-09-24T23:15:21.337270] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-09-24T23:15:21.560386] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:21.776902] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:15:21.978498] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:22.220556] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:22.432270] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:22.650749] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:15:22.864992] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:23.111337] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:23.331251] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:23.544685] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:23.544830] [INFO ] [CONFIGURE ] ACM: DISCARDED add_range_position (score: 30.00%)
[2025-09-24T23:15:23.544876] [INFO ] [CONFIGURE ] ACM: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:15:23.544913] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-09-24T23:15:23.760882] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:23.988165] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:24.212186] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:24.475218] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:24.732369] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:25.012080] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:15:25.260428] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:25.506788] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:25.834705] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:26.182069] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:26.182240] [INFO ] [CONFIGURE ] ACM: DISCARDED add_realized_volatility (score: 50.00%)
[2025-09-24T23:15:26.182304] [INFO ] [CONFIGURE ] ACM: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:15:26.182349] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-09-24T23:15:26.394880] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:26.621046] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:26.893970] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:29.652519] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:29.899189] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:30.098469] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:15:30.494158] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:30.702694] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:30.962370] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:31.146789] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:31.146935] [INFO ] [CONFIGURE ] ACM: DISCARDED add_recent_range_context (score: 40.00%)
[2025-09-24T23:15:31.146981] [INFO ] [CONFIGURE ] ACM: Testing feature 24/29: add_rsi
[2025-09-24T23:15:31.147035] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-09-24T23:15:31.371576] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:31.705519] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:32.485695] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:41.351654] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:41.598929] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:42.624202] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:15:43.013610] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:43.266583] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:43.544456] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:43.826577] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:43.826726] [INFO ] [CONFIGURE ] ACM: DISCARDED add_rsi (score: 40.00%)
[2025-09-24T23:15:43.826774] [INFO ] [CONFIGURE ] ACM: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:15:43.826813] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-09-24T23:15:44.047779] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:44.276555] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:15:45.234743] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:46.594597] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:46.793654] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:55.138353] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:15:57.834411] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:15:58.161290] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:15:58.378938] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:15:58.585958] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:15:58.586119] [INFO ] [CONFIGURE ] ACM: DISCARDED add_tick_distribution (score: 50.00%)
[2025-09-24T23:15:58.586166] [INFO ] [CONFIGURE ] ACM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:15:58.586202] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-09-24T23:15:58.792441] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:15:59.022464] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:15:59.224644] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:15:59.439338] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:15:59.645280] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:15:59.858761] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:16:00.077909] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:16:00.344945] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:16:00.566808] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:16:00.833590] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:16:00.833746] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-09-24T23:16:00.833813] [INFO ] [CONFIGURE ] ACM: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:16:00.833862] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-09-24T23:16:01.114008] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:16:01.333148] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:16:01.559559] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:16:01.869847] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:02.094549] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:16:10.782627] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:16:11.036359] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:16:11.261287] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:16:11.576275] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:16:11.853302] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:16:11.853487] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-09-24T23:16:11.853547] [INFO ] [CONFIGURE ] ACM: Testing feature 28/29: add_volume_profile
[2025-09-24T23:16:11.853592] [INFO ] [CONFIGURE ] ACM: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-09-24T23:16:12.086654] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:16:12.313713] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:16:12.570280] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:16:12.820388] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:13.056565] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:16:13.278634] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:16:13.517234] [DEBUG] [FORECASTER] ACM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:16:13.738973] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:16:13.971534] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:16:14.238503] [DEBUG] [FORECASTER] ACM: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:16:14.238656] [INFO ] [CONFIGURE ] ACM: DISCARDED add_volume_profile (score: 50.00%)
[2025-09-24T23:16:14.238703] [INFO ] [CONFIGURE ] ACM: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:16:14.238739] [INFO ] [CONFIGURE ] ACM: Best accuracy: 50.00%
[2025-09-24T23:16:14.238775] [INFO ] [CONFIGURE ] ACM: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:16:14.238813] [INFO ] [CONFIGURE ] ACM: Improvement over baseline: 30.00%
[2025-09-24T23:16:14.238847] [INFO ] [CONFIGURE ] ACM: Total time: 1.7 minutes
[2025-09-24T23:16:14.238879] [INFO ] [CONFIGURE ] ACM: Average time per feature: 3.6 seconds
[2025-09-24T23:16:14.238911] [INFO ] [CONFIGURE ] ACM: Average speed: 0.29 features/sec
[2025-09-24T23:16:14.239190] [INFO ] [LOCAL     ] Saved 3 optimal features for ACM to ./output/feature-sets/ACM.txt
[2025-09-24T23:16:14.239309] [INFO ] [LOCAL     ] Saved certainty 50.00% for ACM to ./output/certainties/ACM.txt
[2025-09-24T23:16:14.239349] [INFO ] [CONFIGURE ] ACM: Optimal features and certainty (50.00%) saved successfully.
[2025-09-24T23:16:14.239388] [INFO ] [sig       ] [11/2075] Successfully configured ACM | 0.01 sym/s | Total: 19.7m | ETA: 61.7h
[2025-09-24T23:16:14.239452] [INFO ] [sig       ] [12/2075] Configuring ACN...
[2025-09-24T23:16:14.239524] [INFO ] [CONFIGURE ] ACN: Configurate test run.
[2025-09-24T23:16:14.239564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-09-24T23:16:14.630504] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACN'.
[2025-09-24T23:16:14.631545] [INFO ] [CONFIGURE ] ACN: Testing with 29 available features
[2025-09-24T23:16:14.631599] [INFO ] [CONFIGURE ] ACN: Establishing baseline with no features...
[2025-09-24T23:16:14.792276] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:15.309307] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:15.497299] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:15.643402] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:15.802037] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:15.964833] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:16.136663] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:16.398569] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:16.537846] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:16.874474] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:16.874623] [INFO ] [CONFIGURE ] ACN: Baseline score (no features): 50.00%
[2025-09-24T23:16:16.874685] [INFO ] [CONFIGURE ] ACN: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:16:16.874731] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:16:17.496638] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:17.655737] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:25.777279] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:25.962110] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:26.206829] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:26.398517] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:26.572866] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:26.774513] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:26.956055] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:27.167605] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:27.167760] [INFO ] [CONFIGURE ] ACN: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:16:27.167805] [INFO ] [CONFIGURE ] ACN: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:16:27.167841] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:16:27.351174] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:27.584330] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:27.793006] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:27.981946] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:28.231086] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:28.423428] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:28.764053] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:28.940096] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:29.205055] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:29.374720] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:16:29.374864] [INFO ] [CONFIGURE ] ACN: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-09-24T23:16:29.374915] [INFO ] [CONFIGURE ] ACN: Testing feature 3/29: add_daily_returns
[2025-09-24T23:16:29.374957] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_daily_returns']
[2025-09-24T23:16:29.511746] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:29.669306] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:29.815711] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:30.015334] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:30.202862] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:30.340245] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:30.482053] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:30.631655] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:30.780549] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:16:30.930745] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:30.930900] [INFO ] [CONFIGURE ] ACN: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:16:30.930946] [INFO ] [CONFIGURE ] ACN: Testing feature 4/29: add_ema
[2025-09-24T23:16:30.930991] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_ema']
[2025-09-24T23:16:31.242723] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:31.408067] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:31.578237] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:31.744961] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:40.001173] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:40.215507] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:40.378362] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:16:40.555661] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:40.750634] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:16:40.930274] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:40.930449] [INFO ] [CONFIGURE ] ACN: DISCARDED add_ema (score: 30.00%)
[2025-09-24T23:16:40.930508] [INFO ] [CONFIGURE ] ACN: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:16:40.930561] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:16:41.098364] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:41.266515] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:41.429148] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:41.600655] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:16:41.826996] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:42.010516] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:42.224263] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:42.412257] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:42.606618] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:42.789789] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:42.789953] [INFO ] [CONFIGURE ] ACN: KEPT add_exhaustion_signals (score: 60.00%)
[2025-09-24T23:16:42.790013] [INFO ] [CONFIGURE ] ACN: Testing feature 6/29: add_failed_moves
[2025-09-24T23:16:42.790056] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T23:16:42.974720] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:43.151454] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:43.342030] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:43.517284] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:16:43.688627] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:43.866877] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:44.054782] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:44.227248] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:44.436942] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:44.614789] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:44.614943] [INFO ] [CONFIGURE ] ACN: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:16:44.614998] [INFO ] [CONFIGURE ] ACN: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:16:44.615037] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T23:16:44.799679] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:44.952658] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:45.134817] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:45.307276] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:16:45.485430] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:45.653730] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:45.818467] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:46.006446] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:46.201745] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:46.366140] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:46.366294] [INFO ] [CONFIGURE ] ACN: DISCARDED add_lag_shelf (score: 50.00%)
[2025-09-24T23:16:46.366339] [INFO ] [CONFIGURE ] ACN: Testing feature 8/29: add_macd
[2025-09-24T23:16:46.366377] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:16:46.568506] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:46.759060] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:54.947385] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:55.192542] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:16:55.391979] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:55.580606] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:55.787982] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:55.997055] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:56.222940] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:56.430076] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:56.430257] [INFO ] [CONFIGURE ] ACN: DISCARDED add_macd (score: 60.00%)
[2025-09-24T23:16:56.430312] [INFO ] [CONFIGURE ] ACN: Testing feature 9/29: add_mfi
[2025-09-24T23:16:56.430354] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-09-24T23:16:56.615972] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:56.806172] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:16:56.981142] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:57.210235] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:16:57.415956] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:57.688943] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:57.859907] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:16:58.057948] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:16:58.258930] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:16:58.459889] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:16:58.460064] [INFO ] [CONFIGURE ] ACN: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:16:58.460114] [INFO ] [CONFIGURE ] ACN: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:16:58.460153] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:16:58.661723] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:16:58.887042] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:16:59.098199] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:16:59.297414] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:16:59.492085] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:16:59.686520] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:16:59.893109] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:00.092758] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:00.292736] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:00.486934] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:00.487116] [INFO ] [CONFIGURE ] ACN: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T23:17:00.487178] [INFO ] [CONFIGURE ] ACN: Testing feature 11/29: add_obv_daily
[2025-09-24T23:17:00.487226] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-09-24T23:17:00.663500] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:00.846702] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:01.037702] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:01.216578] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:17:01.392943] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:17:01.576593] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:07.672037] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:10.084653] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:17:10.272028] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:10.484928] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:17:10.485101] [INFO ] [CONFIGURE ] ACN: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:17:10.485151] [INFO ] [CONFIGURE ] ACN: Testing feature 12/29: add_obv_interval
[2025-09-24T23:17:10.485190] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-09-24T23:17:10.664812] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:10.840887] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:11.065341] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:11.244016] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:17:11.434296] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:11.612425] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:11.815510] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:12.019210] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:12.220220] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:12.408005] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:12.408158] [INFO ] [CONFIGURE ] ACN: DISCARDED add_obv_interval (score: 40.00%)
[2025-09-24T23:17:12.408202] [INFO ] [CONFIGURE ] ACN: Testing feature 13/29: add_opening_strength
[2025-09-24T23:17:12.408239] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:17:12.598508] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:17:12.785438] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:17:12.975715] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:13.169873] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:13.355026] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:13.537096] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:13.718231] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:13.897086] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:14.080562] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:14.331811] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:14.332001] [INFO ] [CONFIGURE ] ACN: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:17:14.332053] [INFO ] [CONFIGURE ] ACN: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:17:14.332093] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-09-24T23:17:14.522348] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:14.703025] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:17:14.890967] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:15.083915] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:15.279694] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:15.473911] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:15.715087] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:15.910689] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:16.118731] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:16.478163] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:16.478323] [INFO ] [CONFIGURE ] ACN: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T23:17:16.478372] [INFO ] [CONFIGURE ] ACN: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:17:16.478410] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-09-24T23:17:16.656967] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:16.840459] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:17:21.942336] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:22.185319] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:30.364891] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:30.594446] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:30.776523] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:31.034031] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:31.204078] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:31.388000] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:31.388151] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-09-24T23:17:31.388200] [INFO ] [CONFIGURE ] ACN: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:17:31.388238] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-09-24T23:17:31.589954] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:31.775176] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:32.398922] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:32.589262] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:17:32.785970] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:33.074074] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:33.279733] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:33.508513] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:33.728155] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:33.946337] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:33.946488] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-09-24T23:17:33.946532] [INFO ] [CONFIGURE ] ACN: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:17:33.946567] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-09-24T23:17:34.167676] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:34.355638] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:34.579543] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:34.766404] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:34.978269] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:35.237732] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:35.442325] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:35.713237] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:35.911823] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:36.187296] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:36.187439] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T23:17:36.187484] [INFO ] [CONFIGURE ] ACN: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:17:36.187522] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-09-24T23:17:36.374994] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:36.528226] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:17:36.753446] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:17:36.919219] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:37.109659] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:37.281010] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:37.447945] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:37.621016] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:37.817730] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:37.987518] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:37.987665] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:17:37.987717] [INFO ] [CONFIGURE ] ACN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:17:37.987761] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-09-24T23:17:38.185833] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:38.351029] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:38.534982] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:38.702000] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:38.872993] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:39.040209] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:39.204103] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:39.388288] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:39.594519] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:39.775904] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:39.776061] [INFO ] [CONFIGURE ] ACN: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T23:17:39.776107] [INFO ] [CONFIGURE ] ACN: Testing feature 20/29: add_price_rejection
[2025-09-24T23:17:39.776144] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-09-24T23:17:40.021828] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:40.233189] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:40.428531] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:40.650797] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:40.826016] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:41.011698] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:41.249433] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:41.433004] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:41.663381] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:41.908551] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:41.908723] [INFO ] [CONFIGURE ] ACN: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T23:17:41.908788] [INFO ] [CONFIGURE ] ACN: Testing feature 21/29: add_range_position
[2025-09-24T23:17:41.908837] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-09-24T23:17:42.096836] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:42.310734] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:42.506782] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:42.727596] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:42.963259] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:43.240766] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:43.457710] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:43.680734] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:43.907628] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:44.212592] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:44.212769] [INFO ] [CONFIGURE ] ACN: DISCARDED add_range_position (score: 60.00%)
[2025-09-24T23:17:44.212817] [INFO ] [CONFIGURE ] ACN: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:17:44.212856] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-09-24T23:17:44.427495] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:44.697360] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:44.902320] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:45.112672] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:17:45.302749] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:45.539758] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:45.822948] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:46.046578] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:46.347820] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:46.591910] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:46.592081] [INFO ] [CONFIGURE ] ACN: DISCARDED add_realized_volatility (score: 40.00%)
[2025-09-24T23:17:46.592141] [INFO ] [CONFIGURE ] ACN: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:17:46.592183] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-09-24T23:17:46.793765] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:46.978609] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:47.247789] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:47.439283] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:47.650770] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:47.843951] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:48.043853] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:48.238131] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:48.434032] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:48.630316] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:48.630479] [INFO ] [CONFIGURE ] ACN: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:17:48.630539] [INFO ] [CONFIGURE ] ACN: Testing feature 24/29: add_rsi
[2025-09-24T23:17:48.630583] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-09-24T23:17:48.839771] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:49.042506] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:49.241832] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:49.522436] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:49.759903] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:49.969295] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:50.288491] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:50.492678] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:50.742079] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:17:51.059131] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:51.059290] [INFO ] [CONFIGURE ] ACN: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T23:17:51.059337] [INFO ] [CONFIGURE ] ACN: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:17:51.059376] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-09-24T23:17:51.254998] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:51.470445] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:51.668034] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:51.902398] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:17:52.123302] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:52.330436] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:52.515499] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:52.739208] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:52.934070] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:53.137858] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:53.138041] [INFO ] [CONFIGURE ] ACN: DISCARDED add_tick_distribution (score: 40.00%)
[2025-09-24T23:17:53.138097] [INFO ] [CONFIGURE ] ACN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:17:53.138141] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-09-24T23:17:53.366247] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:53.546175] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:53.768364] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:53.965253] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:17:54.178199] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:54.369966] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:54.563437] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:54.739623] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:55.053529] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:55.246030] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:55.246181] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-09-24T23:17:55.246229] [INFO ] [CONFIGURE ] ACN: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:17:55.246275] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-09-24T23:17:57.768858] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:17:57.994728] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:17:58.222636] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:17:58.471314] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:17:58.684654] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:17:58.880981] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:17:59.087401] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:17:59.292883] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:17:59.496221] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:17:59.797784] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:17:59.797959] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-09-24T23:17:59.798028] [INFO ] [CONFIGURE ] ACN: Testing feature 28/29: add_volume_profile
[2025-09-24T23:17:59.798070] [INFO ] [CONFIGURE ] ACN: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-09-24T23:18:00.005329] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:18:00.295455] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:00.476396] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:18:00.719430] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:18:00.920604] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:18:01.103115] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:18:01.307119] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:18:01.542575] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:18:01.762681] [DEBUG] [FORECASTER] ACN: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:18:02.319166] [DEBUG] [FORECASTER] ACN: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:02.319338] [INFO ] [CONFIGURE ] ACN: DISCARDED add_volume_profile (score: 40.00%)
[2025-09-24T23:18:02.319403] [INFO ] [CONFIGURE ] ACN: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:18:02.319451] [INFO ] [CONFIGURE ] ACN: Best accuracy: 60.00%
[2025-09-24T23:18:02.319497] [INFO ] [CONFIGURE ] ACN: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:18:02.319541] [INFO ] [CONFIGURE ] ACN: Improvement over baseline: 10.00%
[2025-09-24T23:18:02.319583] [INFO ] [CONFIGURE ] ACN: Total time: 1.8 minutes
[2025-09-24T23:18:02.319626] [INFO ] [CONFIGURE ] ACN: Average time per feature: 3.8 seconds
[2025-09-24T23:18:02.319669] [INFO ] [CONFIGURE ] ACN: Average speed: 0.28 features/sec
[2025-09-24T23:18:02.320030] [INFO ] [LOCAL     ] Saved 2 optimal features for ACN to ./output/feature-sets/ACN.txt
[2025-09-24T23:18:02.320229] [INFO ] [LOCAL     ] Saved certainty 60.00% for ACN to ./output/certainties/ACN.txt
[2025-09-24T23:18:02.320282] [INFO ] [CONFIGURE ] ACN: Optimal features and certainty (60.00%) saved successfully.
[2025-09-24T23:18:02.320339] [INFO ] [sig       ] [12/2075] Successfully configured ACN | 0.01 sym/s | Total: 21.5m | ETA: 61.7h
[2025-09-24T23:18:02.320389] [INFO ] [sig       ] [13/2075] Configuring ACP...
[2025-09-24T23:18:02.320442] [INFO ] [CONFIGURE ] ACP: Configurate test run.
[2025-09-24T23:18:02.320492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-09-24T23:18:02.808926] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACP'.
[2025-09-24T23:18:02.810128] [INFO ] [CONFIGURE ] ACP: Testing with 29 available features
[2025-09-24T23:18:02.810196] [INFO ] [CONFIGURE ] ACP: Establishing baseline with no features...
[2025-09-24T23:18:02.944362] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:18:03.090876] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:03.223215] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:03.375110] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:03.519705] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:18:03.699440] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:18:03.868342] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:04.011399] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:04.216147] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:04.402740] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:04.402875] [INFO ] [CONFIGURE ] ACP: Baseline score (no features): 50.00%
[2025-09-24T23:18:04.402927] [INFO ] [CONFIGURE ] ACP: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:18:04.402967] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:18:04.613760] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:18:04.815473] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:04.993139] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:05.246216] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:05.464764] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:18:05.723076] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:05.902243] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:06.120300] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:06.287539] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:06.579550] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:06.579692] [INFO ] [CONFIGURE ] ACP: KEPT add_bollinger_bands (score: 60.00%)
[2025-09-24T23:18:06.579740] [INFO ] [CONFIGURE ] ACP: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:18:06.579778] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:18:06.818322] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:18:07.015376] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:07.232502] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:07.523414] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:07.743302] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:08.780770] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:10.466313] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:10.734207] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:18:10.935102] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:18:11.157679] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:11.157823] [INFO ] [CONFIGURE ] ACP: KEPT add_cumulative_delta (score: 70.00%)
[2025-09-24T23:18:11.157869] [INFO ] [CONFIGURE ] ACP: Testing feature 3/29: add_daily_returns
[2025-09-24T23:18:11.157905] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:18:11.367113] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:11.550978] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:11.799747] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:12.040379] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:12.236009] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:12.439820] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:12.655870] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:12.844466] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:13.215641] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:13.457146] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:13.457297] [INFO ] [CONFIGURE ] ACP: KEPT add_daily_returns (score: 80.00%)
[2025-09-24T23:18:13.457345] [INFO ] [CONFIGURE ] ACP: Testing feature 4/29: add_ema
[2025-09-24T23:18:13.457383] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-09-24T23:18:13.689712] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:13.931575] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:14.149674] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:14.370414] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:14.653360] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:15.241749] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:17.252588] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:18.033625] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:18.302627] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:18.557712] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:18.557869] [INFO ] [CONFIGURE ] ACP: DISCARDED add_ema (score: 80.00%)
[2025-09-24T23:18:18.557915] [INFO ] [CONFIGURE ] ACP: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:18:18.557951] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:18:18.785496] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:19.003635] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:18:19.369773] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:19.587866] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:18:19.811922] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:18:20.065623] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:20.300178] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:20.571445] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:20.854646] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:21.095301] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:21.095453] [INFO ] [CONFIGURE ] ACP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-09-24T23:18:21.095500] [INFO ] [CONFIGURE ] ACP: Testing feature 6/29: add_failed_moves
[2025-09-24T23:18:21.095537] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-09-24T23:18:21.318139] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:21.503924] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:21.702196] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:21.919742] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:18:22.244047] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:22.494244] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:25.564115] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:25.786006] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:26.065324] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:18:26.269270] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:26.269425] [INFO ] [CONFIGURE ] ACP: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:18:26.269473] [INFO ] [CONFIGURE ] ACP: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:18:26.269514] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-09-24T23:18:26.502114] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:26.704524] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:26.899101] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:27.111499] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:27.328179] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:27.549639] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:27.761395] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:27.956890] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:28.160822] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:28.358584] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:28.358742] [INFO ] [CONFIGURE ] ACP: DISCARDED add_lag_shelf (score: 80.00%)
[2025-09-24T23:18:28.358789] [INFO ] [CONFIGURE ] ACP: Testing feature 8/29: add_macd
[2025-09-24T23:18:28.358828] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-09-24T23:18:28.582465] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:28.817236] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:18:29.084241] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:29.322248] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:29.550753] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:18:29.787087] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:30.048733] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:30.304101] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:30.551405] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:30.801897] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:30.802068] [INFO ] [CONFIGURE ] ACP: DISCARDED add_macd (score: 60.00%)
[2025-09-24T23:18:30.802117] [INFO ] [CONFIGURE ] ACP: Testing feature 9/29: add_mfi
[2025-09-24T23:18:30.802155] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-09-24T23:18:31.016928] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:31.378523] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:31.588879] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:31.849571] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:32.434801] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:32.674393] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:32.924076] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:33.226463] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:33.510068] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:35.809527] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:35.809778] [INFO ] [CONFIGURE ] ACP: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T23:18:35.809855] [INFO ] [CONFIGURE ] ACP: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:18:35.809918] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:18:36.633540] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:37.492030] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:37.727305] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:37.924186] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:38.279421] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:39.448970] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:40.031185] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:40.741856] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:18:41.065399] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:41.301654] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:18:41.301804] [INFO ] [CONFIGURE ] ACP: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-09-24T23:18:41.301852] [INFO ] [CONFIGURE ] ACP: Testing feature 11/29: add_obv_daily
[2025-09-24T23:18:41.301891] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-09-24T23:18:41.523144] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:18:41.750841] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:18:42.367920] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:18:42.641325] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:18:44.533260] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:18:52.919596] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:53.139456] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:53.343147] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:18:53.547648] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:18:55.233506] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:18:55.233666] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:18:55.233713] [INFO ] [CONFIGURE ] ACP: Testing feature 12/29: add_obv_interval
[2025-09-24T23:18:55.233753] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-09-24T23:18:55.673752] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:18:57.725838] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:18:57.946111] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:18:58.165464] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:18:58.352894] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:18:58.550816] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:18:58.783028] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:18:58.998772] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:19:03.707568] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:19:08.720603] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:19:08.720758] [INFO ] [CONFIGURE ] ACP: DISCARDED add_obv_interval (score: 70.00%)
[2025-09-24T23:19:08.720805] [INFO ] [CONFIGURE ] ACP: Testing feature 13/29: add_opening_strength
[2025-09-24T23:19:08.720844] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:19:08.935583] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:19:09.183217] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:19:09.392555] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:19:09.603952] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:19:09.827528] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:19:10.030376] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:19:10.261102] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:19:10.466007] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:19:10.670579] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:19:10.875311] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:19:10.875477] [INFO ] [CONFIGURE ] ACP: DISCARDED add_opening_strength (score: 80.00%)
[2025-09-24T23:19:10.875524] [INFO ] [CONFIGURE ] ACP: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:19:10.875561] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-09-24T23:19:11.159282] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:19:11.404223] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:19:11.640573] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:19:11.862426] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:19:12.203931] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:19:12.418535] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:19:12.744196] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:19:13.031672] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:19:13.281164] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:19:13.494650] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:19:13.494802] [INFO ] [CONFIGURE ] ACP: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-09-24T23:19:13.494860] [INFO ] [CONFIGURE ] ACP: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:19:13.494900] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-09-24T23:19:13.711957] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:19:22.698167] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:19:22.939146] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:19:23.226402] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:19:32.943895] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:19:33.650288] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:19:37.067474] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:19:46.885221] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:19:47.072361] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:19:47.374065] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:19:47.374206] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T23:19:47.374256] [INFO ] [CONFIGURE ] ACP: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:19:47.374296] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-09-24T23:19:47.567849] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:19:47.780865] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:19:47.985688] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:19:48.207004] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:19:48.969126] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:19:49.226527] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:19:49.510854] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:19:49.952364] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:19:50.268241] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:19:50.562309] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:19:50.562494] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T23:19:50.562559] [INFO ] [CONFIGURE ] ACP: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:19:50.562607] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-09-24T23:19:50.855321] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:19:51.050572] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:19:51.293367] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:19:51.589044] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:19:51.790336] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:19:51.979892] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:19:52.217991] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:19:52.427812] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:19:52.640662] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:19:52.956538] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:19:52.956684] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-09-24T23:19:52.956732] [INFO ] [CONFIGURE ] ACP: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:19:52.956770] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-09-24T23:20:01.378204] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:01.566228] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:01.753801] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:01.938355] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:02.143673] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:02.336208] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:02.524066] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:02.723455] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:20:02.903358] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:20:03.140335] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:03.140497] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:20:03.140547] [INFO ] [CONFIGURE ] ACP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:20:03.140586] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-09-24T23:20:03.324469] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:03.511541] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:03.697265] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:03.891784] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:04.082331] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:04.280247] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:04.453610] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:04.653974] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:20:04.849520] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:05.081021] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:05.081174] [INFO ] [CONFIGURE ] ACP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:20:05.081223] [INFO ] [CONFIGURE ] ACP: Testing feature 20/29: add_price_rejection
[2025-09-24T23:20:05.081263] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-09-24T23:20:05.270923] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:05.469118] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:05.705662] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:05.900880] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:06.109233] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:06.307369] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:06.503889] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:06.715840] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:20:06.923424] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:20:07.126820] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:07.126965] [INFO ] [CONFIGURE ] ACP: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:20:07.127019] [INFO ] [CONFIGURE ] ACP: Testing feature 21/29: add_range_position
[2025-09-24T23:20:07.127058] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-09-24T23:20:07.314527] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:07.512744] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:07.728909] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:07.934959] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:16.427615] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:16.634451] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:16.847433] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:17.049757] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:20:17.270539] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:17.478158] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:17.478313] [INFO ] [CONFIGURE ] ACP: KEPT add_range_position (score: 90.00%)
[2025-09-24T23:20:17.478360] [INFO ] [CONFIGURE ] ACP: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:20:17.478399] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_realized_volatility']
[2025-09-24T23:20:17.737481] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:17.978610] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:18.244545] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:18.484285] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:20:18.724515] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:18.967209] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:19.225855] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:19.458248] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:20:19.692634] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:19.946896] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:19.947069] [INFO ] [CONFIGURE ] ACP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:20:19.947121] [INFO ] [CONFIGURE ] ACP: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:20:19.947160] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_recent_range_context']
[2025-09-24T23:20:20.185179] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:20.431506] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:20.663909] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:20.882139] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:21.233011] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:21.589807] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:21.827889] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:22.092258] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:20:22.532353] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:22.786814] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:22.786968] [INFO ] [CONFIGURE ] ACP: DISCARDED add_recent_range_context (score: 80.00%)
[2025-09-24T23:20:22.787025] [INFO ] [CONFIGURE ] ACP: Testing feature 24/29: add_rsi
[2025-09-24T23:20:22.787065] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_ema', 'add_rsi']
[2025-09-24T23:20:23.110732] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:20:32.638605] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:32.891507] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:33.187652] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:33.485931] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:33.750254] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:34.008069] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:34.255610] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:20:34.520297] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:34.775285] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:34.775468] [INFO ] [CONFIGURE ] ACP: DISCARDED add_rsi (score: 70.00%)
[2025-09-24T23:20:34.775535] [INFO ] [CONFIGURE ] ACP: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:20:34.775584] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_tick_distribution']
[2025-09-24T23:20:34.990204] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:35.242496] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:35.468182] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:35.692788] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:35.897261] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:36.105695] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:36.331381] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:36.538846] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:20:36.754032] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:36.972406] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:36.972558] [INFO ] [CONFIGURE ] ACP: DISCARDED add_tick_distribution (score: 90.00%)
[2025-09-24T23:20:36.972606] [INFO ] [CONFIGURE ] ACP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:20:36.972646] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_volume_momentum_confirmation']
[2025-09-24T23:20:37.206645] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:37.408122] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:37.632579] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:37.851349] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:41.862097] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:45.775786] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:45.994285] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:46.229849] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:20:46.441454] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:46.717897] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:46.718081] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-09-24T23:20:46.718134] [INFO ] [CONFIGURE ] ACP: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:20:46.718173] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_volume_price_divergence']
[2025-09-24T23:20:46.928751] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:47.152785] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:20:47.388019] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:47.601422] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:47.811519] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:48.043566] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:48.274158] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:48.548569] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:20:48.798722] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:49.046506] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:49.046686] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-09-24T23:20:49.046750] [INFO ] [CONFIGURE ] ACP: Testing feature 28/29: add_volume_profile
[2025-09-24T23:20:49.046798] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_volume_profile']
[2025-09-24T23:20:49.259772] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:49.479832] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:49.701658] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:49.922030] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:20:50.139655] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:20:50.360299] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:50.578858] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:50.802844] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:20:51.012001] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:20:51.224556] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:20:51.224708] [INFO ] [CONFIGURE ] ACP: DISCARDED add_volume_profile (score: 90.00%)
[2025-09-24T23:20:51.224755] [INFO ] [CONFIGURE ] ACP: Testing feature 29/29: add_vwap
[2025-09-24T23:20:51.224793] [INFO ] [CONFIGURE ] ACP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position', 'add_vwap']
[2025-09-24T23:20:51.430700] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:20:51.644855] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:20:51.843108] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:20:52.060253] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:20:52.278866] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:20:52.497758] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:20:52.708213] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:20:52.918410] [DEBUG] [FORECASTER] ACP: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:01.404309] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:21:01.693267] [DEBUG] [FORECASTER] ACP: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:01.693438] [INFO ] [CONFIGURE ] ACP: DISCARDED add_vwap (score: 60.00%)
[2025-09-24T23:21:01.693488] [INFO ] [CONFIGURE ] ACP: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:21:01.693526] [INFO ] [CONFIGURE ] ACP: Best accuracy: 90.00%
[2025-09-24T23:21:01.693563] [INFO ] [CONFIGURE ] ACP: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-09-24T23:21:01.693603] [INFO ] [CONFIGURE ] ACP: Improvement over baseline: 40.00%
[2025-09-24T23:21:01.693639] [INFO ] [CONFIGURE ] ACP: Total time: 3.0 minutes
[2025-09-24T23:21:01.693672] [INFO ] [CONFIGURE ] ACP: Average time per feature: 6.1 seconds
[2025-09-24T23:21:01.693706] [INFO ] [CONFIGURE ] ACP: Average speed: 0.16 features/sec
[2025-09-24T23:21:01.693982] [INFO ] [LOCAL     ] Saved 4 optimal features for ACP to ./output/feature-sets/ACP.txt
[2025-09-24T23:21:01.694133] [INFO ] [LOCAL     ] Saved certainty 90.00% for ACP to ./output/certainties/ACP.txt
[2025-09-24T23:21:01.694176] [INFO ] [CONFIGURE ] ACP: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T23:21:01.694216] [INFO ] [sig       ] [13/2075] Successfully configured ACP | 0.01 sym/s | Total: 24.5m | ETA: 64.9h
[2025-09-24T23:21:01.694253] [INFO ] [sig       ] [14/2075] Configuring ACR...
[2025-09-24T23:21:01.694287] [INFO ] [CONFIGURE ] ACR: Configurate test run.
[2025-09-24T23:21:01.694322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'.
[2025-09-24T23:21:02.046801] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACR'.
[2025-09-24T23:21:02.047843] [INFO ] [CONFIGURE ] ACR: Testing with 29 available features
[2025-09-24T23:21:02.047898] [INFO ] [CONFIGURE ] ACR: Establishing baseline with no features...
[2025-09-24T23:21:02.181706] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:02.309943] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:02.431186] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:02.626803] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:02.760581] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:02.884429] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:03.019563] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:03.169239] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:03.300096] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:21:03.423928] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:21:03.424072] [INFO ] [CONFIGURE ] ACR: Baseline score (no features): 40.00%
[2025-09-24T23:21:03.424126] [INFO ] [CONFIGURE ] ACR: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:21:03.424169] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:21:03.568354] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:21:03.706849] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:03.883651] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:04.033024] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:04.178049] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:04.336961] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:04.485512] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:04.634381] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:04.790587] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:21:04.948586] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:04.948747] [INFO ] [CONFIGURE ] ACR: KEPT add_bollinger_bands (score: 50.00%)
[2025-09-24T23:21:04.948809] [INFO ] [CONFIGURE ] ACR: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:21:04.948858] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:21:05.115731] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:05.283958] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:05.454062] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:21:05.618335] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:05.781190] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:21:05.947599] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:06.135654] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:06.319975] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:06.496359] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:21:06.677800] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:06.677944] [INFO ] [CONFIGURE ] ACR: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-09-24T23:21:06.678000] [INFO ] [CONFIGURE ] ACR: Testing feature 3/29: add_daily_returns
[2025-09-24T23:21:06.678041] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T23:21:06.823727] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:06.978072] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:07.132965] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:07.292784] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:07.449234] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:07.613432] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:08.031139] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:08.235180] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:16.368366] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:21:16.667097] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:21:16.667273] [INFO ] [CONFIGURE ] ACR: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:21:16.667326] [INFO ] [CONFIGURE ] ACR: Testing feature 4/29: add_ema
[2025-09-24T23:21:16.667403] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T23:21:16.846344] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:17.030919] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:21:17.258770] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:21:17.429435] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:17.594761] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:17.773467] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:17.965627] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:18.170350] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:18.353929] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:21:18.540202] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:21:18.540361] [INFO ] [CONFIGURE ] ACR: DISCARDED add_ema (score: 40.00%)
[2025-09-24T23:21:18.540408] [INFO ] [CONFIGURE ] ACR: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:21:18.540446] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:21:18.713670] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:18.879672] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:19.067582] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:21:19.237778] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:19.469771] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:19.639689] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:19.821229] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:19.998086] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:20.225154] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:21:20.558410] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:21:20.558565] [INFO ] [CONFIGURE ] ACR: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-09-24T23:21:20.558613] [INFO ] [CONFIGURE ] ACR: Testing feature 6/29: add_failed_moves
[2025-09-24T23:21:20.558652] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-09-24T23:21:21.068778] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:21:21.404846] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:21.585839] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:22.081642] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:22.253781] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:22.412479] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:22.566425] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:22.733083] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:22.904119] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:21:26.091557] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:26.091795] [INFO ] [CONFIGURE ] ACR: DISCARDED add_failed_moves (score: 50.00%)
[2025-09-24T23:21:26.091873] [INFO ] [CONFIGURE ] ACR: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:21:26.091942] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-09-24T23:21:31.282323] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:21:31.427753] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:31.582449] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:21:31.741130] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:32.508401] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:32.674133] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:21:32.827065] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:33.066398] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:33.227971] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:21:33.387869] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:33.388028] [INFO ] [CONFIGURE ] ACR: DISCARDED add_lag_shelf (score: 40.00%)
[2025-09-24T23:21:33.388089] [INFO ] [CONFIGURE ] ACR: Testing feature 8/29: add_macd
[2025-09-24T23:21:33.388131] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-09-24T23:21:33.588924] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:33.786925] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:34.031676] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:34.242876] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:34.439028] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:34.646522] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:34.833415] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:35.018368] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:35.225574] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:21:35.424906] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:35.425078] [INFO ] [CONFIGURE ] ACR: KEPT add_macd (score: 60.00%)
[2025-09-24T23:21:35.425129] [INFO ] [CONFIGURE ] ACR: Testing feature 9/29: add_mfi
[2025-09-24T23:21:35.425168] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-09-24T23:21:35.629357] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:35.845953] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:36.060028] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:36.267637] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:36.473351] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:36.677855] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:36.894074] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:37.103206] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:37.316995] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:21:37.557077] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:37.557253] [INFO ] [CONFIGURE ] ACR: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:21:37.557306] [INFO ] [CONFIGURE ] ACR: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:21:37.557351] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:21:37.860295] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:38.102480] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:46.203403] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:46.434839] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:46.653872] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:46.869714] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:47.086522] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:47.312035] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:47.531381] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:21:47.749722] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:47.749902] [INFO ] [CONFIGURE ] ACR: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T23:21:47.749952] [INFO ] [CONFIGURE ] ACR: Testing feature 11/29: add_obv_daily
[2025-09-24T23:21:47.750006] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-09-24T23:21:47.983132] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:48.188707] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:48.385819] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:48.590775] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:48.828196] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:49.032028] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:49.230750] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:49.438696] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:21:49.660146] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:21:49.855479] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:49.855641] [INFO ] [CONFIGURE ] ACR: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T23:21:49.855688] [INFO ] [CONFIGURE ] ACR: Testing feature 12/29: add_obv_interval
[2025-09-24T23:21:49.855727] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-09-24T23:21:50.047892] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:50.267013] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:50.473378] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:50.669133] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:50.858066] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:21:51.047716] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:21:51.240639] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:21:51.432342] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:21:51.696086] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:21:51.884035] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:21:51.884190] [INFO ] [CONFIGURE ] ACR: KEPT add_obv_interval (score: 70.00%)
[2025-09-24T23:21:51.884237] [INFO ] [CONFIGURE ] ACR: Testing feature 13/29: add_opening_strength
[2025-09-24T23:21:51.884275] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:21:52.100820] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:21:52.312980] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:21:52.589642] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:21:52.833672] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:21:53.049418] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:01.150135] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:01.380160] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:01.609525] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:22:01.831541] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:22:02.072540] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:02.072707] [INFO ] [CONFIGURE ] ACR: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T23:22:02.072765] [INFO ] [CONFIGURE ] ACR: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:22:02.072811] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-09-24T23:22:02.454088] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:02.674870] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:22:02.895258] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:03.358635] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:03.575275] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:03.802997] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:04.045516] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:04.272217] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:22:04.496134] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:22:04.757156] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:04.757338] [INFO ] [CONFIGURE ] ACR: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:22:04.757401] [INFO ] [CONFIGURE ] ACR: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:22:04.757448] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-09-24T23:22:05.027523] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:05.235783] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:22:05.441099] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:05.638650] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:05.841436] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:06.039777] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:06.237495] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:06.434690] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:22:06.655164] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:22:06.854563] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:06.854717] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T23:22:06.854777] [INFO ] [CONFIGURE ] ACR: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:22:06.854831] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-09-24T23:22:07.056670] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:07.250130] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:22:07.444874] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:07.638561] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:07.872891] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:08.083899] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:16.297942] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:16.516340] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:22:16.763945] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:22:16.975716] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:16.975874] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T23:22:16.975925] [INFO ] [CONFIGURE ] ACR: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:22:16.975964] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_return_2d']
[2025-09-24T23:22:17.229089] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:17.450340] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:22:17.668130] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:17.979000] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:18.211151] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:18.466426] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:18.669894] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:18.900327] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:22:19.109491] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:22:19.416411] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:19.416551] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T23:22:19.416599] [INFO ] [CONFIGURE ] ACR: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:22:19.416638] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-09-24T23:22:19.616440] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:19.815671] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:22:20.015973] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:20.268704] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:20.478348] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:20.698337] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:20.891164] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:21.286768] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:22:21.492039] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:22:21.704773] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:21.704910] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:22:21.704958] [INFO ] [CONFIGURE ] ACR: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:22:21.705007] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-09-24T23:22:21.899272] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:22.110616] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:22:22.326555] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:22.529610] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:22.727718] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:22.932497] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:27.828199] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:31.232936] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:22:31.451310] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:22:31.733398] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:31.733546] [INFO ] [CONFIGURE ] ACR: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T23:22:31.733603] [INFO ] [CONFIGURE ] ACR: Testing feature 20/29: add_price_rejection
[2025-09-24T23:22:31.733644] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_price_rejection']
[2025-09-24T23:22:31.977053] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:32.577756] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:22:32.822898] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:33.117190] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:33.337915] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:33.564073] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:33.772395] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:22:34.322367] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:22:34.871343] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:22:35.464736] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:35.464904] [INFO ] [CONFIGURE ] ACR: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T23:22:35.464953] [INFO ] [CONFIGURE ] ACR: Testing feature 21/29: add_range_position
[2025-09-24T23:22:35.465003] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_range_position']
[2025-09-24T23:22:35.692930] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:35.941716] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:22:36.180355] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:36.448716] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:37.210299] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:37.447546] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:37.710233] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:37.960042] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:22:46.639004] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:22:47.437593] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:47.437751] [INFO ] [CONFIGURE ] ACR: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T23:22:47.437817] [INFO ] [CONFIGURE ] ACR: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:22:47.437865] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_realized_volatility']
[2025-09-24T23:22:47.700211] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:48.022910] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:22:48.275590] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:48.580932] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:48.836807] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:49.124792] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:49.400279] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:49.860054] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:22:50.220226] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:22:50.487317] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:50.487480] [INFO ] [CONFIGURE ] ACR: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T23:22:50.487529] [INFO ] [CONFIGURE ] ACR: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:22:50.487567] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_recent_range_context']
[2025-09-24T23:22:50.744478] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:22:50.995598] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:22:51.279377] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:22:51.586928] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:22:51.870087] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:22:52.099750] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:22:52.415706] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:22:52.644015] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:22:52.917939] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:22:53.643921] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:22:53.644213] [INFO ] [CONFIGURE ] ACR: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:22:53.644367] [INFO ] [CONFIGURE ] ACR: Testing feature 24/29: add_rsi
[2025-09-24T23:22:53.644458] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-09-24T23:23:02.106500] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:23:02.409425] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:23:02.782655] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:23:03.065078] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:23:03.904803] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:04.613635] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:23:04.870620] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:23:05.241379] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:23:05.497741] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:23:05.841701] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:23:05.841872] [INFO ] [CONFIGURE ] ACR: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T23:23:05.841926] [INFO ] [CONFIGURE ] ACR: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:23:05.841971] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_tick_distribution']
[2025-09-24T23:23:06.055676] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:23:06.306772] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:23:06.555223] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:23:06.783053] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:23:07.019077] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:07.247994] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:23:07.476693] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:23:07.721278] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:23:07.955544] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:23:16.789018] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:23:16.789196] [INFO ] [CONFIGURE ] ACR: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:23:16.789245] [INFO ] [CONFIGURE ] ACR: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:23:16.789286] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-09-24T23:23:17.050448] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:23:17.275836] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:23:17.510695] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:23:17.747129] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:23:17.985692] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:18.250140] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:23:18.504058] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:23:18.716950] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:23:18.944753] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:23:19.169861] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:23:19.170046] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-09-24T23:23:19.170114] [INFO ] [CONFIGURE ] ACR: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:23:19.170165] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_price_divergence']
[2025-09-24T23:23:19.259886] [FATAL] [FORECASTER] Failed to test lookback=11: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:19.349124] [FATAL] [FORECASTER] Failed to test lookback=10: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:19.441818] [FATAL] [FORECASTER] Failed to test lookback=9: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:19.549591] [FATAL] [FORECASTER] Failed to test lookback=8: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:19.652102] [FATAL] [FORECASTER] Failed to test lookback=7: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:19.756383] [FATAL] [FORECASTER] Failed to test lookback=6: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:19.850259] [FATAL] [FORECASTER] Failed to test lookback=5: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:19.946833] [FATAL] [FORECASTER] Failed to test lookback=4: [23:23:19] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:20.042625] [FATAL] [FORECASTER] Failed to test lookback=3: [23:23:20] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:20.140151] [FATAL] [FORECASTER] Failed to test lookback=2: [23:23:20] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:23:20.140337] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-09-24T23:23:20.140389] [INFO ] [CONFIGURE ] ACR: Testing feature 28/29: add_volume_profile
[2025-09-24T23:23:20.140429] [INFO ] [CONFIGURE ] ACR: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_volume_profile']
[2025-09-24T23:23:20.356539] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:23:20.624878] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:23:20.860512] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:23:21.088004] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:23:21.329198] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:21.554506] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:23:21.784618] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:23:22.023517] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:23:22.363576] [DEBUG] [FORECASTER] ACR: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:23:22.611669] [DEBUG] [FORECASTER] ACR: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:23:22.611825] [INFO ] [CONFIGURE ] ACR: DISCARDED add_volume_profile (score: 60.00%)
[2025-09-24T23:23:22.611873] [INFO ] [CONFIGURE ] ACR: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:23:22.611911] [INFO ] [CONFIGURE ] ACR: Best accuracy: 70.00%
[2025-09-24T23:23:22.611949] [INFO ] [CONFIGURE ] ACR: Best feature set (4 features): ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-09-24T23:23:22.611992] [INFO ] [CONFIGURE ] ACR: Improvement over baseline: 30.00%
[2025-09-24T23:23:22.612030] [INFO ] [CONFIGURE ] ACR: Total time: 2.3 minutes
[2025-09-24T23:23:22.612063] [INFO ] [CONFIGURE ] ACR: Average time per feature: 5.0 seconds
[2025-09-24T23:23:22.612096] [INFO ] [CONFIGURE ] ACR: Average speed: 0.21 features/sec
[2025-09-24T23:23:22.612349] [INFO ] [LOCAL     ] Saved 4 optimal features for ACR to ./output/feature-sets/ACR.txt
[2025-09-24T23:23:22.612475] [INFO ] [LOCAL     ] Saved certainty 70.00% for ACR to ./output/certainties/ACR.txt
[2025-09-24T23:23:22.612516] [INFO ] [CONFIGURE ] ACR: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T23:23:22.612556] [INFO ] [sig       ] [14/2075] Successfully configured ACR | 0.01 sym/s | Total: 26.9m | ETA: 66.0h
[2025-09-24T23:23:22.612592] [INFO ] [sig       ] [15/2075] Configuring ACRE...
[2025-09-24T23:23:22.612625] [INFO ] [CONFIGURE ] ACRE: Configurate test run.
[2025-09-24T23:23:22.612664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-09-24T23:23:22.970687] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACRE'.
[2025-09-24T23:23:22.972090] [INFO ] [CONFIGURE ] ACRE: Testing with 29 available features
[2025-09-24T23:23:22.972237] [INFO ] [CONFIGURE ] ACRE: Establishing baseline with no features...
[2025-09-24T23:23:23.188583] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:23:31.626324] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:31.780700] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:31.907839] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:32.387944] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:32.610803] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:23:32.752114] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:23:32.916542] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:23:33.058207] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:23:33.198237] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:23:33.198406] [INFO ] [CONFIGURE ] ACRE: Baseline score (no features): 60.00%
[2025-09-24T23:23:33.198474] [INFO ] [CONFIGURE ] ACRE: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:23:33.198532] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:23:33.351908] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:23:33.496599] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:33.662098] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:33.809516] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:33.987859] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:23:34.170521] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:23:34.338707] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:23:34.511981] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:23:34.668286] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:23:34.873463] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:23:34.873611] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:23:34.873653] [INFO ] [CONFIGURE ] ACRE: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:23:34.873688] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:23:35.025249] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:23:35.206318] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:35.373832] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:35.600792] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:35.758740] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:23:35.941161] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:23:36.115375] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:23:36.279776] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:23:36.462184] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:23:36.634300] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:23:36.634447] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T23:23:36.634493] [INFO ] [CONFIGURE ] ACRE: Testing feature 3/29: add_daily_returns
[2025-09-24T23:23:36.634532] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_daily_returns']
[2025-09-24T23:23:36.783856] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:23:36.930421] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:37.069149] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:37.218838] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:37.361149] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:37.524272] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:23:37.670210] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:23:37.824744] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:23:37.974819] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:23:41.912382] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:23:41.912561] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:23:41.912615] [INFO ] [CONFIGURE ] ACRE: Testing feature 4/29: add_ema
[2025-09-24T23:23:41.912661] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_ema']
[2025-09-24T23:23:46.656519] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:23:46.813185] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:46.979603] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:47.180573] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:47.348468] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:23:47.518572] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:23:47.701862] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:23:47.896564] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:23:48.089303] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:23:48.267097] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:23:48.267261] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_ema (score: 60.00%)
[2025-09-24T23:23:48.267309] [INFO ] [CONFIGURE ] ACRE: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:23:48.267347] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:23:48.433823] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:23:48.618569] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:48.788976] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:48.957029] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:49.131585] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:49.294546] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:23:49.466652] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:23:49.689643] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:23:49.930060] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:23:50.097195] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:23:50.097338] [INFO ] [CONFIGURE ] ACRE: KEPT add_exhaustion_signals (score: 70.00%)
[2025-09-24T23:23:50.097391] [INFO ] [CONFIGURE ] ACRE: Testing feature 6/29: add_failed_moves
[2025-09-24T23:23:50.097433] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T23:23:50.345545] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:23:50.524653] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:50.689887] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:50.876717] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:51.060703] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:23:51.237384] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:23:51.421025] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:23:51.601070] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:23:51.765501] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:23:51.951603] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:23:51.951748] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T23:23:51.951795] [INFO ] [CONFIGURE ] ACRE: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:23:51.951834] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T23:23:52.170854] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:23:52.425170] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:23:52.656405] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:23:52.891958] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:23:53.096800] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:01.736329] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:02.063935] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:02.228638] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:02.398237] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:02.560610] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:02.560757] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T23:24:02.560804] [INFO ] [CONFIGURE ] ACRE: Testing feature 8/29: add_macd
[2025-09-24T23:24:02.560843] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:24:02.744155] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:02.944664] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:03.145720] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:03.328342] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:03.532724] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:03.716061] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:03.905201] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:04.094693] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:04.274064] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:04.467551] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:04.467713] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_macd (score: 70.00%)
[2025-09-24T23:24:04.467761] [INFO ] [CONFIGURE ] ACRE: Testing feature 9/29: add_mfi
[2025-09-24T23:24:04.467800] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-09-24T23:24:04.639173] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:04.806082] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:04.988380] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:05.199083] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:05.370326] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:05.535049] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:05.735347] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:05.915138] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:06.093687] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:06.261157] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:06.261321] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_mfi (score: 70.00%)
[2025-09-24T23:24:06.261377] [INFO ] [CONFIGURE ] ACRE: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:24:06.261417] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:24:06.443181] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:06.692613] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:06.876614] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:07.062499] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:07.260023] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:07.445952] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:07.628341] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:07.812388] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:08.012344] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:16.221909] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:16.222104] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-09-24T23:24:16.222170] [INFO ] [CONFIGURE ] ACRE: Testing feature 11/29: add_obv_daily
[2025-09-24T23:24:16.222219] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-09-24T23:24:16.403812] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:24:16.585850] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:16.762139] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:16.927561] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:17.106921] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:24:17.303730] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:17.472226] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:24:17.658132] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:17.827837] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:24:18.009872] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:18.010027] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-24T23:24:18.010076] [INFO ] [CONFIGURE ] ACRE: Testing feature 12/29: add_obv_interval
[2025-09-24T23:24:18.010114] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-09-24T23:24:18.190879] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:18.362912] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:18.536235] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:18.691190] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:18.865767] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:19.025777] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:19.193457] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:19.352816] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:19.517994] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:24:19.685127] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:19.685280] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:24:19.685340] [INFO ] [CONFIGURE ] ACRE: Testing feature 13/29: add_opening_strength
[2025-09-24T23:24:19.685379] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:24:19.869074] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:20.048458] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:20.222019] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:20.395150] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:20.583786] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:20.749051] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:21.008633] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:21.210991] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:21.394950] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:21.566615] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:21.566758] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T23:24:21.566803] [INFO ] [CONFIGURE ] ACRE: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:24:21.566840] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-09-24T23:24:21.734552] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:21.967881] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:22.165977] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:22.356739] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:22.539324] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:22.705786] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:22.892614] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:23.083418] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:32.534435] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:32.835210] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:32.835374] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:24:32.835437] [INFO ] [CONFIGURE ] ACRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:24:32.835485] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-09-24T23:24:33.008904] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:33.197796] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:33.364058] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:33.547358] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:33.721454] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:24:33.911867] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:34.105298] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:34.287330] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:34.465061] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:34.636712] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:34.636879] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T23:24:34.636929] [INFO ] [CONFIGURE ] ACRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:24:34.636970] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-09-24T23:24:34.805106] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:34.993575] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:35.235483] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:35.407826] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:35.625971] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:35.815706] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:36.000365] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:36.283476] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:36.474965] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:36.736151] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:36.736306] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T23:24:36.736354] [INFO ] [CONFIGURE ] ACRE: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:24:36.736392] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-09-24T23:24:36.926569] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:37.116917] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:37.297449] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:37.498022] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:37.683519] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:37.917812] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:38.160842] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:24:46.677275] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:46.868734] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:47.093139] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:47.093308] [INFO ] [CONFIGURE ] ACRE: KEPT add_pbf_return_2d (score: 80.00%)
[2025-09-24T23:24:47.093359] [INFO ] [CONFIGURE ] ACRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:24:47.093399] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-09-24T23:24:47.325616] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:47.554501] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:47.748852] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:47.932867] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:48.123727] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:48.321707] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:48.518966] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:24:48.713603] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:48.908973] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:49.105107] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:49.105254] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:24:49.105301] [INFO ] [CONFIGURE ] ACRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:24:49.105339] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-09-24T23:24:49.291665] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:49.472248] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:49.681139] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:49.887022] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:50.121738] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:24:50.415121] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:50.626804] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:24:50.832930] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:51.033334] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:24:51.232382] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:24:51.232540] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:24:51.232588] [INFO ] [CONFIGURE ] ACRE: Testing feature 20/29: add_price_rejection
[2025-09-24T23:24:51.232627] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_price_rejection']
[2025-09-24T23:24:51.437776] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:24:51.665745] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:24:51.881237] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:24:52.089969] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:24:52.309615] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:24:52.506139] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:24:52.713994] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:24:52.946429] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:24:53.267404] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:01.635840] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:01.635982] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:25:01.636049] [INFO ] [CONFIGURE ] ACRE: Testing feature 21/29: add_range_position
[2025-09-24T23:25:01.636091] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_range_position']
[2025-09-24T23:25:01.857518] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:02.148484] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:02.406010] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:02.621456] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:02.841765] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:03.217387] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:03.451492] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:25:03.681114] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:03.906942] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:04.133643] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:04.133800] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T23:25:04.133848] [INFO ] [CONFIGURE ] ACRE: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:25:04.133886] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-09-24T23:25:04.348499] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:04.648630] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:04.873124] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:05.087153] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:05.315175] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:25:05.547507] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:05.831569] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:25:06.046749] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:06.265129] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:25:06.499468] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:06.499624] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T23:25:06.499672] [INFO ] [CONFIGURE ] ACRE: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:25:06.499711] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-09-24T23:25:06.709905] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:06.907812] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:07.201599] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:07.407262] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:07.614206] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:25:07.822654] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:08.054263] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:25:16.297533] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:16.510289] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:16.745486] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:16.745629] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:25:16.745677] [INFO ] [CONFIGURE ] ACRE: Testing feature 24/29: add_rsi
[2025-09-24T23:25:16.745715] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-09-24T23:25:16.975398] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:17.232466] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:17.452402] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:17.664617] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:17.885533] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:18.082631] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:18.294121] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:25:18.521851] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:18.740306] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:18.953198] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:18.953355] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_rsi (score: 70.00%)
[2025-09-24T23:25:18.953403] [INFO ] [CONFIGURE ] ACRE: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:25:18.953441] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-09-24T23:25:19.174777] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:19.372257] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:19.581856] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:19.975550] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:20.204645] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:20.506299] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:20.707835] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:25:20.903775] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:21.099608] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:21.301469] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:21.301617] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:25:21.301664] [INFO ] [CONFIGURE ] ACRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:25:21.301702] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-09-24T23:25:21.498283] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:21.686661] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:21.889000] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:22.084897] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:22.322463] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:22.536076] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:22.718118] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:25:22.931696] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:23.187350] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:31.732707] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:31.732860] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-09-24T23:25:31.732908] [INFO ] [CONFIGURE ] ACRE: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:25:31.732945] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-09-24T23:25:31.928729] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:32.402547] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:32.618904] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:25:32.820313] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:33.038048] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:33.237969] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:33.448926] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:25:33.657773] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:33.870412] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:34.079304] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:34.079435] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:25:34.079482] [INFO ] [CONFIGURE ] ACRE: Testing feature 28/29: add_volume_profile
[2025-09-24T23:25:34.079521] [INFO ] [CONFIGURE ] ACRE: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d', 'add_volume_profile']
[2025-09-24T23:25:34.268702] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:25:34.462361] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:25:34.669460] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:34.874959] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:25:35.076745] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:35.273209] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:25:35.482147] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:25:35.670666] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:25:35.873263] [DEBUG] [FORECASTER] ACRE: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:25:36.072862] [DEBUG] [FORECASTER] ACRE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:25:36.073025] [INFO ] [CONFIGURE ] ACRE: DISCARDED add_volume_profile (score: 80.00%)
[2025-09-24T23:25:36.073073] [INFO ] [CONFIGURE ] ACRE: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:25:36.073109] [INFO ] [CONFIGURE ] ACRE: Best accuracy: 80.00%
[2025-09-24T23:25:36.073145] [INFO ] [CONFIGURE ] ACRE: Best feature set (3 features): ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-09-24T23:25:36.073179] [INFO ] [CONFIGURE ] ACRE: Improvement over baseline: 20.00%
[2025-09-24T23:25:36.073210] [INFO ] [CONFIGURE ] ACRE: Total time: 2.0 minutes
[2025-09-24T23:25:36.073242] [INFO ] [CONFIGURE ] ACRE: Average time per feature: 4.4 seconds
[2025-09-24T23:25:36.073273] [INFO ] [CONFIGURE ] ACRE: Average speed: 0.24 features/sec
[2025-09-24T23:25:36.073518] [INFO ] [LOCAL     ] Saved 3 optimal features for ACRE to ./output/feature-sets/ACRE.txt
[2025-09-24T23:25:36.073637] [INFO ] [LOCAL     ] Saved certainty 80.00% for ACRE to ./output/certainties/ACRE.txt
[2025-09-24T23:25:36.073677] [INFO ] [CONFIGURE ] ACRE: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:25:36.073715] [INFO ] [sig       ] [15/2075] Successfully configured ACRE | 0.01 sym/s | Total: 29.1m | ETA: 66.6h
[2025-09-24T23:25:36.073750] [INFO ] [sig       ] [16/2075] Configuring ACV...
[2025-09-24T23:25:36.073785] [INFO ] [CONFIGURE ] ACV: Configurate test run.
[2025-09-24T23:25:36.073821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'.
[2025-09-24T23:25:36.425116] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACV'.
[2025-09-24T23:25:36.426156] [INFO ] [CONFIGURE ] ACV: Testing with 29 available features
[2025-09-24T23:25:36.426208] [INFO ] [CONFIGURE ] ACV: Establishing baseline with no features...
[2025-09-24T23:25:36.568342] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:25:36.705250] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:25:36.867726] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:37.011909] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:25:37.161930] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:37.297430] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:25:37.419999] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:25:37.550131] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:25:37.675258] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:25:37.807154] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:25:37.807295] [INFO ] [CONFIGURE ] ACV: Baseline score (no features): 90.00%
[2025-09-24T23:25:37.807342] [INFO ] [CONFIGURE ] ACV: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:25:37.807382] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:25:38.236406] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:25:47.255550] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:25:47.476327] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:47.630589] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:25:47.791441] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:47.954271] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:25:48.114292] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:25:48.345970] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:25:48.509165] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:25:48.671069] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:25:48.671222] [INFO ] [CONFIGURE ] ACV: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:25:48.671267] [INFO ] [CONFIGURE ] ACV: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:25:48.671304] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:25:48.842976] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:25:49.009937] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:25:49.194747] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:50.457229] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:25:50.623574] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:50.784435] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:25:50.955514] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:25:51.142142] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:25:51.307728] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:25:51.479167] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:25:51.479312] [INFO ] [CONFIGURE ] ACV: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T23:25:51.479357] [INFO ] [CONFIGURE ] ACV: Testing feature 3/29: add_daily_returns
[2025-09-24T23:25:51.479395] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_daily_returns']
[2025-09-24T23:25:51.675678] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:25:51.862542] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:25:52.013372] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:25:52.194377] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:25:52.326002] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:25:52.473482] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:25:52.638833] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:25:52.835864] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:01.399854] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:01.539620] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:01.539765] [INFO ] [CONFIGURE ] ACV: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-24T23:26:01.539816] [INFO ] [CONFIGURE ] ACV: Testing feature 4/29: add_ema
[2025-09-24T23:26:01.539859] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema']
[2025-09-24T23:26:01.700592] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:01.874371] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:02.134545] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:02.290306] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:02.451866] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:02.610482] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:02.766406] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:02.926775] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:03.120520] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:03.273730] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:26:03.273894] [INFO ] [CONFIGURE ] ACV: DISCARDED add_ema (score: 70.00%)
[2025-09-24T23:26:03.273941] [INFO ] [CONFIGURE ] ACV: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:26:03.273980] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:26:03.451105] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:03.631733] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:03.810998] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:03.993304] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:04.151503] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:04.332416] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:04.504765] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:04.690930] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:04.893831] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:05.147035] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:26:05.147206] [INFO ] [CONFIGURE ] ACV: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-09-24T23:26:05.147256] [INFO ] [CONFIGURE ] ACV: Testing feature 6/29: add_failed_moves
[2025-09-24T23:26:05.147296] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_failed_moves']
[2025-09-24T23:26:05.316432] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:05.472296] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:05.611432] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:05.752838] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:05.893020] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:06.035316] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:06.204908] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:26:06.361882] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:06.546647] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:06.688159] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:06.688303] [INFO ] [CONFIGURE ] ACV: DISCARDED add_failed_moves (score: 90.00%)
[2025-09-24T23:26:06.688350] [INFO ] [CONFIGURE ] ACV: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:26:06.688389] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_lag_shelf']
[2025-09-24T23:26:06.811059] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:06.963062] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:07.117031] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:07.286906] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:07.416512] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:07.552669] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:07.700756] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:26:07.831059] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:07.975534] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:08.124089] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:08.124219] [INFO ] [CONFIGURE ] ACV: DISCARDED add_lag_shelf (score: 90.00%)
[2025-09-24T23:26:08.124264] [INFO ] [CONFIGURE ] ACV: Testing feature 8/29: add_macd
[2025-09-24T23:26:08.124303] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T23:26:16.486193] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:16.669950] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:16.860151] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:17.085669] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:17.389791] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:17.587394] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:17.819127] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:26:18.012084] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:18.212800] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:18.404525] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:18.404693] [INFO ] [CONFIGURE ] ACV: DISCARDED add_macd (score: 90.00%)
[2025-09-24T23:26:18.404745] [INFO ] [CONFIGURE ] ACV: Testing feature 9/29: add_mfi
[2025-09-24T23:26:18.404784] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_mfi']
[2025-09-24T23:26:18.599760] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:18.743356] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:18.892449] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:19.042605] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:19.205501] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:19.360718] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:19.516659] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:19.676699] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:19.821486] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:19.976467] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:19.976659] [INFO ] [CONFIGURE ] ACV: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T23:26:19.976708] [INFO ] [CONFIGURE ] ACV: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:26:19.976746] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:26:20.222831] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:20.402601] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:20.568666] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:20.732672] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:20.896256] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:21.066647] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:21.249870] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:21.485514] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:21.654150] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:21.839381] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:21.839561] [INFO ] [CONFIGURE ] ACV: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-09-24T23:26:21.839619] [INFO ] [CONFIGURE ] ACV: Testing feature 11/29: add_obv_daily
[2025-09-24T23:26:21.839659] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_obv_daily']
[2025-09-24T23:26:21.981873] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:22.188578] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:22.327113] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:22.486995] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:22.626764] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:22.777185] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:26:22.945759] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:23.106374] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:32.773309] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:32.928564] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:32.928713] [INFO ] [CONFIGURE ] ACV: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-24T23:26:32.928760] [INFO ] [CONFIGURE ] ACV: Testing feature 12/29: add_obv_interval
[2025-09-24T23:26:32.928798] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_obv_interval']
[2025-09-24T23:26:33.089527] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:33.223858] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:33.367592] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:33.517576] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:33.661574] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:33.820587] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:26:33.963121] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:34.431060] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:34.577717] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:34.736289] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:26:34.736464] [INFO ] [CONFIGURE ] ACV: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:26:34.736526] [INFO ] [CONFIGURE ] ACV: Testing feature 13/29: add_opening_strength
[2025-09-24T23:26:34.736574] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T23:26:34.917571] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:35.071888] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:35.233569] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:35.394938] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:35.552708] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:35.721947] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:35.884257] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:26:36.051515] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:36.219264] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:36.402001] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:36.402158] [INFO ] [CONFIGURE ] ACV: DISCARDED add_opening_strength (score: 90.00%)
[2025-09-24T23:26:36.402207] [INFO ] [CONFIGURE ] ACV: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:26:36.402253] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_order_flow_imbalance']
[2025-09-24T23:26:36.544578] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:36.704081] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:36.864295] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:37.009620] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:37.204019] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:37.434409] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:37.594578] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:37.771430] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:37.960186] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:38.127193] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:26:38.127343] [INFO ] [CONFIGURE ] ACV: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:26:38.127392] [INFO ] [CONFIGURE ] ACV: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:26:38.127431] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_pbf_morning_momentum']
[2025-09-24T23:26:46.259234] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:46.403930] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:46.544579] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:46.681194] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:46.812390] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:46.946087] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:47.078360] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:47.215044] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:47.354674] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:47.590505] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:47.590672] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-09-24T23:26:47.590718] [INFO ] [CONFIGURE ] ACV: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:26:47.590760] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_pbf_overnight_gap']
[2025-09-24T23:26:47.811022] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:47.952212] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:48.142792] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:48.307649] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:48.483025] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:48.644222] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:48.796294] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:26:48.953326] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:49.109706] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:49.256133] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:49.256290] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_overnight_gap (score: 90.00%)
[2025-09-24T23:26:49.256342] [INFO ] [CONFIGURE ] ACV: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:26:49.256385] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_pbf_return_2d']
[2025-09-24T23:26:49.403639] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:49.552587] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:49.713780] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:49.872368] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:50.021264] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:50.187067] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:26:50.352417] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:50.511246] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:50.670753] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:26:50.821684] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:26:50.821847] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T23:26:50.821897] [INFO ] [CONFIGURE ] ACV: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:26:50.821939] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_pbf_volatility_5d']
[2025-09-24T23:26:50.953129] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:51.088833] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:51.247807] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:51.386044] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:51.536169] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:26:51.675916] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:26:51.893102] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:26:52.066203] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:26:52.255541] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:26:52.419398] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:26:52.419549] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:26:52.419600] [INFO ] [CONFIGURE ] ACV: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:26:52.419643] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_pbf_vs_sma_5']
[2025-09-24T23:26:52.583099] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:26:52.729556] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:26:52.861047] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:26:53.000854] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:26:53.202060] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:01.423762] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:01.559641] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:27:01.704052] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:01.865584] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:02.071590] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:02.071723] [INFO ] [CONFIGURE ] ACV: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-09-24T23:27:02.071768] [INFO ] [CONFIGURE ] ACV: Testing feature 20/29: add_price_rejection
[2025-09-24T23:27:02.071806] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_price_rejection']
[2025-09-24T23:27:02.261668] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:02.465459] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:02.632109] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:02.807669] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:02.959149] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:03.132450] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:03.291978] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:27:03.450095] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:03.610238] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:03.757438] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:27:03.757598] [INFO ] [CONFIGURE ] ACV: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:27:03.757658] [INFO ] [CONFIGURE ] ACV: Testing feature 21/29: add_range_position
[2025-09-24T23:27:03.757704] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_range_position']
[2025-09-24T23:27:03.917073] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:04.083573] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:04.248919] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:04.409758] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:04.569642] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:04.902864] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:05.068332] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:27:05.244825] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:05.419872] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:05.594620] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:05.594770] [INFO ] [CONFIGURE ] ACV: DISCARDED add_range_position (score: 80.00%)
[2025-09-24T23:27:05.594817] [INFO ] [CONFIGURE ] ACV: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:27:05.594855] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_realized_volatility']
[2025-09-24T23:27:05.769794] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:05.970844] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:06.158973] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:06.338085] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:06.509459] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:06.688848] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:06.872407] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:27:07.082935] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:07.262109] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:07.461448] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:07.461615] [INFO ] [CONFIGURE ] ACV: DISCARDED add_realized_volatility (score: 90.00%)
[2025-09-24T23:27:07.461668] [INFO ] [CONFIGURE ] ACV: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:27:07.461711] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_recent_range_context']
[2025-09-24T23:27:07.643444] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:07.810434] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:08.009445] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:08.176435] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:16.586228] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:16.749154] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:27:16.895338] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:27:17.052576] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:17.241452] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:17.400913] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:17.401085] [INFO ] [CONFIGURE ] ACV: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:27:17.401139] [INFO ] [CONFIGURE ] ACV: Testing feature 24/29: add_rsi
[2025-09-24T23:27:17.401183] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_ema', 'add_rsi']
[2025-09-24T23:27:17.582977] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:17.847436] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:18.030672] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:18.262410] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:18.441523] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:18.616687] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:27:18.800295] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:27:18.988559] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:19.178503] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:19.361649] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:27:19.361797] [INFO ] [CONFIGURE ] ACV: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T23:27:19.361844] [INFO ] [CONFIGURE ] ACV: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:27:19.361881] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_tick_distribution']
[2025-09-24T23:27:19.512375] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:19.648113] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:19.791000] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:19.942700] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:20.125353] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:20.272206] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:20.424868] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:27:20.573141] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:20.739537] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:20.884338] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:20.884482] [INFO ] [CONFIGURE ] ACV: DISCARDED add_tick_distribution (score: 90.00%)
[2025-09-24T23:27:20.884526] [INFO ] [CONFIGURE ] ACV: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:27:20.884563] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_volume_momentum_confirmation']
[2025-09-24T23:27:21.038595] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:21.223561] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:21.366931] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:21.515834] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:21.656454] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:21.811678] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:21.971842] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:27:22.122754] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:22.284133] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:22.433148] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:22.433302] [INFO ] [CONFIGURE ] ACV: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-09-24T23:27:22.433352] [INFO ] [CONFIGURE ] ACV: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:27:22.433396] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_volume_price_divergence']
[2025-09-24T23:27:22.601807] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:22.781760] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:22.937927] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:23.103207] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:31.640879] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:31.809168] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:31.979363] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:27:32.698815] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:32.865072] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:33.080327] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:33.080475] [INFO ] [CONFIGURE ] ACV: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-09-24T23:27:33.080534] [INFO ] [CONFIGURE ] ACV: Testing feature 28/29: add_volume_profile
[2025-09-24T23:27:33.080578] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_volume_profile']
[2025-09-24T23:27:33.236440] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:33.392587] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:33.562599] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:33.716505] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:33.863523] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:34.015775] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:34.195304] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:27:34.362031] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:34.590468] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:35.380618] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:35.380784] [INFO ] [CONFIGURE ] ACV: DISCARDED add_volume_profile (score: 80.00%)
[2025-09-24T23:27:35.380844] [INFO ] [CONFIGURE ] ACV: Testing feature 29/29: add_vwap
[2025-09-24T23:27:35.380892] [INFO ] [CONFIGURE ] ACV: Testing with features: ['add_vwap']
[2025-09-24T23:27:36.031436] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:27:36.601214] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:27:36.969166] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:37.141880] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:37.343433] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:37.525360] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:37.743202] [DEBUG] [FORECASTER] ACV: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:27:37.900636] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:38.066952] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:27:38.260414] [DEBUG] [FORECASTER] ACV: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:38.260591] [INFO ] [CONFIGURE ] ACV: DISCARDED add_vwap (score: 80.00%)
[2025-09-24T23:27:38.260654] [INFO ] [CONFIGURE ] ACV: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:27:38.260721] [INFO ] [CONFIGURE ] ACV: Best accuracy: 90.00%
[2025-09-24T23:27:38.260770] [INFO ] [CONFIGURE ] ACV: Best feature set (0 features): []
[2025-09-24T23:27:38.260812] [INFO ] [CONFIGURE ] ACV: Improvement over baseline: 0.00%
[2025-09-24T23:27:38.260852] [INFO ] [CONFIGURE ] ACV: Total time: 2.0 minutes
[2025-09-24T23:27:38.260893] [INFO ] [CONFIGURE ] ACV: Average time per feature: 4.2 seconds
[2025-09-24T23:27:38.260934] [INFO ] [CONFIGURE ] ACV: Average speed: 0.24 features/sec
[2025-09-24T23:27:38.261250] [INFO ] [LOCAL     ] Saved 0 optimal features for ACV to ./output/feature-sets/ACV.txt
[2025-09-24T23:27:38.261403] [INFO ] [LOCAL     ] Saved certainty 90.00% for ACV to ./output/certainties/ACV.txt
[2025-09-24T23:27:38.261459] [INFO ] [CONFIGURE ] ACV: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T23:27:38.261553] [INFO ] [sig       ] [16/2075] Successfully configured ACV | 0.01 sym/s | Total: 31.1m | ETA: 66.8h
[2025-09-24T23:27:38.261626] [INFO ] [sig       ] [17/2075] Configuring ACVA...
[2025-09-24T23:27:38.261696] [INFO ] [CONFIGURE ] ACVA: Configurate test run.
[2025-09-24T23:27:38.261774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-09-24T23:27:38.632429] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ACVA'.
[2025-09-24T23:27:38.634569] [INFO ] [CONFIGURE ] ACVA: Testing with 29 available features
[2025-09-24T23:27:38.637096] [INFO ] [CONFIGURE ] ACVA: Establishing baseline with no features...
[2025-09-24T23:27:46.632659] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:27:46.761921] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:27:46.903644] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:47.034056] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:27:47.187634] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:47.307807] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:47.634512] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:27:47.857564] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:48.004697] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:27:48.186135] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:48.186337] [INFO ] [CONFIGURE ] ACVA: Baseline score (no features): 80.00%
[2025-09-24T23:27:48.186401] [INFO ] [CONFIGURE ] ACVA: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:27:48.186441] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:27:56.502657] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:27:56.645727] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:27:56.783362] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:27:57.029999] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:27:57.244218] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:57.386248] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:57.537598] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:27:57.685806] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:57.824300] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:27:57.982057] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:27:57.982200] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-09-24T23:27:57.982248] [INFO ] [CONFIGURE ] ACVA: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:27:57.982285] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:27:58.149921] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:27:58.319072] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:27:58.491881] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:27:58.657475] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:27:58.865235] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:27:59.013950] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:27:59.206189] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:27:59.356136] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:27:59.508246] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:27:59.690753] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:27:59.690891] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-09-24T23:27:59.690936] [INFO ] [CONFIGURE ] ACVA: Testing feature 3/29: add_daily_returns
[2025-09-24T23:27:59.690972] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_daily_returns']
[2025-09-24T23:27:59.821798] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:27:59.981197] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:00.167154] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:00.300013] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:00.431554] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:00.568872] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:00.698527] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:00.838309] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:00.976212] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:01.121648] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:01.121809] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_daily_returns (score: 50.00%)
[2025-09-24T23:28:01.121870] [INFO ] [CONFIGURE ] ACVA: Testing feature 4/29: add_ema
[2025-09-24T23:28:01.121919] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_ema']
[2025-09-24T23:28:01.274979] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:01.415561] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:01.708417] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:28:01.861777] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:02.013049] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:02.207938] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:02.374258] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:02.536589] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:02.690344] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:02.842115] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:02.842267] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_ema (score: 50.00%)
[2025-09-24T23:28:02.842314] [INFO ] [CONFIGURE ] ACVA: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:28:02.842353] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:28:02.995880] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:03.171191] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:03.345291] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:03.512431] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:03.672597] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:03.828481] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:03.996046] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:04.183770] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:04.350110] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:04.509699] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:04.509836] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-09-24T23:28:04.509882] [INFO ] [CONFIGURE ] ACVA: Testing feature 6/29: add_failed_moves
[2025-09-24T23:28:04.509920] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_failed_moves']
[2025-09-24T23:28:04.646710] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:04.776022] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:04.907775] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:05.039915] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:05.187314] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:05.318348] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:05.447707] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:05.589680] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:05.744468] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:05.873005] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:05.873144] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_failed_moves (score: 80.00%)
[2025-09-24T23:28:05.873190] [INFO ] [CONFIGURE ] ACVA: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:28:05.873229] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_lag_shelf']
[2025-09-24T23:28:06.001661] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:06.136417] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:06.255171] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:06.394982] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:06.524600] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:06.662330] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:06.783040] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:06.920757] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:07.068780] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:07.222230] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:07.222366] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_lag_shelf (score: 80.00%)
[2025-09-24T23:28:07.222412] [INFO ] [CONFIGURE ] ACVA: Testing feature 8/29: add_macd
[2025-09-24T23:28:07.222450] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T23:28:07.396599] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:07.565595] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:07.726705] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:07.891695] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:08.066300] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:08.235230] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:08.436382] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:08.654689] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:08.846791] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:09.022186] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:28:09.022348] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_macd (score: 40.00%)
[2025-09-24T23:28:09.022395] [INFO ] [CONFIGURE ] ACVA: Testing feature 9/29: add_mfi
[2025-09-24T23:28:09.022437] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_mfi']
[2025-09-24T23:28:09.219673] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:09.436392] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:09.592346] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:09.738739] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:09.884475] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:10.025066] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:10.179844] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:10.322712] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:10.467348] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:10.607408] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:10.607549] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T23:28:10.607596] [INFO ] [CONFIGURE ] ACVA: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:28:10.607634] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:28:10.785241] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:10.936352] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:11.099535] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:28:11.266100] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:11.429815] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:11.594794] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:11.754892] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:11.924328] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:12.097546] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:28:12.265889] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:12.266036] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-09-24T23:28:12.266082] [INFO ] [CONFIGURE ] ACVA: Testing feature 11/29: add_obv_daily
[2025-09-24T23:28:12.266120] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_obv_daily']
[2025-09-24T23:28:12.400477] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:12.530223] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:12.691556] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:12.871160] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:13.012411] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:13.159271] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:13.354449] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:13.495379] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:13.630479] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:13.770501] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:13.770647] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:28:13.770694] [INFO ] [CONFIGURE ] ACVA: Testing feature 12/29: add_obv_interval
[2025-09-24T23:28:13.770733] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_obv_interval']
[2025-09-24T23:28:13.902017] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:14.040317] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:14.188709] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:28:14.346532] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:14.484505] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:14.616012] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:14.751116] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:14.879651] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:15.017968] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:15.189410] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:15.189569] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T23:28:15.189626] [INFO ] [CONFIGURE ] ACVA: Testing feature 13/29: add_opening_strength
[2025-09-24T23:28:15.189670] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T23:28:15.356057] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:15.499136] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:15.653003] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:15.816018] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:15.972088] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:16.123498] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:16.274805] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:16.427824] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:16.580659] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:16.736633] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:16.736773] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:28:16.736831] [INFO ] [CONFIGURE ] ACVA: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:28:16.736870] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_order_flow_imbalance']
[2025-09-24T23:28:16.891286] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:17.030579] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:17.199530] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:17.357856] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:17.509037] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:17.647701] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:17.789590] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:17.932844] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:18.073087] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:18.248370] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:18.248512] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:28:18.248558] [INFO ] [CONFIGURE ] ACVA: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:28:18.248595] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_pbf_morning_momentum']
[2025-09-24T23:28:18.385944] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:18.512526] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:18.643405] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:28:18.776537] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:18.902906] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:19.042759] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:19.166266] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:19.314874] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:19.441696] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:28:19.590771] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:19.590911] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T23:28:19.590959] [INFO ] [CONFIGURE ] ACVA: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:28:19.591010] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_pbf_overnight_gap']
[2025-09-24T23:28:19.725129] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:19.917749] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:20.058214] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:20.221529] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:20.370007] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:20.503839] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:20.640832] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:20.773320] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:20.950131] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:21.089590] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:21.089721] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:28:21.089767] [INFO ] [CONFIGURE ] ACVA: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:28:21.089805] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_pbf_return_2d']
[2025-09-24T23:28:21.229101] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:21.407765] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:21.542804] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:21.680558] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:21.822221] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:22.012574] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:22.184720] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:22.332538] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:22.492760] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:22.631316] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:22.631459] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-09-24T23:28:22.631504] [INFO ] [CONFIGURE ] ACVA: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:28:22.631541] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_pbf_volatility_5d']
[2025-09-24T23:28:22.753423] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:22.877969] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:23.014631] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:23.171314] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:23.305116] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:23.450218] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:23.581816] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:23.761139] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:23.926423] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:24.051473] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:24.051608] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-09-24T23:28:24.051653] [INFO ] [CONFIGURE ] ACVA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:28:24.051690] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_pbf_vs_sma_5']
[2025-09-24T23:28:24.181953] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:24.341216] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:24.536446] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:24.657813] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:24.787920] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:24.935102] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:25.066577] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:25.205673] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:25.342718] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:25.526943] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:25.527103] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:28:25.527149] [INFO ] [CONFIGURE ] ACVA: Testing feature 20/29: add_price_rejection
[2025-09-24T23:28:25.527186] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_price_rejection']
[2025-09-24T23:28:25.671915] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:25.832897] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:25.972296] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:26.126690] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:26.302759] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:26.445128] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:26.608489] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:26.747029] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:26.884404] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:28:27.075628] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:27.075773] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:28:27.075821] [INFO ] [CONFIGURE ] ACVA: Testing feature 21/29: add_range_position
[2025-09-24T23:28:27.075857] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_range_position']
[2025-09-24T23:28:27.263311] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:27.427020] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:27.578203] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:27.749936] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:27.923041] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:28.084447] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:28.234104] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:28.395325] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:28.606136] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:28:28.816086] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:28:28.816238] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_range_position (score: 60.00%)
[2025-09-24T23:28:28.816289] [INFO ] [CONFIGURE ] ACVA: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:28:28.816330] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_realized_volatility']
[2025-09-24T23:28:28.968745] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:29.132796] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:29.343064] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:29.529302] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:29.692973] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:29.855158] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:30.017922] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:30.207631] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:30.384577] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:30.549038] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:30.549183] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T23:28:30.549229] [INFO ] [CONFIGURE ] ACVA: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:28:30.549266] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_recent_range_context']
[2025-09-24T23:28:30.683889] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:30.884310] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:31.057682] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:31.225732] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:31.404606] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:31.555978] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:34.079595] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:34.235861] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:34.417693] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:34.589485] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:34.589632] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_recent_range_context (score: 40.00%)
[2025-09-24T23:28:34.589687] [INFO ] [CONFIGURE ] ACVA: Testing feature 24/29: add_rsi
[2025-09-24T23:28:34.589727] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_ema', 'add_rsi']
[2025-09-24T23:28:34.769396] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:34.941999] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:35.105217] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:35.281564] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:35.443800] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:35.706431] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:35.879279] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:36.081265] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:36.250539] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:36.486901] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:36.487055] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T23:28:36.487102] [INFO ] [CONFIGURE ] ACVA: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:28:36.487139] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_tick_distribution']
[2025-09-24T23:28:36.660104] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:36.801519] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:36.938296] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:28:37.095536] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:37.241602] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:37.383706] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:37.544215] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:37.696005] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:37.844341] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:38.005077] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:38.005222] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:28:38.005277] [INFO ] [CONFIGURE ] ACVA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:28:38.005317] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_volume_momentum_confirmation']
[2025-09-24T23:28:38.187462] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:38.341023] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:38.486469] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:38.625168] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:28:38.788206] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:38.940779] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:39.080730] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:39.218533] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:39.361182] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:39.504539] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:39.504689] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-09-24T23:28:39.504742] [INFO ] [CONFIGURE ] ACVA: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:28:39.504784] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_volume_price_divergence']
[2025-09-24T23:28:39.672549] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:39.904570] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:40.059484] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:40.250681] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:40.440444] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:40.594073] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:40.763753] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:40.969024] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:41.157835] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:28:41.319946] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:41.320108] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:28:41.320186] [INFO ] [CONFIGURE ] ACVA: Testing feature 28/29: add_volume_profile
[2025-09-24T23:28:41.320228] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_volume_profile']
[2025-09-24T23:28:41.487082] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:41.647914] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:41.803643] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:41.970819] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:42.127929] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:42.273047] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:28:42.414816] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:42.555136] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:28:42.696164] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:42.830016] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:42.830174] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T23:28:42.830221] [INFO ] [CONFIGURE ] ACVA: Testing feature 29/29: add_vwap
[2025-09-24T23:28:42.830259] [INFO ] [CONFIGURE ] ACVA: Testing with features: ['add_vwap']
[2025-09-24T23:28:42.976777] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:28:43.144533] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:43.307838] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:28:43.462741] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:28:43.626724] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:43.781537] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:28:43.942182] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:28:44.078031] [DEBUG] [FORECASTER] ACVA: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:44.216920] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:28:44.374251] [DEBUG] [FORECASTER] ACVA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:28:44.374399] [INFO ] [CONFIGURE ] ACVA: DISCARDED add_vwap (score: 60.00%)
[2025-09-24T23:28:44.374469] [INFO ] [CONFIGURE ] ACVA: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:28:44.374510] [INFO ] [CONFIGURE ] ACVA: Best accuracy: 80.00%
[2025-09-24T23:28:44.374544] [INFO ] [CONFIGURE ] ACVA: Best feature set (0 features): []
[2025-09-24T23:28:44.374577] [INFO ] [CONFIGURE ] ACVA: Improvement over baseline: 0.00%
[2025-09-24T23:28:44.374610] [INFO ] [CONFIGURE ] ACVA: Total time: 56.2 seconds
[2025-09-24T23:28:44.374641] [INFO ] [CONFIGURE ] ACVA: Average time per feature: 1.9 seconds
[2025-09-24T23:28:44.374673] [INFO ] [CONFIGURE ] ACVA: Average speed: 0.52 features/sec
[2025-09-24T23:28:44.374883] [INFO ] [LOCAL     ] Saved 0 optimal features for ACVA to ./output/feature-sets/ACVA.txt
[2025-09-24T23:28:44.375025] [INFO ] [LOCAL     ] Saved certainty 80.00% for ACVA to ./output/certainties/ACVA.txt
[2025-09-24T23:28:44.375067] [INFO ] [CONFIGURE ] ACVA: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:28:44.375106] [INFO ] [sig       ] [17/2075] Successfully configured ACVA | 0.01 sym/s | Total: 32.2m | ETA: 65.1h
[2025-09-24T23:28:44.375142] [INFO ] [sig       ] [18/2075] Configuring ADCT...
[2025-09-24T23:28:44.375179] [INFO ] [CONFIGURE ] ADCT: Configurate test run.
[2025-09-24T23:28:44.375215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'.
[2025-09-24T23:28:44.837610] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADCT'.
[2025-09-24T23:28:44.838649] [INFO ] [CONFIGURE ] ADCT: Testing with 29 available features
[2025-09-24T23:28:44.838714] [INFO ] [CONFIGURE ] ADCT: Establishing baseline with no features...
[2025-09-24T23:28:44.961008] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:45.127995] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:45.265720] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:45.418203] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:45.554265] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:45.675617] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:28:45.813806] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:45.952790] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:46.075582] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:46.197360] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:46.197493] [INFO ] [CONFIGURE ] ADCT: Baseline score (no features): 20.00%
[2025-09-24T23:28:46.197536] [INFO ] [CONFIGURE ] ADCT: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:28:46.197571] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:28:46.347428] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:46.481171] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:28:46.614563] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:46.766161] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:46.902543] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:47.054449] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:28:47.204151] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:47.355071] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:47.508589] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:47.662532] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:47.662674] [INFO ] [CONFIGURE ] ADCT: KEPT add_bollinger_bands (score: 30.00%)
[2025-09-24T23:28:47.662721] [INFO ] [CONFIGURE ] ADCT: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:28:47.662760] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:28:47.813070] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:48.003275] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:28:48.200628] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:48.368480] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:48.535102] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:48.702427] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:28:48.857902] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:49.079400] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:49.256786] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:49.433173] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:49.433319] [INFO ] [CONFIGURE ] ADCT: KEPT add_cumulative_delta (score: 40.00%)
[2025-09-24T23:28:49.433367] [INFO ] [CONFIGURE ] ADCT: Testing feature 3/29: add_daily_returns
[2025-09-24T23:28:49.433405] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:28:49.605938] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:49.766446] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:49.945854] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:50.118828] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:50.285481] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:50.485250] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:28:50.651106] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:50.825534] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:51.034167] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:51.198266] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:51.198411] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_daily_returns (score: 30.00%)
[2025-09-24T23:28:51.198456] [INFO ] [CONFIGURE ] ADCT: Testing feature 4/29: add_ema
[2025-09-24T23:28:51.198495] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-09-24T23:28:51.377999] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:51.573342] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:28:52.472330] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:52.658840] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:52.935681] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:53.123148] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:28:53.318922] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:53.511322] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:53.700568] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:53.892758] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:53.892914] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_ema (score: 30.00%)
[2025-09-24T23:28:53.892959] [INFO ] [CONFIGURE ] ADCT: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:28:53.893009] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:28:54.131179] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:54.318641] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:28:54.520864] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:54.704691] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:54.892022] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:28:55.134735] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:28:55.396839] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:55.607261] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:55.796157] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:55.995183] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:55.995355] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-09-24T23:28:55.995419] [INFO ] [CONFIGURE ] ADCT: Testing feature 6/29: add_failed_moves
[2025-09-24T23:28:55.995466] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-09-24T23:28:56.181376] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:56.342784] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:28:56.515296] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:56.694487] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:56.876530] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:57.057054] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:28:57.343177] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:57.511784] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:57.676263] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:57.848006] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:57.848149] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_failed_moves (score: 40.00%)
[2025-09-24T23:28:57.848196] [INFO ] [CONFIGURE ] ADCT: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:28:57.848234] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T23:28:58.005855] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:28:58.177561] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:28:58.343857] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:28:58.519427] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:28:58.686809] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:28:58.926762] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:28:59.126351] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:28:59.327488] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:28:59.536721] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:28:59.728426] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:28:59.728563] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_lag_shelf (score: 40.00%)
[2025-09-24T23:28:59.728625] [INFO ] [CONFIGURE ] ADCT: Testing feature 8/29: add_macd
[2025-09-24T23:28:59.728663] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T23:28:59.935228] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:00.188705] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:00.601264] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:00.853801] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:01.060516] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:01.288298] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:01.589404] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:01.807826] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:02.114353] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:02.342577] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:02.342779] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_macd (score: 30.00%)
[2025-09-24T23:29:02.342843] [INFO ] [CONFIGURE ] ADCT: Testing feature 9/29: add_mfi
[2025-09-24T23:29:02.342893] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-09-24T23:29:04.660911] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:04.851609] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:05.044487] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:05.291151] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:05.514637] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:29:05.719780] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:05.928865] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:06.136508] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:06.335030] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:06.530258] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:06.530411] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_mfi (score: 40.00%)
[2025-09-24T23:29:06.530458] [INFO ] [CONFIGURE ] ADCT: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:29:06.530498] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:29:06.740649] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:06.987995] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:29:07.246272] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:07.460871] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:07.662437] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:29:07.902854] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:29:08.114632] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:08.304958] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:08.555030] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:08.746715] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:08.746856] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_momentum_acceleration (score: 20.00%)
[2025-09-24T23:29:08.746903] [INFO ] [CONFIGURE ] ADCT: Testing feature 11/29: add_obv_daily
[2025-09-24T23:29:08.746940] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-09-24T23:29:08.925591] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:09.107007] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:09.308759] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:09.490472] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:09.687829] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:09.865160] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:29:10.065651] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:10.304474] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:10.518522] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:10.757070] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:10.757211] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_obv_daily (score: 20.00%)
[2025-09-24T23:29:10.757257] [INFO ] [CONFIGURE ] ADCT: Testing feature 12/29: add_obv_interval
[2025-09-24T23:29:10.757294] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-09-24T23:29:10.958088] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:11.175846] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:11.370223] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:11.579613] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:11.779444] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:12.007175] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:12.317400] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:12.525548] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:12.700339] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:12.913964] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:12.914121] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_obv_interval (score: 30.00%)
[2025-09-24T23:29:12.914171] [INFO ] [CONFIGURE ] ADCT: Testing feature 13/29: add_opening_strength
[2025-09-24T23:29:12.914208] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:29:13.089521] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:13.263903] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:13.439887] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:29:13.620146] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:29:13.804598] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:29:13.993062] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:14.250584] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:14.447803] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:14.631024] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:14.815963] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:14.816110] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_opening_strength (score: 40.00%)
[2025-09-24T23:29:14.816157] [INFO ] [CONFIGURE ] ADCT: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:29:14.816195] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-09-24T23:29:14.997892] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:15.289084] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:15.862326] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:24.035878] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:25.340938] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:25.541510] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:25.748032] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:25.948260] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:26.205687] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:26.414011] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:26.414162] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-09-24T23:29:26.414209] [INFO ] [CONFIGURE ] ADCT: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:29:26.414248] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-09-24T23:29:26.603780] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:26.774092] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:29:26.954226] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:27.192900] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:27.377974] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:29:27.556508] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:29:27.742068] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:27.917675] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:28.098799] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:28.281824] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:28.281982] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_morning_momentum (score: 20.00%)
[2025-09-24T23:29:28.282058] [INFO ] [CONFIGURE ] ADCT: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:29:28.282106] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-09-24T23:29:28.489172] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:28.681778] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:29:28.883482] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:29.070683] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:29.258328] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:29:29.462231] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:29.651349] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:29.858144] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:30.043049] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:30.272827] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:30.273008] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-09-24T23:29:30.273061] [INFO ] [CONFIGURE ] ADCT: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:29:30.273100] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-09-24T23:29:30.520100] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:38.458105] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:38.637465] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:38.912814] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:39.110040] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:29:39.297889] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:39.675060] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:40.050260] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:40.494543] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:41.353877] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:41.354054] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-09-24T23:29:41.354108] [INFO ] [CONFIGURE ] ADCT: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:29:41.354152] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-09-24T23:29:41.540637] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:41.749896] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:29:41.937863] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:42.123514] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:42.306640] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:42.491420] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:42.672590] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:42.855607] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:43.906293] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:44.092783] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:44.092925] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-09-24T23:29:44.092974] [INFO ] [CONFIGURE ] ADCT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:29:44.093024] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-09-24T23:29:44.373768] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:44.560854] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:44.740631] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:44.928589] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:45.114265] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:29:45.342383] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:29:53.689481] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:53.862128] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:54.040234] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:54.231952] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:54.232117] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-09-24T23:29:54.232163] [INFO ] [CONFIGURE ] ADCT: Testing feature 20/29: add_price_rejection
[2025-09-24T23:29:54.232201] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-09-24T23:29:54.440853] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:54.704944] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:54.887814] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:55.075886] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:55.276876] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:55.465296] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:29:55.679694] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:55.872257] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:56.073837] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:56.277024] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:56.277178] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_price_rejection (score: 30.00%)
[2025-09-24T23:29:56.277230] [INFO ] [CONFIGURE ] ADCT: Testing feature 21/29: add_range_position
[2025-09-24T23:29:56.277275] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-09-24T23:29:56.488040] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:56.699775] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:56.890498] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:57.083972] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:57.294469] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:57.514976] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:29:57.720068] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:29:57.914057] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:29:58.098896] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:29:58.315834] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:29:58.316009] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_range_position (score: 20.00%)
[2025-09-24T23:29:58.316060] [INFO ] [CONFIGURE ] ADCT: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:29:58.316100] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-09-24T23:29:58.532921] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:29:58.741561] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:29:58.957902] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:29:59.176165] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:29:59.402271] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:29:59.612384] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:29:59.832627] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:00.037576] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:00.282738] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:00.537755] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:00.538009] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_realized_volatility (score: 20.00%)
[2025-09-24T23:30:00.538093] [INFO ] [CONFIGURE ] ADCT: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:30:00.538160] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-09-24T23:30:08.790956] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:08.971992] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:30:09.192278] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:09.395293] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:30:09.591735] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:09.796617] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:30:09.989213] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:10.337449] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:10.517837] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:10.739009] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:10.739161] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_recent_range_context (score: 30.00%)
[2025-09-24T23:30:10.739206] [INFO ] [CONFIGURE ] ADCT: Testing feature 24/29: add_rsi
[2025-09-24T23:30:10.739243] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-09-24T23:30:10.954789] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:11.173524] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:30:11.390689] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:11.611457] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:30:11.871797] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:12.088346] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:30:12.346091] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:12.568645] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:12.777484] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:13.041821] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:13.042018] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_rsi (score: 30.00%)
[2025-09-24T23:30:13.042088] [INFO ] [CONFIGURE ] ADCT: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:30:13.042129] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-09-24T23:30:13.246817] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:13.436335] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:30:13.648267] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:13.830982] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:30:14.014482] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:30:14.222653] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:30:14.415209] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:14.610808] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:14.823451] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:15.003101] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:15.003269] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_tick_distribution (score: 30.00%)
[2025-09-24T23:30:15.003317] [INFO ] [CONFIGURE ] ADCT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:30:15.003355] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-09-24T23:30:15.301375] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:15.498133] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:30:23.228702] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:23.411621] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:30:23.622493] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:23.816560] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:30:24.021684] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:24.245617] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:24.500310] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:24.690048] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:24.690210] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-09-24T23:30:24.690257] [INFO ] [CONFIGURE ] ADCT: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:30:24.690295] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-09-24T23:30:24.888636] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:25.083050] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:30:25.288168] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:25.486842] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:30:25.701313] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:25.899150] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:30:26.101018] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:26.330220] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:26.541529] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:26.742086] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:26.742256] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-09-24T23:30:26.742307] [INFO ] [CONFIGURE ] ADCT: Testing feature 28/29: add_volume_profile
[2025-09-24T23:30:26.742353] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-09-24T23:30:26.938335] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:27.145655] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:30:27.374928] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:27.551746] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:30:27.729643] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:30:27.921889] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:30:28.102509] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:28.301346] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:28.504440] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:28.699032] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:28.699210] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_volume_profile (score: 40.00%)
[2025-09-24T23:30:28.699271] [INFO ] [CONFIGURE ] ADCT: Testing feature 29/29: add_vwap
[2025-09-24T23:30:28.699319] [INFO ] [CONFIGURE ] ADCT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-09-24T23:30:28.894912] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:29.158473] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:30:29.342870] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:29.526510] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:30:29.717340] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:29.929397] [DEBUG] [FORECASTER] ADCT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:30:30.127151] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:30:30.317770] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:30:35.995343] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:30:38.452915] [DEBUG] [FORECASTER] ADCT: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:30:38.453070] [INFO ] [CONFIGURE ] ADCT: DISCARDED add_vwap (score: 20.00%)
[2025-09-24T23:30:38.453117] [INFO ] [CONFIGURE ] ADCT: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:30:38.453155] [INFO ] [CONFIGURE ] ADCT: Best accuracy: 40.00%
[2025-09-24T23:30:38.453191] [INFO ] [CONFIGURE ] ADCT: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:30:38.453224] [INFO ] [CONFIGURE ] ADCT: Improvement over baseline: 20.00%
[2025-09-24T23:30:38.453256] [INFO ] [CONFIGURE ] ADCT: Total time: 1.9 minutes
[2025-09-24T23:30:38.453289] [INFO ] [CONFIGURE ] ADCT: Average time per feature: 3.9 seconds
[2025-09-24T23:30:38.453321] [INFO ] [CONFIGURE ] ADCT: Average speed: 0.26 features/sec
[2025-09-24T23:30:38.453572] [INFO ] [LOCAL     ] Saved 2 optimal features for ADCT to ./output/feature-sets/ADCT.txt
[2025-09-24T23:30:38.453699] [INFO ] [LOCAL     ] Saved certainty 40.00% for ADCT to ./output/certainties/ADCT.txt
[2025-09-24T23:30:38.453739] [INFO ] [CONFIGURE ] ADCT: Optimal features and certainty (40.00%) saved successfully.
[2025-09-24T23:30:38.453778] [INFO ] [sig       ] [18/2075] Successfully configured ADCT | 0.01 sym/s | Total: 34.1m | ETA: 65.0h
[2025-09-24T23:30:38.453814] [INFO ] [sig       ] [19/2075] Configuring ADM...
[2025-09-24T23:30:38.453847] [INFO ] [CONFIGURE ] ADM: Configurate test run.
[2025-09-24T23:30:38.453882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-09-24T23:30:38.812419] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADM'.
[2025-09-24T23:30:38.813828] [INFO ] [CONFIGURE ] ADM: Testing with 29 available features
[2025-09-24T23:30:38.813966] [INFO ] [CONFIGURE ] ADM: Establishing baseline with no features...
[2025-09-24T23:30:38.941223] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:39.080802] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:30:39.662107] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:30:40.062641] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:30:40.344831] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:30:40.486023] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:30:40.623076] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:30:40.754350] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:30:40.882690] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:30:41.017512] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:30:41.017654] [INFO ] [CONFIGURE ] ADM: Baseline score (no features): 60.00%
[2025-09-24T23:30:41.017700] [INFO ] [CONFIGURE ] ADM: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:30:41.017738] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:30:41.190765] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:41.356140] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:30:41.499375] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:30:41.648439] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:30:41.910197] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:30:42.125820] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:30:42.298927] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:30:42.457696] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:30:42.627628] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:30:42.776962] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:30:42.777132] [INFO ] [CONFIGURE ] ADM: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:30:42.777179] [INFO ] [CONFIGURE ] ADM: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:30:42.777216] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:30:42.932603] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:43.159318] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:30:43.339518] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:30:43.533797] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:30:43.690657] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:43.859631] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:30:44.043182] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:30:44.211779] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:30:44.392958] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:30:44.562680] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:30:44.562828] [INFO ] [CONFIGURE ] ADM: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-09-24T23:30:44.562875] [INFO ] [CONFIGURE ] ADM: Testing feature 3/29: add_daily_returns
[2025-09-24T23:30:44.562914] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_daily_returns']
[2025-09-24T23:30:44.697151] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:30:44.873020] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:30:45.019378] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:30:45.535908] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:30:45.729366] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:55.056650] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:30:55.215967] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:30:55.356936] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:30:55.506445] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:30:55.726625] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:30:55.726764] [INFO ] [CONFIGURE ] ADM: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:30:55.726809] [INFO ] [CONFIGURE ] ADM: Testing feature 4/29: add_ema
[2025-09-24T23:30:55.726846] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_ema']
[2025-09-24T23:30:55.898268] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:56.061337] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:30:56.227869] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:30:56.415155] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:30:56.711152] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:30:56.894440] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:30:57.068049] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:30:57.253233] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:30:57.508356] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:30:57.705794] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:30:57.705950] [INFO ] [CONFIGURE ] ADM: DISCARDED add_ema (score: 50.00%)
[2025-09-24T23:30:57.706009] [INFO ] [CONFIGURE ] ADM: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:30:57.706054] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:30:57.884951] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:30:58.059210] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:30:58.235001] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:30:58.402054] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:30:58.586827] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:30:58.772064] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:30:58.965118] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:30:59.158663] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:30:59.331165] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:30:59.533780] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:30:59.533938] [INFO ] [CONFIGURE ] ADM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T23:30:59.534022] [INFO ] [CONFIGURE ] ADM: Testing feature 6/29: add_failed_moves
[2025-09-24T23:30:59.534068] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_failed_moves']
[2025-09-24T23:30:59.745087] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:30:59.880807] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:00.068951] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:00.224668] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:00.363509] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:01.795444] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:08.775123] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:08.915811] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:09.056460] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:09.291872] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:09.292012] [INFO ] [CONFIGURE ] ADM: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:31:09.292068] [INFO ] [CONFIGURE ] ADM: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:31:09.292109] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_lag_shelf']
[2025-09-24T23:31:09.444776] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:31:09.784626] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:09.921881] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:10.054149] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:10.319632] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:10.481698] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:10.632733] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:10.763426] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:10.904976] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:11.043866] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:11.044019] [INFO ] [CONFIGURE ] ADM: DISCARDED add_lag_shelf (score: 60.00%)
[2025-09-24T23:31:11.044074] [INFO ] [CONFIGURE ] ADM: Testing feature 8/29: add_macd
[2025-09-24T23:31:11.044112] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T23:31:11.233856] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:11.419353] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:31:11.603150] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:11.801905] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:12.016775] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:12.232237] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:12.442026] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:12.644612] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:12.829951] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:12.999741] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:12.999948] [INFO ] [CONFIGURE ] ADM: DISCARDED add_macd (score: 60.00%)
[2025-09-24T23:31:13.000019] [INFO ] [CONFIGURE ] ADM: Testing feature 9/29: add_mfi
[2025-09-24T23:31:13.000070] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_mfi']
[2025-09-24T23:31:13.175733] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:13.326086] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:31:13.498722] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:13.639620] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:13.787744] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:13.934354] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:14.089754] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:14.262020] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:14.423650] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:14.586217] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:14.586379] [INFO ] [CONFIGURE ] ADM: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:31:14.586427] [INFO ] [CONFIGURE ] ADM: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:31:14.586465] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:31:14.753168] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:31:14.934002] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:31:15.115496] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:15.355194] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:15.554301] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:24.105527] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:24.286365] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:24.453425] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:24.609902] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:24.810035] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:24.810187] [INFO ] [CONFIGURE ] ADM: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T23:31:24.810237] [INFO ] [CONFIGURE ] ADM: Testing feature 11/29: add_obv_daily
[2025-09-24T23:31:24.810280] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily']
[2025-09-24T23:31:24.956893] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:25.107264] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:25.269101] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:25.434244] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:25.583176] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:25.735168] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:25.898611] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:26.047867] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:31:26.208745] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:26.375326] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:26.375475] [INFO ] [CONFIGURE ] ADM: KEPT add_obv_daily (score: 80.00%)
[2025-09-24T23:31:26.375522] [INFO ] [CONFIGURE ] ADM: Testing feature 12/29: add_obv_interval
[2025-09-24T23:31:26.375561] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_obv_interval']
[2025-09-24T23:31:26.552636] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:26.721415] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:26.884517] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:27.045381] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:27.222957] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:27.395612] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:27.554208] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:27.763026] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:27.937335] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:28.090451] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:28.090585] [INFO ] [CONFIGURE ] ADM: DISCARDED add_obv_interval (score: 70.00%)
[2025-09-24T23:31:28.090632] [INFO ] [CONFIGURE ] ADM: Testing feature 13/29: add_opening_strength
[2025-09-24T23:31:28.090670] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:31:28.261212] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:28.492695] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:28.669147] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:28.837225] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:29.009587] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:31:29.216726] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:29.398438] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:29.584827] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:31:29.852800] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:30.027276] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:30.027445] [INFO ] [CONFIGURE ] ADM: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T23:31:30.027509] [INFO ] [CONFIGURE ] ADM: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:31:30.027556] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_order_flow_imbalance']
[2025-09-24T23:31:30.233386] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:30.408812] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:38.345926] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:38.585167] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:38.783126] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:39.025853] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:39.211880] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:39.395406] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:31:39.603819] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:39.796263] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:39.796415] [INFO ] [CONFIGURE ] ADM: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-09-24T23:31:39.796461] [INFO ] [CONFIGURE ] ADM: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:31:39.796499] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_pbf_morning_momentum']
[2025-09-24T23:31:39.962422] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:40.120418] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:40.281815] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:40.441238] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:40.591096] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:40.746004] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:40.911456] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:41.072946] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:41.232338] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:41.402384] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:41.402535] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T23:31:41.402581] [INFO ] [CONFIGURE ] ADM: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:31:41.402619] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_pbf_overnight_gap']
[2025-09-24T23:31:41.587409] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:41.763965] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:31:41.932907] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:42.083100] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:42.245924] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:42.425439] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:42.591391] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:42.775194] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:31:42.940375] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:43.113690] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:31:43.113852] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:31:43.113906] [INFO ] [CONFIGURE ] ADM: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:31:43.113951] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_pbf_return_2d']
[2025-09-24T23:31:43.282097] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:43.455064] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:43.646380] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:43.813169] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:43.982229] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:44.162665] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:44.330137] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:44.485689] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:31:44.651551] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:44.848292] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:44.848454] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-09-24T23:31:44.848507] [INFO ] [CONFIGURE ] ADM: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:31:44.848550] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_pbf_volatility_5d']
[2025-09-24T23:31:45.014403] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:45.208205] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:45.389799] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:49.523088] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:53.644492] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:31:53.835918] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:54.060997] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:54.213710] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:54.393853] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:54.608204] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:54.608353] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:31:54.608398] [INFO ] [CONFIGURE ] ADM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:31:54.608434] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_pbf_vs_sma_5']
[2025-09-24T23:31:54.756236] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:54.908763] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:55.053589] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:55.211569] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:31:55.375511] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:31:55.535712] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:55.688829] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:55.836946] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:55.993035] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:56.253251] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:56.253392] [INFO ] [CONFIGURE ] ADM: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T23:31:56.253435] [INFO ] [CONFIGURE ] ADM: Testing feature 20/29: add_price_rejection
[2025-09-24T23:31:56.253469] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_price_rejection']
[2025-09-24T23:31:56.418524] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:56.584204] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:56.752286] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:56.925223] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:31:57.091289] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:31:57.263798] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:57.425654] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:31:57.588760] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:57.749878] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:57.910687] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:57.910840] [INFO ] [CONFIGURE ] ADM: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T23:31:57.910894] [INFO ] [CONFIGURE ] ADM: Testing feature 21/29: add_range_position
[2025-09-24T23:31:57.910948] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_range_position']
[2025-09-24T23:31:58.094894] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:31:58.288925] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:31:58.458161] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:31:58.626408] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:31:58.812764] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:31:58.986624] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:31:59.186916] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:31:59.366052] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:31:59.548677] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:31:59.739365] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:31:59.739530] [INFO ] [CONFIGURE ] ADM: DISCARDED add_range_position (score: 40.00%)
[2025-09-24T23:31:59.739582] [INFO ] [CONFIGURE ] ADM: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:31:59.739625] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_realized_volatility']
[2025-09-24T23:31:59.926298] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:00.140646] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:32:00.333542] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:32:00.540294] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:08.845175] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:09.038228] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:09.237723] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:32:09.420863] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:32:09.620393] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:09.813249] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:09.813419] [INFO ] [CONFIGURE ] ADM: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:32:09.813472] [INFO ] [CONFIGURE ] ADM: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:32:09.813516] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_recent_range_context']
[2025-09-24T23:32:09.995143] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:10.185974] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:32:10.392458] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:32:10.561452] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:10.717374] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:10.896468] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:11.077074] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:32:11.240056] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:32:11.400681] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:11.570581] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:11.570740] [INFO ] [CONFIGURE ] ADM: DISCARDED add_recent_range_context (score: 80.00%)
[2025-09-24T23:32:11.570793] [INFO ] [CONFIGURE ] ADM: Testing feature 24/29: add_rsi
[2025-09-24T23:32:11.570837] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_ema', 'add_rsi']
[2025-09-24T23:32:11.762525] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:11.942677] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:32:12.234010] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:32:12.422681] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:12.626609] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:32:12.821392] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:13.021298] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:32:13.207168] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:32:13.409937] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:13.622551] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:13.622698] [INFO ] [CONFIGURE ] ADM: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T23:32:13.622745] [INFO ] [CONFIGURE ] ADM: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:32:13.622785] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_tick_distribution']
[2025-09-24T23:32:13.782366] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:13.944432] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:32:14.115955] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:32:14.288091] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:14.486199] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:14.642327] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:14.818773] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:32:14.990445] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:32:15.184879] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:15.356981] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:15.357138] [INFO ] [CONFIGURE ] ADM: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:32:15.357184] [INFO ] [CONFIGURE ] ADM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:32:15.357221] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_volume_momentum_confirmation']
[2025-09-24T23:32:19.167498] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:24.629381] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:32:24.785248] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:32:24.961232] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:25.155240] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:25.367513] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:25.583539] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:32:26.520430] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:32:27.929956] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:28.130892] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:28.131048] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:32:28.131098] [INFO ] [CONFIGURE ] ADM: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:32:28.131137] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_volume_price_divergence']
[2025-09-24T23:32:28.325209] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:28.519333] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:32:29.502853] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:32:29.670927] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:29.964519] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:30.168445] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:30.417708] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:32:38.926527] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:32:39.160003] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:39.343022] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:39.343176] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-09-24T23:32:39.343225] [INFO ] [CONFIGURE ] ADM: Testing feature 28/29: add_volume_profile
[2025-09-24T23:32:39.343266] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_volume_profile']
[2025-09-24T23:32:39.516155] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:32:39.857062] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:32:40.037848] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:32:40.211172] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:40.450835] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:40.620330] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:40.847032] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:32:41.157586] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:32:41.342866] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:41.728139] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:41.728306] [INFO ] [CONFIGURE ] ADM: DISCARDED add_volume_profile (score: 50.00%)
[2025-09-24T23:32:41.728353] [INFO ] [CONFIGURE ] ADM: Testing feature 29/29: add_vwap
[2025-09-24T23:32:41.728390] [INFO ] [CONFIGURE ] ADM: Testing with features: ['add_obv_daily', 'add_vwap']
[2025-09-24T23:32:41.909171] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:42.081758] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:32:42.254948] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:32:42.422925] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:32:42.619459] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:42.791965] [DEBUG] [FORECASTER] ADM: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:42.960764] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:32:43.133842] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:32:43.307371] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:32:43.478688] [DEBUG] [FORECASTER] ADM: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:32:43.478839] [INFO ] [CONFIGURE ] ADM: DISCARDED add_vwap (score: 80.00%)
[2025-09-24T23:32:43.478888] [INFO ] [CONFIGURE ] ADM: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:32:43.478925] [INFO ] [CONFIGURE ] ADM: Best accuracy: 80.00%
[2025-09-24T23:32:43.478961] [INFO ] [CONFIGURE ] ADM: Best feature set (1 features): ['add_obv_daily']
[2025-09-24T23:32:43.479013] [INFO ] [CONFIGURE ] ADM: Improvement over baseline: 20.00%
[2025-09-24T23:32:43.479057] [INFO ] [CONFIGURE ] ADM: Total time: 2.0 minutes
[2025-09-24T23:32:43.479092] [INFO ] [CONFIGURE ] ADM: Average time per feature: 4.2 seconds
[2025-09-24T23:32:43.479126] [INFO ] [CONFIGURE ] ADM: Average speed: 0.24 features/sec
[2025-09-24T23:32:43.479370] [INFO ] [LOCAL     ] Saved 1 optimal features for ADM to ./output/feature-sets/ADM.txt
[2025-09-24T23:32:43.479493] [INFO ] [LOCAL     ] Saved certainty 80.00% for ADM to ./output/certainties/ADM.txt
[2025-09-24T23:32:43.479533] [INFO ] [CONFIGURE ] ADM: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:32:43.479574] [INFO ] [sig       ] [19/2075] Successfully configured ADM | 0.01 sym/s | Total: 36.2m | ETA: 65.3h
[2025-09-24T23:32:43.479609] [INFO ] [sig       ] [20/2075] Configuring ADNT...
[2025-09-24T23:32:43.479643] [INFO ] [CONFIGURE ] ADNT: Configurate test run.
[2025-09-24T23:32:43.479678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'.
[2025-09-24T23:32:43.841120] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADNT'.
[2025-09-24T23:32:43.842196] [INFO ] [CONFIGURE ] ADNT: Testing with 29 available features
[2025-09-24T23:32:43.842262] [INFO ] [CONFIGURE ] ADNT: Establishing baseline with no features...
[2025-09-24T23:32:43.986199] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:32:44.147415] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:32:44.294223] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:32:44.439559] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:32:44.573799] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:44.719240] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:44.893595] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:32:45.065658] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:32:45.239774] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:32:45.585341] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:32:45.585484] [INFO ] [CONFIGURE ] ADNT: Baseline score (no features): 40.00%
[2025-09-24T23:32:45.585530] [INFO ] [CONFIGURE ] ADNT: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:32:45.585569] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:32:53.827070] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:53.971049] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:32:54.193744] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:32:54.355075] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:32:54.523328] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:54.676135] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:54.857201] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:32:55.020324] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:32:55.199127] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:32:55.398329] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:32:55.398481] [INFO ] [CONFIGURE ] ADNT: KEPT add_bollinger_bands (score: 60.00%)
[2025-09-24T23:32:55.398526] [INFO ] [CONFIGURE ] ADNT: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:32:55.398563] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:32:55.574995] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:55.772912] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:32:55.948858] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:32:56.134629] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:32:56.313215] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:56.501618] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:32:56.723092] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:32:56.894777] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:32:57.064558] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:32:57.406096] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:32:57.406268] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T23:32:57.406330] [INFO ] [CONFIGURE ] ADNT: Testing feature 3/29: add_daily_returns
[2025-09-24T23:32:57.406379] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T23:32:57.574865] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:32:57.742800] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:32:57.896021] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:32:58.124316] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:32:58.278618] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:32:58.446570] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:32:58.618391] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:32:58.912265] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:32:59.073807] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:32:59.251468] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:32:59.251634] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:32:59.251692] [INFO ] [CONFIGURE ] ADNT: Testing feature 4/29: add_ema
[2025-09-24T23:32:59.251733] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T23:32:59.456863] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:32:59.631764] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:32:59.817082] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:00.010177] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:00.276299] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:00.459062] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:08.843040] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:09.033906] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:09.261334] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:09.443065] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:09.443241] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_ema (score: 50.00%)
[2025-09-24T23:33:09.443299] [INFO ] [CONFIGURE ] ADNT: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:33:09.443340] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:33:09.659559] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:33:09.836699] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:10.027867] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:10.249256] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:10.426078] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:10.622510] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:10.822165] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:11.053113] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:11.235780] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:11.456810] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:11.456961] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-09-24T23:33:11.457021] [INFO ] [CONFIGURE ] ADNT: Testing feature 6/29: add_failed_moves
[2025-09-24T23:33:11.457060] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-09-24T23:33:11.626444] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:11.777663] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:11.938332] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:12.106600] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:12.281094] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:12.447436] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:12.605079] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:12.784867] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:33:12.959847] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:13.136633] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:13.136766] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:33:13.136812] [INFO ] [CONFIGURE ] ADNT: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:33:13.136850] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-09-24T23:33:13.319122] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:13.477097] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:13.624951] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:13.768887] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:13.911924] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:14.076807] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:14.235807] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:14.394455] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:33:14.568128] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:14.727017] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:33:14.727160] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_lag_shelf (score: 50.00%)
[2025-09-24T23:33:14.727206] [INFO ] [CONFIGURE ] ADNT: Testing feature 8/29: add_macd
[2025-09-24T23:33:14.727244] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-09-24T23:33:14.924383] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:33:15.122533] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:33:15.339980] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:33:15.564356] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:23.793533] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:23.994759] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:24.234868] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:24.431660] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:24.684476] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:24.893645] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:24.893839] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_macd (score: 40.00%)
[2025-09-24T23:33:24.893908] [INFO ] [CONFIGURE ] ADNT: Testing feature 9/29: add_mfi
[2025-09-24T23:33:24.893955] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-09-24T23:33:25.069737] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:25.270480] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:25.441835] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:25.602304] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:25.757436] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:25.952400] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:26.159857] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:26.336434] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:33:26.501379] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:26.685380] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:26.685542] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:33:26.685591] [INFO ] [CONFIGURE ] ADNT: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:33:26.685630] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:33:26.851380] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:27.034419] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:27.240500] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:27.411947] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:27.598832] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:27.794853] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:27.974933] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:28.327529] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:28.499514] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:28.677217] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:28.677371] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T23:33:28.677419] [INFO ] [CONFIGURE ] ADNT: Testing feature 11/29: add_obv_daily
[2025-09-24T23:33:28.677458] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-09-24T23:33:28.852446] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:29.017407] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:29.186864] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:29.355779] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:29.532490] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:29.715742] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:29.895473] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:30.058886] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:30.261782] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:30.444565] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:30.444714] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:33:30.444761] [INFO ] [CONFIGURE ] ADNT: Testing feature 12/29: add_obv_interval
[2025-09-24T23:33:30.444801] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-09-24T23:33:38.218733] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:33:40.061097] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:40.231484] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:40.387836] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:40.543381] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:40.703933] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:40.868109] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:41.028284] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:33:41.220393] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:41.408057] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:41.408221] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T23:33:41.408272] [INFO ] [CONFIGURE ] ADNT: Testing feature 13/29: add_opening_strength
[2025-09-24T23:33:41.408310] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:33:41.572112] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:33:41.743175] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:41.992304] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:42.225864] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:42.404376] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:42.573615] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:42.754245] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:42.932055] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:43.123815] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:43.317597] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:33:43.317754] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_opening_strength (score: 30.00%)
[2025-09-24T23:33:43.317801] [INFO ] [CONFIGURE ] ADNT: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:33:43.317840] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-09-24T23:33:43.496549] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:43.670896] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:43.852439] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:44.034022] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:44.209828] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:44.402098] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:44.573765] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:44.743454] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:44.924291] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:45.119370] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:45.119555] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T23:33:45.119624] [INFO ] [CONFIGURE ] ADNT: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:33:45.119666] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-09-24T23:33:45.280865] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:33:45.439893] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:53.906438] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:54.146043] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:54.297012] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:54.457506] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:54.637783] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:54.810498] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:54.979913] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:55.178534] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:55.178681] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-09-24T23:33:55.178726] [INFO ] [CONFIGURE ] ADNT: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:33:55.178763] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-09-24T23:33:55.338691] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:55.500160] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:33:55.668666] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:55.831534] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:33:56.006944] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:56.205846] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:56.399428] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:33:56.590863] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:56.761094] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:56.940476] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:33:56.940644] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:33:56.940695] [INFO ] [CONFIGURE ] ADNT: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:33:56.940738] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-09-24T23:33:57.125727] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:33:57.302085] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:57.482726] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:57.661920] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:57.842032] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:58.008370] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:58.203057] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:33:58.373358] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:33:58.584796] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:33:58.766402] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:33:58.766562] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-09-24T23:33:58.766611] [INFO ] [CONFIGURE ] ADNT: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:33:58.766648] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-09-24T23:33:58.917489] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:33:59.095234] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:33:59.267620] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:33:59.420072] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:33:59.600320] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:33:59.752295] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:33:59.921340] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:00.118116] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:34:00.336496] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:00.504684] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:00.504825] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:34:00.504870] [INFO ] [CONFIGURE ] ADNT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:34:00.504906] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-09-24T23:34:08.786813] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:08.936930] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:09.097846] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:09.290311] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:09.523115] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:09.679149] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:09.848753] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:10.011125] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:34:10.222866] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:10.430364] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:10.430527] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T23:34:10.430574] [INFO ] [CONFIGURE ] ADNT: Testing feature 20/29: add_price_rejection
[2025-09-24T23:34:10.430610] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-09-24T23:34:10.612030] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:34:10.791491] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:10.967259] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:11.168567] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:11.338818] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:11.552924] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:11.722089] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:11.887162] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:12.070462] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:12.257536] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:12.257674] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_price_rejection (score: 40.00%)
[2025-09-24T23:34:12.257721] [INFO ] [CONFIGURE ] ADNT: Testing feature 21/29: add_range_position
[2025-09-24T23:34:12.257759] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-09-24T23:34:12.434608] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:12.612321] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:12.791191] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:34:12.962171] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:13.159195] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:13.350345] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:34:13.526956] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:13.709593] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:13.885746] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:14.069102] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:34:14.069281] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_range_position (score: 40.00%)
[2025-09-24T23:34:14.069336] [INFO ] [CONFIGURE ] ADNT: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:34:14.069376] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-09-24T23:34:14.270832] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:14.462479] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:14.673741] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:14.870233] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:15.059962] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:15.280324] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:34:15.475717] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:24.170318] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:24.355875] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:24.569407] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:24.569571] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T23:34:24.569619] [INFO ] [CONFIGURE ] ADNT: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:34:24.569657] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-09-24T23:34:24.729101] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:34:24.901218] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:25.082372] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:25.242340] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:25.412356] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:25.566998] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:25.848889] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:26.088695] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:26.245630] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:26.407236] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:26.407410] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_recent_range_context (score: 40.00%)
[2025-09-24T23:34:26.407465] [INFO ] [CONFIGURE ] ADNT: Testing feature 24/29: add_rsi
[2025-09-24T23:34:26.407508] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-09-24T23:34:26.595605] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:26.780511] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:26.967861] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:34:27.203074] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:27.412196] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:27.932937] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:28.264578] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:28.834097] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:29.057176] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:29.254294] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:29.254434] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_rsi (score: 40.00%)
[2025-09-24T23:34:29.254481] [INFO ] [CONFIGURE ] ADNT: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:34:29.254519] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-09-24T23:34:29.419188] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:29.604709] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:29.789543] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:30.400035] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:39.730951] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:40.297018] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:40.567748] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:40.905805] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:34:41.300623] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:41.459916] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:41.460087] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_tick_distribution (score: 60.00%)
[2025-09-24T23:34:41.460148] [INFO ] [CONFIGURE ] ADNT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:34:41.460187] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-09-24T23:34:41.652553] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:41.839797] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:41.999603] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:42.226137] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:42.404727] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:42.571115] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:42.742589] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:42.919683] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:43.083218] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:43.249446] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:43.249593] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-09-24T23:34:43.249640] [INFO ] [CONFIGURE ] ADNT: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:34:43.249679] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-09-24T23:34:43.431068] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:43.672920] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:43.844534] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:44.015881] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:44.314848] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:44.491966] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:44.704549] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:44.885855] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:34:45.064934] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:45.265439] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:45.265612] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:34:45.265674] [INFO ] [CONFIGURE ] ADNT: Testing feature 28/29: add_volume_profile
[2025-09-24T23:34:45.265720] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-09-24T23:34:45.438795] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:34:45.605431] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:34:54.424263] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:54.590937] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:34:54.761874] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:54.939640] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:34:55.118361] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:55.316080] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:55.499386] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:55.676811] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:34:55.676959] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_volume_profile (score: 50.00%)
[2025-09-24T23:34:55.677015] [INFO ] [CONFIGURE ] ADNT: Testing feature 29/29: add_vwap
[2025-09-24T23:34:55.677056] [INFO ] [CONFIGURE ] ADNT: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-09-24T23:34:55.838773] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:34:56.039920] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:34:56.213169] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:56.377545] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:56.544906] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:56.710893] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:34:56.884019] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:57.079556] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:34:57.260597] [DEBUG] [FORECASTER] ADNT: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:34:57.428047] [DEBUG] [FORECASTER] ADNT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:57.428198] [INFO ] [CONFIGURE ] ADNT: DISCARDED add_vwap (score: 50.00%)
[2025-09-24T23:34:57.428244] [INFO ] [CONFIGURE ] ADNT: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:34:57.428279] [INFO ] [CONFIGURE ] ADNT: Best accuracy: 60.00%
[2025-09-24T23:34:57.428312] [INFO ] [CONFIGURE ] ADNT: Best feature set (1 features): ['add_bollinger_bands']
[2025-09-24T23:34:57.428344] [INFO ] [CONFIGURE ] ADNT: Improvement over baseline: 20.00%
[2025-09-24T23:34:57.428375] [INFO ] [CONFIGURE ] ADNT: Total time: 2.2 minutes
[2025-09-24T23:34:57.428406] [INFO ] [CONFIGURE ] ADNT: Average time per feature: 4.5 seconds
[2025-09-24T23:34:57.428437] [INFO ] [CONFIGURE ] ADNT: Average speed: 0.22 features/sec
[2025-09-24T23:34:57.428731] [INFO ] [LOCAL     ] Saved 1 optimal features for ADNT to ./output/feature-sets/ADNT.txt
[2025-09-24T23:34:57.428877] [INFO ] [LOCAL     ] Saved certainty 60.00% for ADNT to ./output/certainties/ADNT.txt
[2025-09-24T23:34:57.428927] [INFO ] [CONFIGURE ] ADNT: Optimal features and certainty (60.00%) saved successfully.
[2025-09-24T23:34:57.428976] [INFO ] [sig       ] [20/2075] Successfully configured ADNT | 0.01 sym/s | Total: 38.5m | ETA: 65.9h
[2025-09-24T23:34:57.429033] [INFO ] [sig       ] [21/2075] Configuring ADT...
[2025-09-24T23:34:57.429076] [INFO ] [CONFIGURE ] ADT: Configurate test run.
[2025-09-24T23:34:57.429120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'.
[2025-09-24T23:34:57.826590] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADT'.
[2025-09-24T23:34:57.827675] [INFO ] [CONFIGURE ] ADT: Testing with 29 available features
[2025-09-24T23:34:57.827727] [INFO ] [CONFIGURE ] ADT: Establishing baseline with no features...
[2025-09-24T23:34:57.970100] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:58.111356] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:34:58.250424] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:58.418919] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:34:58.548967] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:34:58.680244] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:34:58.809252] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:34:58.954807] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:34:59.104698] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:34:59.238292] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:34:59.238428] [INFO ] [CONFIGURE ] ADT: Baseline score (no features): 70.00%
[2025-09-24T23:34:59.238476] [INFO ] [CONFIGURE ] ADT: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:34:59.238515] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:34:59.388461] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:34:59.540877] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:34:59.696642] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:34:59.849940] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:00.010379] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:00.195085] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:00.711201] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:00.883759] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:09.027263] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:09.208924] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:09.209082] [INFO ] [CONFIGURE ] ADT: KEPT add_bollinger_bands (score: 80.00%)
[2025-09-24T23:35:09.209134] [INFO ] [CONFIGURE ] ADT: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:35:09.209178] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:35:09.376185] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:09.577170] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:09.775932] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:09.958264] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:35:10.135470] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:10.405675] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:10.584960] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:10.767861] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:35:10.952532] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:11.164563] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:11.164713] [INFO ] [CONFIGURE ] ADT: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T23:35:11.164767] [INFO ] [CONFIGURE ] ADT: Testing feature 3/29: add_daily_returns
[2025-09-24T23:35:11.164811] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-24T23:35:11.326024] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:11.485424] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:11.656426] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:11.804545] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:11.971497] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:12.213520] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:12.379082] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:12.544509] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:12.729944] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:12.892176] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:12.892328] [INFO ] [CONFIGURE ] ADT: DISCARDED add_daily_returns (score: 80.00%)
[2025-09-24T23:35:12.892385] [INFO ] [CONFIGURE ] ADT: Testing feature 4/29: add_ema
[2025-09-24T23:35:12.892425] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-24T23:35:13.064073] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:13.249620] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:13.427322] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:13.611377] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:13.806629] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:13.981977] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:14.187163] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:14.363460] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:14.526841] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:14.715071] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:14.715241] [INFO ] [CONFIGURE ] ADT: DISCARDED add_ema (score: 80.00%)
[2025-09-24T23:35:14.715300] [INFO ] [CONFIGURE ] ADT: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:35:14.715340] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:35:14.899342] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:15.077334] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:15.274324] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:15.475122] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:16.824387] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:24.998867] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:25.323534] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:25.620656] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:25.805424] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:26.000533] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:26.000696] [INFO ] [CONFIGURE ] ADT: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-09-24T23:35:26.000754] [INFO ] [CONFIGURE ] ADT: Testing feature 6/29: add_failed_moves
[2025-09-24T23:35:26.000795] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-09-24T23:35:26.201371] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:26.378005] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:26.542703] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:26.707110] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:26.879644] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:27.037563] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:27.208586] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:27.362129] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:27.531413] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:27.710658] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:27.710804] [INFO ] [CONFIGURE ] ADT: DISCARDED add_failed_moves (score: 80.00%)
[2025-09-24T23:35:27.710854] [INFO ] [CONFIGURE ] ADT: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:35:27.710896] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-09-24T23:35:27.865342] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:28.010908] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:28.175671] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:28.327793] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:28.484232] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:28.631698] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:28.809740] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:28.954449] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:29.097447] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:29.252460] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:29.252596] [INFO ] [CONFIGURE ] ADT: DISCARDED add_lag_shelf (score: 80.00%)
[2025-09-24T23:35:29.252642] [INFO ] [CONFIGURE ] ADT: Testing feature 8/29: add_macd
[2025-09-24T23:35:29.252679] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-09-24T23:35:29.441872] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:29.633038] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:29.846886] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:30.037436] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:30.260904] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:30.461338] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:30.768740] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:39.026170] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:39.226262] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:39.428365] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:39.428538] [INFO ] [CONFIGURE ] ADT: DISCARDED add_macd (score: 80.00%)
[2025-09-24T23:35:39.428587] [INFO ] [CONFIGURE ] ADT: Testing feature 9/29: add_mfi
[2025-09-24T23:35:39.428624] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-09-24T23:35:39.590280] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:39.762477] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:40.473342] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:40.647825] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:40.817157] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:41.024157] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:41.203294] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:41.373756] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:41.554561] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:41.736119] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:41.736303] [INFO ] [CONFIGURE ] ADT: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T23:35:41.736367] [INFO ] [CONFIGURE ] ADT: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:35:41.736413] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:35:41.922921] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:42.100651] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:35:42.301119] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:42.514388] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:42.719795] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:42.914905] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:43.096816] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:43.277820] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:43.455169] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:43.636613] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:43.636761] [INFO ] [CONFIGURE ] ADT: KEPT add_momentum_acceleration (score: 90.00%)
[2025-09-24T23:35:43.636807] [INFO ] [CONFIGURE ] ADT: Testing feature 11/29: add_obv_daily
[2025-09-24T23:35:43.636845] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-09-24T23:35:43.825160] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:44.019147] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:35:44.527817] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:44.732885] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:44.942556] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:45.148922] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:45.331551] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:45.529074] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:53.828671] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:54.044472] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:54.044625] [INFO ] [CONFIGURE ] ADT: DISCARDED add_obv_daily (score: 90.00%)
[2025-09-24T23:35:54.044674] [INFO ] [CONFIGURE ] ADT: Testing feature 12/29: add_obv_interval
[2025-09-24T23:35:54.044712] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-09-24T23:35:54.243588] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:54.431609] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:54.620675] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:54.810126] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:55.000430] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:55.212044] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:55.413524] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:55.614510] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:55.823304] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:56.031598] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:56.031778] [INFO ] [CONFIGURE ] ADT: DISCARDED add_obv_interval (score: 80.00%)
[2025-09-24T23:35:56.031838] [INFO ] [CONFIGURE ] ADT: Testing feature 13/29: add_opening_strength
[2025-09-24T23:35:56.031878] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:35:56.246498] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:56.482133] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:56.726092] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:56.932738] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:57.145846] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:57.353026] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:57.579258] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:57.786790] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:35:57.992610] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:35:58.221808] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:35:58.221961] [INFO ] [CONFIGURE ] ADT: DISCARDED add_opening_strength (score: 80.00%)
[2025-09-24T23:35:58.222029] [INFO ] [CONFIGURE ] ADT: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:35:58.222071] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-09-24T23:35:58.431381] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:35:58.635919] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:35:58.869237] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:35:59.068967] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:35:59.269232] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:35:59.472728] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:35:59.672935] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:35:59.886170] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:00.094334] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:00.302570] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:00.302731] [INFO ] [CONFIGURE ] ADT: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-09-24T23:36:00.302780] [INFO ] [CONFIGURE ] ADT: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:36:00.302819] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-09-24T23:36:00.499702] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:08.194859] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:08.656426] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:08.853829] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:09.068018] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:09.256507] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:09.451412] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:09.674556] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:09.884654] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:10.077762] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:10.077951] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-09-24T23:36:10.078031] [INFO ] [CONFIGURE ] ADT: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:36:10.078080] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-09-24T23:36:10.295162] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:10.501782] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:10.706224] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:10.915490] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:11.124635] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:11.321461] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:11.521153] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:11.726312] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:11.919778] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:12.226148] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:12.226313] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-09-24T23:36:12.226365] [INFO ] [CONFIGURE ] ADT: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:36:12.226418] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-09-24T23:36:12.412713] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:12.593829] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:12.772366] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:12.967382] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:13.160711] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:13.350642] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:13.534973] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:13.734613] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:13.931386] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:14.141908] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:14.142065] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-09-24T23:36:14.142115] [INFO ] [CONFIGURE ] ADT: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:36:14.142155] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-09-24T23:36:14.340596] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:14.525348] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:36:14.718056] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:14.895903] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:15.083403] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:15.277048] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:15.461282] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:15.646776] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:23.906284] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:24.095231] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:24.095370] [INFO ] [CONFIGURE ] ADT: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-09-24T23:36:24.095417] [INFO ] [CONFIGURE ] ADT: Testing feature 20/29: add_price_rejection
[2025-09-24T23:36:24.095456] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-09-24T23:36:24.294776] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:24.485078] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:24.673684] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:24.894572] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:25.099700] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:25.310469] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:25.509217] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:25.705393] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:25.921578] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:26.137136] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:26.137290] [INFO ] [CONFIGURE ] ADT: DISCARDED add_price_rejection (score: 80.00%)
[2025-09-24T23:36:26.137338] [INFO ] [CONFIGURE ] ADT: Testing feature 21/29: add_range_position
[2025-09-24T23:36:26.137377] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-09-24T23:36:26.340269] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:26.536321] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:36:26.761280] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:26.983376] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:27.254266] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:27.472173] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:27.686516] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:27.888901] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:28.112908] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:28.335431] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:28.335631] [INFO ] [CONFIGURE ] ADT: DISCARDED add_range_position (score: 90.00%)
[2025-09-24T23:36:28.335699] [INFO ] [CONFIGURE ] ADT: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:36:28.335749] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-09-24T23:36:28.571306] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:28.784044] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:36:29.003570] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:29.234756] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:29.463797] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:36:29.687797] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:29.917357] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:30.144537] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:30.372363] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:30.641029] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:30.641304] [INFO ] [CONFIGURE ] ADT: DISCARDED add_realized_volatility (score: 80.00%)
[2025-09-24T23:36:30.642115] [INFO ] [CONFIGURE ] ADT: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:36:30.642192] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-09-24T23:36:38.751315] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:38.957785] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:39.163084] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:39.367171] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:39.564330] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:39.770599] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:39.980052] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:40.209125] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:40.410028] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:40.750390] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:40.750547] [INFO ] [CONFIGURE ] ADT: DISCARDED add_recent_range_context (score: 80.00%)
[2025-09-24T23:36:40.750598] [INFO ] [CONFIGURE ] ADT: Testing feature 24/29: add_rsi
[2025-09-24T23:36:40.750642] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-09-24T23:36:40.989186] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:41.231801] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:36:41.457623] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:41.671067] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:41.888190] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:42.110237] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:42.362663] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:42.586083] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:42.807998] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:43.026447] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:43.026603] [INFO ] [CONFIGURE ] ADT: DISCARDED add_rsi (score: 90.00%)
[2025-09-24T23:36:43.026651] [INFO ] [CONFIGURE ] ADT: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:36:43.026690] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-09-24T23:36:43.235099] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:43.418609] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:43.607695] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:43.810570] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:43.995885] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:44.211095] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:44.427525] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:44.659406] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:44.937116] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:45.149062] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:45.149208] [INFO ] [CONFIGURE ] ADT: DISCARDED add_tick_distribution (score: 80.00%)
[2025-09-24T23:36:45.149257] [INFO ] [CONFIGURE ] ADT: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:36:45.149296] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-09-24T23:36:45.345195] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:45.536458] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:54.059710] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:54.286256] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:54.518753] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:54.709426] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:54.923663] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:55.130824] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:55.327002] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:55.538408] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:55.538561] [INFO ] [CONFIGURE ] ADT: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-09-24T23:36:55.538608] [INFO ] [CONFIGURE ] ADT: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:36:55.538647] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-09-24T23:36:55.742305] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:55.961545] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:36:56.186540] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:56.383706] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:36:56.628405] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:56.877737] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:57.091187] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:57.307348] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:36:57.521573] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:36:57.727934] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:36:57.728103] [INFO ] [CONFIGURE ] ADT: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-09-24T23:36:57.728153] [INFO ] [CONFIGURE ] ADT: Testing feature 28/29: add_volume_profile
[2025-09-24T23:36:57.728190] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-09-24T23:36:57.923537] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:36:58.114664] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:36:58.301622] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:36:58.489379] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:36:58.680568] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:36:58.878633] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:36:59.487159] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:36:59.699100] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:37:09.002297] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:37:09.211845] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:37:09.212031] [INFO ] [CONFIGURE ] ADT: DISCARDED add_volume_profile (score: 80.00%)
[2025-09-24T23:37:09.212097] [INFO ] [CONFIGURE ] ADT: Testing feature 29/29: add_vwap
[2025-09-24T23:37:09.212144] [INFO ] [CONFIGURE ] ADT: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-09-24T23:37:09.417326] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:37:09.631580] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:37:09.821500] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:37:10.012572] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:37:10.248882] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:37:11.289122] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:37:11.772302] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:37:12.028108] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:37:13.013429] [DEBUG] [FORECASTER] ADT: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:37:13.287903] [DEBUG] [FORECASTER] ADT: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:37:13.288071] [INFO ] [CONFIGURE ] ADT: DISCARDED add_vwap (score: 90.00%)
[2025-09-24T23:37:13.288122] [INFO ] [CONFIGURE ] ADT: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:37:13.288162] [INFO ] [CONFIGURE ] ADT: Best accuracy: 90.00%
[2025-09-24T23:37:13.288210] [INFO ] [CONFIGURE ] ADT: Best feature set (3 features): ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:37:13.288250] [INFO ] [CONFIGURE ] ADT: Improvement over baseline: 20.00%
[2025-09-24T23:37:13.288283] [INFO ] [CONFIGURE ] ADT: Total time: 2.2 minutes
[2025-09-24T23:37:13.288316] [INFO ] [CONFIGURE ] ADT: Average time per feature: 4.8 seconds
[2025-09-24T23:37:13.288348] [INFO ] [CONFIGURE ] ADT: Average speed: 0.22 features/sec
[2025-09-24T23:37:13.288600] [INFO ] [LOCAL     ] Saved 3 optimal features for ADT to ./output/feature-sets/ADT.txt
[2025-09-24T23:37:13.288717] [INFO ] [LOCAL     ] Saved certainty 90.00% for ADT to ./output/certainties/ADT.txt
[2025-09-24T23:37:13.288757] [INFO ] [CONFIGURE ] ADT: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T23:37:13.288796] [INFO ] [sig       ] [21/2075] Successfully configured ADT | 0.01 sym/s | Total: 40.7m | ETA: 66.4h
[2025-09-24T23:37:13.288831] [INFO ] [sig       ] [22/2075] Configuring ADX...
[2025-09-24T23:37:13.288864] [INFO ] [CONFIGURE ] ADX: Configurate test run.
[2025-09-24T23:37:13.288898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-09-24T23:37:13.645890] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'ADX'.
[2025-09-24T23:37:13.647023] [INFO ] [CONFIGURE ] ADX: Testing with 29 available features
[2025-09-24T23:37:13.647081] [INFO ] [CONFIGURE ] ADX: Establishing baseline with no features...
[2025-09-24T23:37:14.392221] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:37:14.628403] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:37:14.792541] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:37:14.929259] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:37:15.069481] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:37:15.225851] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:37:15.383931] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:37:15.733354] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:37:21.380891] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:37:21.521690] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:37:21.521841] [INFO ] [CONFIGURE ] ADX: Baseline score (no features): 40.00%
[2025-09-24T23:37:21.521908] [INFO ] [CONFIGURE ] ADX: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:37:21.521956] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:37:24.158707] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:37:33.220028] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:37:33.371714] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:37:42.677652] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:37:51.686119] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:37:51.843891] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:37:52.081852] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:37:52.264545] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:37:52.463870] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:37:52.621570] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:37:52.621753] [INFO ] [CONFIGURE ] ADX: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-09-24T23:37:52.621821] [INFO ] [CONFIGURE ] ADX: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:37:52.621869] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:37:52.785137] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:37:52.947357] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:37:53.150005] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:37:53.359626] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:37:53.524772] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:37:53.689112] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:37:53.854818] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:37:54.027433] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:37:54.516135] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:37:54.689796] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:37:54.689948] [INFO ] [CONFIGURE ] ADX: KEPT add_cumulative_delta (score: 50.00%)
[2025-09-24T23:37:54.690006] [INFO ] [CONFIGURE ] ADX: Testing feature 3/29: add_daily_returns
[2025-09-24T23:37:54.690047] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:37:54.854119] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:37:55.022354] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:37:55.191774] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:37:55.363364] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:37:55.540377] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:37:55.700663] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:37:55.880119] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:37:56.071487] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:37:56.244524] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:37:56.427143] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:37:56.427294] [INFO ] [CONFIGURE ] ADX: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:37:56.427342] [INFO ] [CONFIGURE ] ADX: Testing feature 4/29: add_ema
[2025-09-24T23:37:56.427381] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T23:37:56.615843] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:37:56.802773] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:37:56.981224] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:37:57.223517] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:37:57.407934] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:37:57.617120] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:37:57.977520] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:37:58.207706] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:37:58.398146] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:37:58.605855] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:37:58.606028] [INFO ] [CONFIGURE ] ADX: DISCARDED add_ema (score: 40.00%)
[2025-09-24T23:37:58.606093] [INFO ] [CONFIGURE ] ADX: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:37:58.606133] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:37:58.805261] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:37:59.020210] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:37:59.215777] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:37:59.399387] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:37:59.595367] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:37:59.787694] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:37:59.982250] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:00.211279] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:00.414968] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:00.622770] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:00.622931] [INFO ] [CONFIGURE ] ADX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-09-24T23:38:00.622980] [INFO ] [CONFIGURE ] ADX: Testing feature 6/29: add_failed_moves
[2025-09-24T23:38:00.623048] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-09-24T23:38:00.785291] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:00.960439] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:01.120286] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:01.341666] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:01.527913] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:01.700504] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:01.885635] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:02.066294] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:02.237239] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:02.409848] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:02.410008] [INFO ] [CONFIGURE ] ADX: DISCARDED add_failed_moves (score: 50.00%)
[2025-09-24T23:38:02.410067] [INFO ] [CONFIGURE ] ADX: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:38:02.410108] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T23:38:02.574473] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:02.738881] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:02.911549] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:03.073574] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:03.232769] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:03.418355] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:03.640461] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:03.794049] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:03.960244] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:04.141721] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:04.141866] [INFO ] [CONFIGURE ] ADX: DISCARDED add_lag_shelf (score: 50.00%)
[2025-09-24T23:38:04.141914] [INFO ] [CONFIGURE ] ADX: Testing feature 8/29: add_macd
[2025-09-24T23:38:04.141956] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T23:38:04.341768] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:04.548419] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:04.758079] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:05.020961] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:05.234134] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:05.440057] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:05.639763] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:05.848759] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:07.659248] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:07.861864] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:07.862035] [INFO ] [CONFIGURE ] ADX: DISCARDED add_macd (score: 50.00%)
[2025-09-24T23:38:07.862083] [INFO ] [CONFIGURE ] ADX: Testing feature 9/29: add_mfi
[2025-09-24T23:38:07.862123] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-09-24T23:38:08.071978] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:08.288054] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:08.504769] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:08.696399] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:08.882740] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:09.074905] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:09.251202] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:09.434865] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:09.614064] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:09.801064] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:09.801220] [INFO ] [CONFIGURE ] ADX: KEPT add_mfi (score: 60.00%)
[2025-09-24T23:38:09.801268] [INFO ] [CONFIGURE ] ADX: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:38:09.801307] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:38:10.014052] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:10.231995] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:10.438421] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:10.651266] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:10.861442] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:11.092757] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:11.321590] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:11.535773] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:11.758571] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:11.970345] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:11.970506] [INFO ] [CONFIGURE ] ADX: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T23:38:11.970554] [INFO ] [CONFIGURE ] ADX: Testing feature 11/29: add_obv_daily
[2025-09-24T23:38:11.970592] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_daily']
[2025-09-24T23:38:12.254705] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:12.441682] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:12.629976] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:12.824504] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:38:13.007323] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:38:13.205661] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:13.395943] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:13.605864] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:13.816804] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:14.028287] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:14.028437] [INFO ] [CONFIGURE ] ADX: DISCARDED add_obv_daily (score: 40.00%)
[2025-09-24T23:38:14.028483] [INFO ] [CONFIGURE ] ADX: Testing feature 12/29: add_obv_interval
[2025-09-24T23:38:14.028522] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_obv_interval']
[2025-09-24T23:38:14.213958] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:14.400732] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:14.591719] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:14.795348] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:14.979294] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:15.199815] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:15.399404] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:15.590694] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:15.778933] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:38:15.975924] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:15.976098] [INFO ] [CONFIGURE ] ADX: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:38:15.976146] [INFO ] [CONFIGURE ] ADX: Testing feature 13/29: add_opening_strength
[2025-09-24T23:38:15.976186] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:38:16.194185] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:16.388469] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:16.584298] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:16.792094] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:17.020590] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:17.234825] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:17.433377] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:17.654949] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:17.859350] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:18.068331] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:18.068497] [INFO ] [CONFIGURE ] ADX: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:38:18.068562] [INFO ] [CONFIGURE ] ADX: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:38:18.068609] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_order_flow_imbalance']
[2025-09-24T23:38:18.262952] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:18.517949] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:18.725235] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:18.934013] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:19.133677] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:19.335241] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:19.537228] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:19.739589] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:19.933936] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:20.142883] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:20.143044] [INFO ] [CONFIGURE ] ADX: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T23:38:20.143098] [INFO ] [CONFIGURE ] ADX: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:38:20.143142] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_morning_momentum']
[2025-09-24T23:38:20.331460] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:38:20.513214] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:20.690154] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:20.873573] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:21.067979] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:21.376805] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:21.671017] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:21.880644] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:22.071075] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:22.354982] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:22.355143] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-09-24T23:38:22.355192] [INFO ] [CONFIGURE ] ADX: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:38:22.355231] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_overnight_gap']
[2025-09-24T23:38:22.554352] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:22.741587] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:23.052403] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:24.365852] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:24.629261] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:25.093055] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:25.343229] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:25.548093] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:25.795529] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:26.001172] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:26.001334] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T23:38:26.001380] [INFO ] [CONFIGURE ] ADX: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:38:26.001417] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_return_2d']
[2025-09-24T23:38:27.234176] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:27.429929] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:27.640410] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:27.879546] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:28.076244] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:38:28.298814] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:28.494207] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:28.689072] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:28.886311] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:29.111486] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:29.111643] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-09-24T23:38:29.111696] [INFO ] [CONFIGURE ] ADX: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:38:29.111740] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_volatility_5d']
[2025-09-24T23:38:29.304127] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:29.477343] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:29.650086] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:29.836685] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:30.022660] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:30.213462] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:30.408776] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:30.644797] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:30.842738] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:31.030637] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:31.030784] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:38:31.030830] [INFO ] [CONFIGURE ] ADX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:38:31.030869] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-09-24T23:38:31.225024] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:31.413413] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:31.593032] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:31.782107] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:31.979034] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:32.186028] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:32.371067] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:33.041746] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:33.224102] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:33.429712] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:33.429895] [INFO ] [CONFIGURE ] ADX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T23:38:33.429958] [INFO ] [CONFIGURE ] ADX: Testing feature 20/29: add_price_rejection
[2025-09-24T23:38:33.430017] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_price_rejection']
[2025-09-24T23:38:33.673881] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:38:33.866523] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:34.094415] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:34.293340] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:34.494167] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:38:34.678409] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:34.875202] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:35.069983] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:35.268949] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:35.503372] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:38:35.503525] [INFO ] [CONFIGURE ] ADX: DISCARDED add_price_rejection (score: 40.00%)
[2025-09-24T23:38:35.503586] [INFO ] [CONFIGURE ] ADX: Testing feature 21/29: add_range_position
[2025-09-24T23:38:35.503633] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_range_position']
[2025-09-24T23:38:35.708029] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:38:35.914390] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:36.111373] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:36.305045] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:36.560751] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:43.962641] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:44.746983] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:44.932973] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:45.128164] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:45.326442] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:45.326583] [INFO ] [CONFIGURE ] ADX: DISCARDED add_range_position (score: 30.00%)
[2025-09-24T23:38:45.326631] [INFO ] [CONFIGURE ] ADX: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:38:45.326669] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_realized_volatility']
[2025-09-24T23:38:45.534584] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:38:45.737663] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:45.932277] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:46.143809] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:46.345638] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:46.553420] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:46.751840] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:46.953751] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:47.165747] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:47.377249] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:47.377424] [INFO ] [CONFIGURE ] ADX: DISCARDED add_realized_volatility (score: 40.00%)
[2025-09-24T23:38:47.377488] [INFO ] [CONFIGURE ] ADX: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:38:47.377535] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_recent_range_context']
[2025-09-24T23:38:47.560666] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:38:47.730399] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:47.915458] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:48.103125] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:48.281993] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:48.463277] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:48.633847] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:48.821964] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:38:49.011785] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:49.231054] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:49.231201] [INFO ] [CONFIGURE ] ADX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-09-24T23:38:49.231252] [INFO ] [CONFIGURE ] ADX: Testing feature 24/29: add_rsi
[2025-09-24T23:38:49.231295] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_ema', 'add_rsi']
[2025-09-24T23:38:49.417251] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:49.616493] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:49.811436] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:38:50.014474] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:38:50.220615] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:38:50.425518] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:38:50.642593] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:38:50.842244] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:38:51.055139] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:38:51.279047] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:38:51.279186] [INFO ] [CONFIGURE ] ADX: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T23:38:51.279233] [INFO ] [CONFIGURE ] ADX: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:38:51.279272] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_tick_distribution']
[2025-09-24T23:38:51.470543] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:38:59.622050] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:38:59.809163] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:38:59.988776] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:00.223468] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:39:00.401479] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:39:00.592477] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:39:00.782991] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:00.958287] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:01.135427] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:39:01.135558] [INFO ] [CONFIGURE ] ADX: DISCARDED add_tick_distribution (score: 50.00%)
[2025-09-24T23:39:01.135604] [INFO ] [CONFIGURE ] ADX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:39:01.135642] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-09-24T23:39:01.311049] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:39:01.481031] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:39:01.659020] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:39:01.851322] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:02.045485] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:39:02.225023] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:39:02.397423] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:39:02.571911] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:39:02.744071] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:39:02.928001] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:39:02.928143] [INFO ] [CONFIGURE ] ADX: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-09-24T23:39:02.928199] [INFO ] [CONFIGURE ] ADX: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:39:02.928239] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_price_divergence']
[2025-09-24T23:39:03.111570] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:03.302466] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:39:03.497322] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:39:03.682648] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:03.944182] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:39:04.132242] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:39:04.327833] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:39:04.527200] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:04.704132] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:04.892606] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:39:04.892752] [INFO ] [CONFIGURE ] ADX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-09-24T23:39:04.892809] [INFO ] [CONFIGURE ] ADX: Testing feature 28/29: add_volume_profile
[2025-09-24T23:39:04.892849] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_volume_profile']
[2025-09-24T23:39:05.059914] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:39:05.239613] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:39:05.410913] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:39:05.584941] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:05.764829] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:39:05.945700] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:39:06.144736] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:39:06.327043] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:39:06.520622] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:14.757214] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:39:14.757367] [INFO ] [CONFIGURE ] ADX: DISCARDED add_volume_profile (score: 30.00%)
[2025-09-24T23:39:14.757412] [INFO ] [CONFIGURE ] ADX: Testing feature 29/29: add_vwap
[2025-09-24T23:39:14.757447] [INFO ] [CONFIGURE ] ADX: Testing with features: ['add_cumulative_delta', 'add_mfi', 'add_vwap']
[2025-09-24T23:39:14.936191] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:15.118278] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:39:15.337891] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:15.517613] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:15.687337] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:39:15.872190] [DEBUG] [FORECASTER] ADX: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:39:16.086151] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:39:16.268463] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:39:16.465537] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:16.657032] [DEBUG] [FORECASTER] ADX: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:39:16.657191] [INFO ] [CONFIGURE ] ADX: DISCARDED add_vwap (score: 40.00%)
[2025-09-24T23:39:16.657240] [INFO ] [CONFIGURE ] ADX: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:39:16.657278] [INFO ] [CONFIGURE ] ADX: Best accuracy: 60.00%
[2025-09-24T23:39:16.657315] [INFO ] [CONFIGURE ] ADX: Best feature set (2 features): ['add_cumulative_delta', 'add_mfi']
[2025-09-24T23:39:16.657349] [INFO ] [CONFIGURE ] ADX: Improvement over baseline: 20.00%
[2025-09-24T23:39:16.657382] [INFO ] [CONFIGURE ] ADX: Total time: 1.9 minutes
[2025-09-24T23:39:16.657414] [INFO ] [CONFIGURE ] ADX: Average time per feature: 4.0 seconds
[2025-09-24T23:39:16.657447] [INFO ] [CONFIGURE ] ADX: Average speed: 0.25 features/sec
[2025-09-24T23:39:16.657678] [INFO ] [LOCAL     ] Saved 2 optimal features for ADX to ./output/feature-sets/ADX.txt
[2025-09-24T23:39:16.657801] [INFO ] [LOCAL     ] Saved certainty 60.00% for ADX to ./output/certainties/ADX.txt
[2025-09-24T23:39:16.657842] [INFO ] [CONFIGURE ] ADX: Optimal features and certainty (60.00%) saved successfully.
[2025-09-24T23:39:16.657881] [INFO ] [sig       ] [22/2075] Successfully configured ADX | 0.01 sym/s | Total: 42.8m | ETA: 66.5h
[2025-09-24T23:39:16.657916] [INFO ] [sig       ] [23/2075] Configuring AEE...
[2025-09-24T23:39:16.657950] [INFO ] [CONFIGURE ] AEE: Configurate test run.
[2025-09-24T23:39:16.657993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-09-24T23:39:17.153554] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEE'.
[2025-09-24T23:39:17.154823] [INFO ] [CONFIGURE ] AEE: Testing with 29 available features
[2025-09-24T23:39:17.154933] [INFO ] [CONFIGURE ] AEE: Establishing baseline with no features...
[2025-09-24T23:39:17.287781] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:17.430363] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:17.552626] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:17.701715] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:17.836718] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:17.965738] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:18.091007] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:18.249767] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:18.372390] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:39:18.609599] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:18.609743] [INFO ] [CONFIGURE ] AEE: Baseline score (no features): 70.00%
[2025-09-24T23:39:18.609805] [INFO ] [CONFIGURE ] AEE: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:39:18.609850] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:39:18.773757] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:39:18.918711] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:19.069498] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:19.207895] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:19.364163] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:19.517471] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:19.670653] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:19.817625] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:19.965869] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:20.162964] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:20.163117] [INFO ] [CONFIGURE ] AEE: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:39:20.163164] [INFO ] [CONFIGURE ] AEE: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:39:20.163201] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:39:20.317313] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:20.465940] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:20.606973] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:20.763437] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:20.910709] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:21.068058] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:39:21.254197] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:21.600905] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:29.179148] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:29.337527] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:29.337676] [INFO ] [CONFIGURE ] AEE: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-09-24T23:39:29.337734] [INFO ] [CONFIGURE ] AEE: Testing feature 3/29: add_daily_returns
[2025-09-24T23:39:29.337774] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_daily_returns']
[2025-09-24T23:39:29.468560] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:29.598594] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:29.736619] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:29.860900] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:29.986347] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:30.121311] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:30.262478] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:30.398408] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:30.530066] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:30.661868] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:30.662014] [INFO ] [CONFIGURE ] AEE: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:39:30.662062] [INFO ] [CONFIGURE ] AEE: Testing feature 4/29: add_ema
[2025-09-24T23:39:30.662100] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_ema']
[2025-09-24T23:39:30.803411] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:30.952725] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:31.160593] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:31.312260] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:31.468173] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:31.631626] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:31.777285] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:31.966916] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:32.125956] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:32.290918] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:32.291069] [INFO ] [CONFIGURE ] AEE: DISCARDED add_ema (score: 60.00%)
[2025-09-24T23:39:32.291119] [INFO ] [CONFIGURE ] AEE: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:39:32.291157] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:39:33.074708] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:33.258916] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:33.426572] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:33.592434] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:33.748598] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:33.903072] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:34.073397] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:34.226544] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:34.410150] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:34.581182] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:34.581334] [INFO ] [CONFIGURE ] AEE: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T23:39:34.581382] [INFO ] [CONFIGURE ] AEE: Testing feature 6/29: add_failed_moves
[2025-09-24T23:39:34.581420] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_failed_moves']
[2025-09-24T23:39:34.710742] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:34.838366] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:34.973195] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:35.127099] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:35.261240] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:35.409147] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:35.546185] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:35.679600] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:35.831563] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:39:35.961448] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:35.961575] [INFO ] [CONFIGURE ] AEE: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T23:39:35.961622] [INFO ] [CONFIGURE ] AEE: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:39:35.961659] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_lag_shelf']
[2025-09-24T23:39:36.089434] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:36.233684] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:36.354849] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:36.475012] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:44.236453] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:44.699294] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:44.817852] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:44.938511] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:45.063664] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:39:45.203431] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:45.203574] [INFO ] [CONFIGURE ] AEE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T23:39:45.203621] [INFO ] [CONFIGURE ] AEE: Testing feature 8/29: add_macd
[2025-09-24T23:39:45.203659] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T23:39:45.374759] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:45.557315] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:45.733809] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:45.900452] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:46.135761] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:46.388459] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:46.557844] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:46.734113] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:46.909835] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:39:47.092083] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:47.092226] [INFO ] [CONFIGURE ] AEE: DISCARDED add_macd (score: 70.00%)
[2025-09-24T23:39:47.092277] [INFO ] [CONFIGURE ] AEE: Testing feature 9/29: add_mfi
[2025-09-24T23:39:47.092315] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_mfi']
[2025-09-24T23:39:47.242292] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:47.376357] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:47.523388] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:47.667248] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:47.811688] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:47.958787] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:48.091482] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:48.231111] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:48.368224] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:39:48.513511] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:48.513668] [INFO ] [CONFIGURE ] AEE: DISCARDED add_mfi (score: 70.00%)
[2025-09-24T23:39:48.513712] [INFO ] [CONFIGURE ] AEE: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:39:48.513749] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:39:48.669464] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:48.824612] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:48.976149] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:49.152155] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:49.305379] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:49.478922] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:39:49.634068] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:49.794362] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:49.951632] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:39:50.104294] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:50.104420] [INFO ] [CONFIGURE ] AEE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-09-24T23:39:50.104467] [INFO ] [CONFIGURE ] AEE: Testing feature 11/29: add_obv_daily
[2025-09-24T23:39:50.104505] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_obv_daily']
[2025-09-24T23:39:50.235938] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:50.360510] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:50.494735] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:50.630909] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:50.757061] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:39:50.889220] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:39:51.022348] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:39:51.169872] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:39:51.314476] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:39:51.453404] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:39:51.453548] [INFO ] [CONFIGURE ] AEE: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-24T23:39:51.453593] [INFO ] [CONFIGURE ] AEE: Testing feature 12/29: add_obv_interval
[2025-09-24T23:39:51.453630] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_obv_interval']
[2025-09-24T23:39:59.406030] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:39:59.532481] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:39:59.665051] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:39:59.811192] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:39:59.940119] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:00.081111] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:00.216384] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:00.354178] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:00.500962] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:00.636174] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:00.636341] [INFO ] [CONFIGURE ] AEE: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:40:00.636402] [INFO ] [CONFIGURE ] AEE: Testing feature 13/29: add_opening_strength
[2025-09-24T23:40:00.636450] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T23:40:00.788776] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:00.942386] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:01.088634] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:01.245997] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:01.384104] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:01.528434] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:01.667296] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:01.817414] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:01.957901] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:02.101363] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:02.101490] [INFO ] [CONFIGURE ] AEE: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:40:02.101537] [INFO ] [CONFIGURE ] AEE: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:40:02.101581] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_order_flow_imbalance']
[2025-09-24T23:40:02.263111] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:02.403474] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:02.553807] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:02.694163] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:02.831073] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:02.969571] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:40:03.120053] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:03.271352] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:03.423904] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:03.643622] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:03.643787] [INFO ] [CONFIGURE ] AEE: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:40:03.643834] [INFO ] [CONFIGURE ] AEE: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:40:03.643873] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_morning_momentum']
[2025-09-24T23:40:03.767383] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:03.887491] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:04.022540] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:04.155966] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:04.281459] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:04.412567] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:04.537881] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:04.665562] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:04.843307] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:04.977438] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:04.977576] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T23:40:04.977622] [INFO ] [CONFIGURE ] AEE: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:40:04.977660] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_overnight_gap']
[2025-09-24T23:40:05.132791] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:05.279063] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:05.409215] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:05.546125] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:05.679495] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:05.819292] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:05.959506] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:06.103173] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:06.280177] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:06.434646] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:06.434801] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:40:06.434849] [INFO ] [CONFIGURE ] AEE: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:40:06.434887] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_return_2d']
[2025-09-24T23:40:14.445583] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:14.604719] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:14.779329] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:14.916738] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:15.054055] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:15.194792] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:15.331270] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:15.479602] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:15.619391] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:15.762890] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:15.763041] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T23:40:15.763094] [INFO ] [CONFIGURE ] AEE: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:40:15.763137] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_volatility_5d']
[2025-09-24T23:40:15.910828] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:16.031872] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:16.159545] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:16.287223] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:16.419761] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:16.551791] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:16.677358] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:40:16.803570] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:16.936190] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:40:17.072805] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:17.072963] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:40:17.073020] [INFO ] [CONFIGURE ] AEE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:40:17.073059] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_pbf_vs_sma_5']
[2025-09-24T23:40:17.198574] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:17.320806] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:17.447643] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:17.575346] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:17.698714] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:17.819850] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:17.944112] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:18.069631] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:18.197850] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:40:18.339335] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:18.339478] [INFO ] [CONFIGURE ] AEE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T23:40:18.339527] [INFO ] [CONFIGURE ] AEE: Testing feature 20/29: add_price_rejection
[2025-09-24T23:40:18.339563] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_price_rejection']
[2025-09-24T23:40:18.495162] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:18.630556] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:18.770715] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:18.968207] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:19.110925] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:19.247295] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:19.386809] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:19.534295] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:19.680634] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:40:19.822593] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:19.822757] [INFO ] [CONFIGURE ] AEE: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:40:19.822819] [INFO ] [CONFIGURE ] AEE: Testing feature 21/29: add_range_position
[2025-09-24T23:40:19.822866] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_range_position']
[2025-09-24T23:40:19.983205] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:20.179095] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:20.338307] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:20.493709] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:20.669196] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:20.826116] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:20.977939] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:21.158829] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:21.303411] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:21.508909] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:21.509103] [INFO ] [CONFIGURE ] AEE: DISCARDED add_range_position (score: 60.00%)
[2025-09-24T23:40:21.509153] [INFO ] [CONFIGURE ] AEE: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:40:21.509191] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_realized_volatility']
[2025-09-24T23:40:30.068929] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:30.249604] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:30.415931] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:30.571314] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:30.728931] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:30.897127] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:31.053937] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:31.212154] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:31.370266] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:31.529388] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:31.529545] [INFO ] [CONFIGURE ] AEE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-09-24T23:40:31.529601] [INFO ] [CONFIGURE ] AEE: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:40:31.529640] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_recent_range_context']
[2025-09-24T23:40:31.667319] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:31.798643] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:31.963641] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:32.097025] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:32.230036] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:32.374784] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:32.516086] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:33.153645] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:33.287672] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:33.429545] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:33.429694] [INFO ] [CONFIGURE ] AEE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:40:33.429740] [INFO ] [CONFIGURE ] AEE: Testing feature 24/29: add_rsi
[2025-09-24T23:40:33.429778] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_ema', 'add_rsi']
[2025-09-24T23:40:33.591189] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:33.751124] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:33.904784] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:34.076136] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:34.240674] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:34.401490] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:34.559324] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:34.717948] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:34.889459] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:35.072022] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:35.072166] [INFO ] [CONFIGURE ] AEE: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T23:40:35.072222] [INFO ] [CONFIGURE ] AEE: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:40:35.072262] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_tick_distribution']
[2025-09-24T23:40:35.206338] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:35.336606] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:35.465162] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:35.620553] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:35.747647] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:35.879933] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:36.013140] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:36.166965] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:36.314406] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:36.458144] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:36.458305] [INFO ] [CONFIGURE ] AEE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-09-24T23:40:36.458365] [INFO ] [CONFIGURE ] AEE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:40:36.458413] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_volume_momentum_confirmation']
[2025-09-24T23:40:44.258586] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:44.390971] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:44.547431] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:44.677926] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:44.812943] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:45.006690] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:45.191271] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:45.341272] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:45.479257] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:45.615650] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:45.615803] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:40:45.615850] [INFO ] [CONFIGURE ] AEE: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:40:45.615887] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_volume_price_divergence']
[2025-09-24T23:40:45.757186] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:45.897765] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:46.054712] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:46.212977] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:46.354671] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:46.501294] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:46.649718] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:46.833048] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:46.977410] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:40:47.144758] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:47.144904] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-09-24T23:40:47.144951] [INFO ] [CONFIGURE ] AEE: Testing feature 28/29: add_volume_profile
[2025-09-24T23:40:47.144997] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_volume_profile']
[2025-09-24T23:40:47.292627] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:47.428544] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:47.561187] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:47.695435] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:47.837475] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:47.969606] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:48.108180] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:48.249736] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:48.389320] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:48.529040] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:48.529176] [INFO ] [CONFIGURE ] AEE: DISCARDED add_volume_profile (score: 60.00%)
[2025-09-24T23:40:48.529222] [INFO ] [CONFIGURE ] AEE: Testing feature 29/29: add_vwap
[2025-09-24T23:40:48.529260] [INFO ] [CONFIGURE ] AEE: Testing with features: ['add_vwap']
[2025-09-24T23:40:48.666042] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:40:48.801689] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:48.937100] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:49.075550] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:40:49.212139] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:40:49.351823] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:49.489172] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:40:49.625058] [DEBUG] [FORECASTER] AEE: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:49.764253] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:40:49.912852] [DEBUG] [FORECASTER] AEE: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:40:49.913011] [INFO ] [CONFIGURE ] AEE: DISCARDED add_vwap (score: 60.00%)
[2025-09-24T23:40:49.913063] [INFO ] [CONFIGURE ] AEE: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:40:49.913105] [INFO ] [CONFIGURE ] AEE: Best accuracy: 70.00%
[2025-09-24T23:40:49.913146] [INFO ] [CONFIGURE ] AEE: Best feature set (0 features): []
[2025-09-24T23:40:49.913184] [INFO ] [CONFIGURE ] AEE: Improvement over baseline: 0.00%
[2025-09-24T23:40:49.913222] [INFO ] [CONFIGURE ] AEE: Total time: 1.5 minutes
[2025-09-24T23:40:49.913259] [INFO ] [CONFIGURE ] AEE: Average time per feature: 3.1 seconds
[2025-09-24T23:40:49.913297] [INFO ] [CONFIGURE ] AEE: Average speed: 0.32 features/sec
[2025-09-24T23:40:49.913539] [INFO ] [LOCAL     ] Saved 0 optimal features for AEE to ./output/feature-sets/AEE.txt
[2025-09-24T23:40:49.913679] [INFO ] [LOCAL     ] Saved certainty 70.00% for AEE to ./output/certainties/AEE.txt
[2025-09-24T23:40:49.913725] [INFO ] [CONFIGURE ] AEE: Optimal features and certainty (70.00%) saved successfully.
[2025-09-24T23:40:49.913770] [INFO ] [sig       ] [23/2075] Successfully configured AEE | 0.01 sym/s | Total: 44.3m | ETA: 65.9h
[2025-09-24T23:40:49.913811] [INFO ] [sig       ] [24/2075] Configuring AEFC...
[2025-09-24T23:40:49.913849] [INFO ] [CONFIGURE ] AEFC: Configurate test run.
[2025-09-24T23:40:49.913888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-09-24T23:40:50.274413] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEFC'.
[2025-09-24T23:40:50.275426] [INFO ] [CONFIGURE ] AEFC: Testing with 29 available features
[2025-09-24T23:40:50.275481] [INFO ] [CONFIGURE ] AEFC: Establishing baseline with no features...
[2025-09-24T23:40:50.412873] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:40:50.555331] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:40:50.681539] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:40:50.814483] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:40:50.986698] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:40:51.144198] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:40:59.519770] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:40:59.664224] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:40:59.806541] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:00.011400] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:41:00.011542] [INFO ] [CONFIGURE ] AEFC: Baseline score (no features): 60.00%
[2025-09-24T23:41:00.011588] [INFO ] [CONFIGURE ] AEFC: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:41:00.011625] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:41:00.216542] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:00.376538] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:00.543036] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:00.704247] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:00.903861] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:02.043198] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:41:02.262846] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:02.464533] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:02.790414] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:02.973164] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:41:02.973311] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:41:02.973357] [INFO ] [CONFIGURE ] AEFC: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:41:02.973395] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:41:03.137267] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:03.289606] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:03.450822] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:03.615978] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:03.782063] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:03.956998] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:04.170973] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:04.320653] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:04.505116] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:04.657587] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:04.657751] [INFO ] [CONFIGURE ] AEFC: KEPT add_cumulative_delta (score: 70.00%)
[2025-09-24T23:41:04.657803] [INFO ] [CONFIGURE ] AEFC: Testing feature 3/29: add_daily_returns
[2025-09-24T23:41:04.657847] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:41:04.819320] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:04.987782] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:05.196300] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:05.365360] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:05.526012] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:05.686747] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:05.838848] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:06.007420] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:06.200442] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:06.367904] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:06.368057] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-24T23:41:06.368102] [INFO ] [CONFIGURE ] AEFC: Testing feature 4/29: add_ema
[2025-09-24T23:41:06.368140] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T23:41:06.553840] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:14.490256] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:14.691042] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:14.883372] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:15.071779] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:15.264971] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:15.482178] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:15.679296] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:15.883752] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:16.074067] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:16.074225] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_ema (score: 70.00%)
[2025-09-24T23:41:16.074271] [INFO ] [CONFIGURE ] AEFC: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:41:16.074310] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:41:16.259541] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:16.441744] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:16.629308] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:16.826731] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:17.038484] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:17.234460] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:17.423649] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:17.624753] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:17.825742] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:18.017027] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:18.017194] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-09-24T23:41:18.017249] [INFO ] [CONFIGURE ] AEFC: Testing feature 6/29: add_failed_moves
[2025-09-24T23:41:18.017291] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-09-24T23:41:18.183866] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:18.425272] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:18.609513] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:18.872317] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:19.053119] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:19.240308] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:19.427495] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:19.610323] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:19.774513] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:19.962288] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:19.962485] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T23:41:19.962530] [INFO ] [CONFIGURE ] AEFC: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:41:19.962567] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T23:41:20.140194] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:20.311305] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:20.486058] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:20.636065] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:20.807637] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:20.970496] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:21.155660] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:21.329800] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:21.501760] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:29.211767] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:29.211944] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T23:41:29.212007] [INFO ] [CONFIGURE ] AEFC: Testing feature 8/29: add_macd
[2025-09-24T23:41:29.212054] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T23:41:29.713628] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:41:29.931907] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:30.146913] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:30.340255] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:30.586701] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:30.799186] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:31.052466] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:31.270541] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:31.493519] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:31.731586] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:41:31.731772] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_macd (score: 70.00%)
[2025-09-24T23:41:31.731838] [INFO ] [CONFIGURE ] AEFC: Testing feature 9/29: add_mfi
[2025-09-24T23:41:31.731886] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-09-24T23:41:31.902046] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:32.093649] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:32.284874] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:32.466750] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:33.417872] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:33.584110] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:33.829018] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:34.034487] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:34.212260] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:34.395192] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:34.395398] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_mfi (score: 70.00%)
[2025-09-24T23:41:34.395459] [INFO ] [CONFIGURE ] AEFC: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:41:34.395501] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:41:34.610622] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:34.814031] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:35.007831] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:41:35.233368] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:35.672126] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:35.926751] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:36.145088] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:45.101498] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:45.291904] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:45.500361] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:41:45.500509] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T23:41:45.500556] [INFO ] [CONFIGURE ] AEFC: Testing feature 11/29: add_obv_daily
[2025-09-24T23:41:45.500602] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-09-24T23:41:45.665503] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:41:45.848477] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:46.010712] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:46.185417] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:46.348147] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:46.547921] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:41:46.721713] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:46.891181] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:47.063116] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:47.240580] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:41:47.240741] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-24T23:41:47.240794] [INFO ] [CONFIGURE ] AEFC: Testing feature 12/29: add_obv_interval
[2025-09-24T23:41:47.240835] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-09-24T23:41:47.394101] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:47.546468] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:47.696203] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:48.052697] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:48.212538] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:48.377026] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:41:48.569507] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:48.733593] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:48.906999] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:49.068271] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:41:49.068438] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T23:41:49.068496] [INFO ] [CONFIGURE ] AEFC: Testing feature 13/29: add_opening_strength
[2025-09-24T23:41:49.068537] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:41:49.242521] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:49.433742] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:49.612688] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:41:49.788478] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:49.962487] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:50.176454] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:41:50.358930] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:41:50.589438] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:41:50.773503] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:41:50.942506] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:41:50.942675] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_opening_strength (score: 50.00%)
[2025-09-24T23:41:50.942723] [INFO ] [CONFIGURE ] AEFC: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:41:50.942761] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-09-24T23:41:51.132447] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:41:51.313971] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:41:51.487787] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:41:59.533308] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:41:59.713897] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:41:59.895236] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:00.068110] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:00.253643] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:00.437113] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:00.680140] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:00.680282] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:42:00.680325] [INFO ] [CONFIGURE ] AEFC: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:42:00.680359] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-09-24T23:42:00.849853] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:42:01.089971] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:01.297911] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:01.475810] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:01.655671] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:01.902017] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:02.061437] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:02.245131] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:02.491427] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:02.885953] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:02.886138] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T23:42:02.886191] [INFO ] [CONFIGURE ] AEFC: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:42:02.886228] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-09-24T23:42:03.064639] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:42:03.234470] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:03.659909] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:03.831402] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:04.044927] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:04.689813] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:04.900113] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:05.999615] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:06.206477] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:06.383239] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:06.383387] [INFO ] [CONFIGURE ] AEFC: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-09-24T23:42:06.383433] [INFO ] [CONFIGURE ] AEFC: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:42:06.383470] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-09-24T23:42:06.580158] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:42:14.903758] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:15.095362] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:15.369248] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:15.548547] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:15.737736] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:42:15.935630] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:16.127656] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:16.313951] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:16.506013] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:16.506157] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T23:42:16.506203] [INFO ] [CONFIGURE ] AEFC: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:42:16.506241] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-09-24T23:42:16.680943] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:42:16.869009] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:17.416089] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:18.086231] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:18.282772] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:18.478729] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:42:18.676219] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:19.456912] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:19.897605] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:20.203185] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:20.203343] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:42:20.203390] [INFO ] [CONFIGURE ] AEFC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:42:20.203427] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-09-24T23:42:20.386213] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:42:20.559588] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:20.772391] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:20.942757] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:21.130877] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:21.342379] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:21.534148] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:29.494435] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:29.668083] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:29.861275] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:29.861423] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:42:29.861469] [INFO ] [CONFIGURE ] AEFC: Testing feature 20/29: add_price_rejection
[2025-09-24T23:42:29.861505] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-09-24T23:42:30.053704] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:42:30.241327] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:30.423238] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:30.675785] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:30.912847] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:31.128007] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:31.329785] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:31.524810] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:31.758725] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:32.228691] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:32.228842] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_price_rejection (score: 80.00%)
[2025-09-24T23:42:32.228894] [INFO ] [CONFIGURE ] AEFC: Testing feature 21/29: add_range_position
[2025-09-24T23:42:32.228937] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_range_position']
[2025-09-24T23:42:32.430797] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:42:33.313465] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:33.514894] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:33.790677] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:33.992901] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:34.292308] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:42:34.480140] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:34.776603] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:34.999142] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:35.240614] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:35.240784] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_range_position (score: 60.00%)
[2025-09-24T23:42:35.240853] [INFO ] [CONFIGURE ] AEFC: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:42:35.240895] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-09-24T23:42:35.476812] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:42:35.708038] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:35.931189] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:36.161497] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:36.404079] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:37.366235] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:37.577918] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:41.355193] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:41.821084] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:42.044952] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:42:42.045143] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:42:42.045205] [INFO ] [CONFIGURE ] AEFC: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:42:42.045252] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-09-24T23:42:42.256022] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:42:42.732960] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:42.949954] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:43.186526] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:43.377586] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:43.638295] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:42:43.992301] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:44.225312] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:45.412321] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:45.596411] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:45.596579] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:42:45.596632] [INFO ] [CONFIGURE ] AEFC: Testing feature 24/29: add_rsi
[2025-09-24T23:42:45.596676] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-09-24T23:42:45.903454] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:42:46.117682] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:47.238227] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:47.801261] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:48.059192] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:48.288864] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:48.533589] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:48.763896] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:49.059675] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:49.283510] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:49.283703] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_rsi (score: 70.00%)
[2025-09-24T23:42:49.283766] [INFO ] [CONFIGURE ] AEFC: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:42:49.283814] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-09-24T23:42:49.483820] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:42:49.721101] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:49.911961] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:42:50.124277] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:50.330152] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:50.532627] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:50.767450] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:50.986524] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:51.201612] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:51.402279] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:51.402432] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:42:51.402481] [INFO ] [CONFIGURE ] AEFC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:42:51.402520] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-09-24T23:42:51.671255] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:42:51.965931] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:42:56.123460] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:42:56.371374] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:42:56.766413] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:42:56.983112] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:42:57.283904] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:42:58.368193] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:42:58.566925] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:42:58.833857] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:42:58.834025] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:42:58.834073] [INFO ] [CONFIGURE ] AEFC: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:42:58.834111] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-09-24T23:42:59.040444] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:42:59.239857] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:00.255797] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:43:00.452430] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:43:02.556960] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:02.747722] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:03.206187] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:43:03.415789] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:03.693187] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:43:03.922808] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:43:03.923045] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-09-24T23:43:03.923112] [INFO ] [CONFIGURE ] AEFC: Testing feature 28/29: add_volume_profile
[2025-09-24T23:43:03.923154] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-09-24T23:43:06.287422] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:43:06.465578] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:06.674894] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:43:06.934436] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:43:07.175936] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:07.378535] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:07.563631] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:43:07.775567] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:07.974872] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:43:08.191709] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:43:08.191867] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T23:43:08.191917] [INFO ] [CONFIGURE ] AEFC: Testing feature 29/29: add_vwap
[2025-09-24T23:43:08.191956] [INFO ] [CONFIGURE ] AEFC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap', 'add_vwap']
[2025-09-24T23:43:08.434324] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:43:08.654375] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:08.893601] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:43:09.106531] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:43:09.316432] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:09.515535] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:09.714806] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:43:09.913732] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:10.112565] [DEBUG] [FORECASTER] AEFC: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:43:10.328916] [DEBUG] [FORECASTER] AEFC: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:43:10.329088] [INFO ] [CONFIGURE ] AEFC: DISCARDED add_vwap (score: 80.00%)
[2025-09-24T23:43:10.329137] [INFO ] [CONFIGURE ] AEFC: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:43:10.329174] [INFO ] [CONFIGURE ] AEFC: Best accuracy: 80.00%
[2025-09-24T23:43:10.329221] [INFO ] [CONFIGURE ] AEFC: Best feature set (2 features): ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-09-24T23:43:10.329257] [INFO ] [CONFIGURE ] AEFC: Improvement over baseline: 20.00%
[2025-09-24T23:43:10.329290] [INFO ] [CONFIGURE ] AEFC: Total time: 2.2 minutes
[2025-09-24T23:43:10.329323] [INFO ] [CONFIGURE ] AEFC: Average time per feature: 4.5 seconds
[2025-09-24T23:43:10.329356] [INFO ] [CONFIGURE ] AEFC: Average speed: 0.22 features/sec
[2025-09-24T23:43:10.329604] [INFO ] [LOCAL     ] Saved 2 optimal features for AEFC to ./output/feature-sets/AEFC.txt
[2025-09-24T23:43:10.329732] [INFO ] [LOCAL     ] Saved certainty 80.00% for AEFC to ./output/certainties/AEFC.txt
[2025-09-24T23:43:10.329773] [INFO ] [CONFIGURE ] AEFC: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:43:10.329812] [INFO ] [sig       ] [24/2075] Successfully configured AEFC | 0.01 sym/s | Total: 46.7m | ETA: 66.5h
[2025-09-24T23:43:10.329848] [INFO ] [sig       ] [25/2075] Configuring AEG...
[2025-09-24T23:43:10.329882] [INFO ] [CONFIGURE ] AEG: Configurate test run.
[2025-09-24T23:43:10.329916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-09-24T23:43:10.694466] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AEG'.
[2025-09-24T23:43:10.695506] [INFO ] [CONFIGURE ] AEG: Testing with 29 available features
[2025-09-24T23:43:10.695569] [INFO ] [CONFIGURE ] AEG: Establishing baseline with no features...
[2025-09-24T23:43:10.828382] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:10.982082] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:11.128577] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:11.269830] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:11.406164] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:11.542219] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:11.680864] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:11.865465] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:12.025103] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:12.291256] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:12.291410] [INFO ] [CONFIGURE ] AEG: Baseline score (no features): 50.00%
[2025-09-24T23:43:12.291455] [INFO ] [CONFIGURE ] AEG: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:43:12.291492] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:43:12.449087] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:12.638616] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:12.796134] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:12.961721] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:13.143972] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:13.299101] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:13.455370] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:13.627951] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:13.808783] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:13.977758] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:13.977940] [INFO ] [CONFIGURE ] AEG: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:43:13.978013] [INFO ] [CONFIGURE ] AEG: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:43:13.978058] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:43:14.163778] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:14.333310] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:14.581077] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:14.749884] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:14.918950] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:15.101677] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:15.273664] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:15.455026] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:15.619231] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:43:15.802041] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:15.802196] [INFO ] [CONFIGURE ] AEG: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-09-24T23:43:15.802243] [INFO ] [CONFIGURE ] AEG: Testing feature 3/29: add_daily_returns
[2025-09-24T23:43:15.802280] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns']
[2025-09-24T23:43:15.943499] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:16.133355] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:16.278006] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:16.412483] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:16.593816] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:16.786791] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:16.941325] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:17.153005] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:17.298843] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:17.440697] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:17.440901] [INFO ] [CONFIGURE ] AEG: KEPT add_daily_returns (score: 60.00%)
[2025-09-24T23:43:17.440967] [INFO ] [CONFIGURE ] AEG: Testing feature 4/29: add_ema
[2025-09-24T23:43:17.441028] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_ema']
[2025-09-24T23:43:17.628731] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:43:17.797775] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:17.954946] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:18.122932] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:18.343416] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:18.512031] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:21.195366] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:21.470531] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:21.776235] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:21.955847] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:21.956030] [INFO ] [CONFIGURE ] AEG: DISCARDED add_ema (score: 60.00%)
[2025-09-24T23:43:21.956087] [INFO ] [CONFIGURE ] AEG: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:43:21.956132] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:43:22.183198] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:43:22.372289] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:22.583540] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:22.791907] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:43:22.994526] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:23.254593] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:23.482276] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:43:23.678127] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:23.899073] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:24.098355] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:24.098500] [INFO ] [CONFIGURE ] AEG: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T23:43:24.098553] [INFO ] [CONFIGURE ] AEG: Testing feature 6/29: add_failed_moves
[2025-09-24T23:43:24.098596] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-09-24T23:43:24.305525] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:24.488690] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:24.690179] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:24.884541] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:25.463086] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:25.623740] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:25.794112] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:25.976218] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:26.179275] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:26.398813] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:26.398997] [INFO ] [CONFIGURE ] AEG: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:43:26.399054] [INFO ] [CONFIGURE ] AEG: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:43:26.399100] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-09-24T23:43:26.576220] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:29.406884] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:29.666199] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:29.823567] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:30.170856] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:30.334452] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:30.489038] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:30.667451] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:30.839159] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:31.001656] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:31.001810] [INFO ] [CONFIGURE ] AEG: DISCARDED add_lag_shelf (score: 60.00%)
[2025-09-24T23:43:31.001869] [INFO ] [CONFIGURE ] AEG: Testing feature 8/29: add_macd
[2025-09-24T23:43:31.001911] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-09-24T23:43:31.244699] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:31.451334] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:31.655650] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:43:31.857642] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:43:32.073384] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:32.334905] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:43:32.599945] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:43:33.354337] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:36.786451] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:37.001153] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:37.001320] [INFO ] [CONFIGURE ] AEG: DISCARDED add_macd (score: 60.00%)
[2025-09-24T23:43:37.001370] [INFO ] [CONFIGURE ] AEG: Testing feature 9/29: add_mfi
[2025-09-24T23:43:37.001411] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-09-24T23:43:37.267794] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:43:37.489175] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:37.678108] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:37.865277] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:38.038550] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:38.192049] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:38.567583] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:38.829915] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:39.016765] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:39.194086] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:39.194283] [INFO ] [CONFIGURE ] AEG: KEPT add_mfi (score: 70.00%)
[2025-09-24T23:43:39.194337] [INFO ] [CONFIGURE ] AEG: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:43:39.194385] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:43:39.399810] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:43:39.625081] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:39.862496] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:40.228192] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:40.540206] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:40.763076] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:43.460435] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:43.732961] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:43.934160] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:44.152398] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:44.152559] [INFO ] [CONFIGURE ] AEG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-09-24T23:43:44.152623] [INFO ] [CONFIGURE ] AEG: Testing feature 11/29: add_obv_daily
[2025-09-24T23:43:44.152674] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_daily']
[2025-09-24T23:43:44.336961] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:44.524772] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:44.720186] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:44.913286] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:45.127554] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:45.333337] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:45.540046] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:43:45.748019] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:45.941245] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:46.254070] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:46.254221] [INFO ] [CONFIGURE ] AEG: DISCARDED add_obv_daily (score: 40.00%)
[2025-09-24T23:43:46.254269] [INFO ] [CONFIGURE ] AEG: Testing feature 12/29: add_obv_interval
[2025-09-24T23:43:46.254310] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_obv_interval']
[2025-09-24T23:43:46.476159] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:43:46.777568] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:46.994096] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:43:49.717278] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:49.903413] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:50.086072] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:50.298783] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:43:50.468936] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:50.652291] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:50.841648] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:50.841804] [INFO ] [CONFIGURE ] AEG: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:43:50.841852] [INFO ] [CONFIGURE ] AEG: Testing feature 13/29: add_opening_strength
[2025-09-24T23:43:50.841892] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_opening_strength']
[2025-09-24T23:43:51.030331] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:43:51.211918] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:51.415744] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:51.614663] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:51.801866] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:51.989047] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:52.259471] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:43:52.479398] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:52.706974] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:52.928620] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:52.928780] [INFO ] [CONFIGURE ] AEG: DISCARDED add_opening_strength (score: 40.00%)
[2025-09-24T23:43:52.928841] [INFO ] [CONFIGURE ] AEG: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:43:52.928888] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_order_flow_imbalance']
[2025-09-24T23:43:53.175487] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:43:53.520516] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:55.707615] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:56.201250] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:56.400483] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:43:56.748155] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:56.951897] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:43:57.184204] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:43:57.384688] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:57.576257] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:57.576400] [INFO ] [CONFIGURE ] AEG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:43:57.576446] [INFO ] [CONFIGURE ] AEG: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:43:57.576485] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_morning_momentum']
[2025-09-24T23:43:57.778819] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:43:57.982598] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:43:58.180080] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:43:58.360862] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:43:58.582531] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:43:58.764796] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:43:58.992550] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:43:59.212845] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:43:59.487412] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:43:59.665370] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:43:59.665524] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-09-24T23:43:59.665583] [INFO ] [CONFIGURE ] AEG: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:43:59.665626] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_overnight_gap']
[2025-09-24T23:43:59.849196] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:00.051916] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:00.269305] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:00.485846] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:44:00.683634] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:00.886437] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:01.099361] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:44:01.293637] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:01.521808] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:01.850182] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:01.850358] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T23:44:01.850413] [INFO ] [CONFIGURE ] AEG: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:44:01.850458] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_return_2d']
[2025-09-24T23:44:02.251058] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:04.874324] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:05.063270] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:05.268031] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:05.460202] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:05.724386] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:05.919558] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:06.113160] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:06.405762] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:06.607382] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:06.607533] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T23:44:06.607582] [INFO ] [CONFIGURE ] AEG: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:44:06.607621] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_volatility_5d']
[2025-09-24T23:44:06.796004] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:44:06.962117] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:07.182921] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:07.433867] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:07.658816] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:07.878154] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:08.064210] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:08.275761] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:08.514663] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:08.717879] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:08.718050] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:44:08.718106] [INFO ] [CONFIGURE ] AEG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:44:08.718150] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_pbf_vs_sma_5']
[2025-09-24T23:44:08.906499] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:44:09.102373] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:09.339560] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:09.561348] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:09.926917] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:10.219124] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:10.429476] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:10.625589] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:10.899279] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:11.093731] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:11.093877] [INFO ] [CONFIGURE ] AEG: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T23:44:11.093934] [INFO ] [CONFIGURE ] AEG: Testing feature 20/29: add_price_rejection
[2025-09-24T23:44:11.093975] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_price_rejection']
[2025-09-24T23:44:11.311656] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:44:11.507245] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:11.722054] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:11.945718] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:12.304541] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:12.556290] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:12.762883] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:13.045364] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:13.562587] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:13.780450] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:13.780600] [INFO ] [CONFIGURE ] AEG: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T23:44:13.780655] [INFO ] [CONFIGURE ] AEG: Testing feature 21/29: add_range_position
[2025-09-24T23:44:13.780699] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_range_position']
[2025-09-24T23:44:20.967573] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:21.188947] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:21.485681] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:21.729695] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:21.933290] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:22.130959] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:22.327577] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:22.518008] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:22.709763] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:22.904123] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:22.904284] [INFO ] [CONFIGURE ] AEG: DISCARDED add_range_position (score: 60.00%)
[2025-09-24T23:44:22.904329] [INFO ] [CONFIGURE ] AEG: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:44:22.904367] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_realized_volatility']
[2025-09-24T23:44:23.113493] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:23.322561] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:23.516093] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:23.709726] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:23.927453] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:24.143493] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:24.355532] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:44:24.596238] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:24.802559] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:44:25.038586] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:25.038732] [INFO ] [CONFIGURE ] AEG: DISCARDED add_realized_volatility (score: 40.00%)
[2025-09-24T23:44:25.038781] [INFO ] [CONFIGURE ] AEG: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:44:25.038819] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_recent_range_context']
[2025-09-24T23:44:25.220390] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:25.417974] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:25.651493] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:25.841348] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:26.011818] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:26.211842] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:26.394501] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:44:26.571464] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:26.758917] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:27.393263] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:27.393410] [INFO ] [CONFIGURE ] AEG: DISCARDED add_recent_range_context (score: 40.00%)
[2025-09-24T23:44:27.393456] [INFO ] [CONFIGURE ] AEG: Testing feature 24/29: add_rsi
[2025-09-24T23:44:27.393494] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_ema', 'add_rsi']
[2025-09-24T23:44:27.594181] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:44:27.794432] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:27.987167] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:28.184620] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:28.391087] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:28.599008] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:28.792467] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:28.986715] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:29.228398] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:29.432768] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:29.432919] [INFO ] [CONFIGURE ] AEG: DISCARDED add_rsi (score: 50.00%)
[2025-09-24T23:44:29.432963] [INFO ] [CONFIGURE ] AEG: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:44:29.433011] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_tick_distribution']
[2025-09-24T23:44:29.623270] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-09, Predicted=0.0, Actual=0
[2025-09-24T23:44:29.878388] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:30.071361] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:30.246063] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:30.412755] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:30.578749] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:30.743794] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:30.940584] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:31.125352] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:31.291718] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:31.291864] [INFO ] [CONFIGURE ] AEG: DISCARDED add_tick_distribution (score: 60.00%)
[2025-09-24T23:44:31.291910] [INFO ] [CONFIGURE ] AEG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:44:31.291948] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_momentum_confirmation']
[2025-09-24T23:44:31.471814] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:31.649154] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:31.819530] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:44:32.009668] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:32.219906] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:32.394950] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:32.580022] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:32.941877] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:33.490408] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:33.667152] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:33.667323] [INFO ] [CONFIGURE ] AEG: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-09-24T23:44:33.667384] [INFO ] [CONFIGURE ] AEG: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:44:33.667431] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_price_divergence']
[2025-09-24T23:44:33.851818] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:34.038040] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:34.234225] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:44:34.528419] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:44:34.704319] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:34.886886] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:35.071479] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:35.254207] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:35.447653] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:35.646702] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:35.646851] [INFO ] [CONFIGURE ] AEG: KEPT add_volume_price_divergence (score: 80.00%)
[2025-09-24T23:44:35.646898] [INFO ] [CONFIGURE ] AEG: Testing feature 28/29: add_volume_profile
[2025-09-24T23:44:35.646937] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_price_divergence', 'add_volume_profile']
[2025-09-24T23:44:35.835410] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:36.015617] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:36.216470] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:44:36.412536] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:44:36.600864] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:36.804179] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:44:37.002028] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:37.211770] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:37.407775] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:37.596077] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:37.596243] [INFO ] [CONFIGURE ] AEG: DISCARDED add_volume_profile (score: 80.00%)
[2025-09-24T23:44:37.596293] [INFO ] [CONFIGURE ] AEG: Testing feature 29/29: add_vwap
[2025-09-24T23:44:37.596332] [INFO ] [CONFIGURE ] AEG: Testing with features: ['add_daily_returns', 'add_mfi', 'add_volume_price_divergence', 'add_vwap']
[2025-09-24T23:44:37.873340] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-09, Predicted=1.0, Actual=0
[2025-09-24T23:44:38.078623] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:38.278615] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:44:38.468085] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:44:38.669743] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:38.891706] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:44:39.099826] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:44:39.301211] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:39.513308] [DEBUG] [FORECASTER] AEG: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:39.716034] [DEBUG] [FORECASTER] AEG: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:39.716211] [INFO ] [CONFIGURE ] AEG: DISCARDED add_vwap (score: 70.00%)
[2025-09-24T23:44:39.716272] [INFO ] [CONFIGURE ] AEG: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:44:39.716312] [INFO ] [CONFIGURE ] AEG: Best accuracy: 80.00%
[2025-09-24T23:44:39.716349] [INFO ] [CONFIGURE ] AEG: Best feature set (3 features): ['add_daily_returns', 'add_mfi', 'add_volume_price_divergence']
[2025-09-24T23:44:39.716383] [INFO ] [CONFIGURE ] AEG: Improvement over baseline: 30.00%
[2025-09-24T23:44:39.716416] [INFO ] [CONFIGURE ] AEG: Total time: 1.5 minutes
[2025-09-24T23:44:39.716448] [INFO ] [CONFIGURE ] AEG: Average time per feature: 3.0 seconds
[2025-09-24T23:44:39.716480] [INFO ] [CONFIGURE ] AEG: Average speed: 0.33 features/sec
[2025-09-24T23:44:39.716730] [INFO ] [LOCAL     ] Saved 3 optimal features for AEG to ./output/feature-sets/AEG.txt
[2025-09-24T23:44:39.716850] [INFO ] [LOCAL     ] Saved certainty 80.00% for AEG to ./output/certainties/AEG.txt
[2025-09-24T23:44:39.716890] [INFO ] [CONFIGURE ] AEG: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:44:39.716929] [INFO ] [sig       ] [25/2075] Successfully configured AEG | 0.01 sym/s | Total: 48.2m | ETA: 65.8h
[2025-09-24T23:44:39.716965] [INFO ] [sig       ] [26/2075] Configuring AER...
[2025-09-24T23:44:39.717016] [INFO ] [CONFIGURE ] AER: Configurate test run.
[2025-09-24T23:44:39.717061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AER' from 'https://tdm.silogroup.org/data/derivative_storage/AER.csv'.
[2025-09-24T23:44:40.097866] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AER'.
[2025-09-24T23:44:40.098901] [INFO ] [CONFIGURE ] AER: Testing with 29 available features
[2025-09-24T23:44:40.098961] [INFO ] [CONFIGURE ] AER: Establishing baseline with no features...
[2025-09-24T23:44:40.234880] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:40.365997] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:40.505329] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:40.649213] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:40.782478] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:40.939436] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:44:41.080980] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:41.226078] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:41.371321] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:41.508771] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:41.508909] [INFO ] [CONFIGURE ] AER: Baseline score (no features): 60.00%
[2025-09-24T23:44:41.508961] [INFO ] [CONFIGURE ] AER: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:44:41.509019] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:44:41.666212] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:41.821591] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:41.973581] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:42.144501] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:42.304738] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:42.463189] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:44:42.613448] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:42.831306] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:43.160344] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:43.336015] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:43.336174] [INFO ] [CONFIGURE ] AER: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:44:43.336234] [INFO ] [CONFIGURE ] AER: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:44:43.336278] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:44:43.497847] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:43.736428] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:44:43.958398] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:44.124902] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:44:44.295567] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:44.458456] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:44:44.624219] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:44.801284] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:44.967222] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:45.156574] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:45.156707] [INFO ] [CONFIGURE ] AER: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-09-24T23:44:45.156757] [INFO ] [CONFIGURE ] AER: Testing feature 3/29: add_daily_returns
[2025-09-24T23:44:45.156796] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_daily_returns']
[2025-09-24T23:44:45.293703] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:45.437097] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:44:45.574269] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:45.717057] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:45.851580] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:46.024188] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:44:46.173206] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:44:46.313809] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:46.460103] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:46.612532] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:46.612691] [INFO ] [CONFIGURE ] AER: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:44:46.612749] [INFO ] [CONFIGURE ] AER: Testing feature 4/29: add_ema
[2025-09-24T23:44:46.612794] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_ema']
[2025-09-24T23:44:46.779228] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:46.928806] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:44:47.086557] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:47.256075] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:47.417850] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:47.581831] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:44:47.804596] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:47.961274] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:48.148748] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:48.304579] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:48.304738] [INFO ] [CONFIGURE ] AER: DISCARDED add_ema (score: 30.00%)
[2025-09-24T23:44:48.304791] [INFO ] [CONFIGURE ] AER: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:44:48.304833] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:44:48.473444] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:48.633254] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:44:48.803259] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:48.981109] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:49.161046] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:49.342102] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:44:49.510633] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:44:49.674261] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:49.850176] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:50.017957] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:50.018114] [INFO ] [CONFIGURE ] AER: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-24T23:44:50.018161] [INFO ] [CONFIGURE ] AER: Testing feature 6/29: add_failed_moves
[2025-09-24T23:44:50.018199] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_failed_moves']
[2025-09-24T23:44:50.204321] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:50.340580] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:50.475621] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:50.621530] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:50.755068] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:50.885954] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:44:51.020992] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:51.285216] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:51.431440] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:51.578363] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:51.578498] [INFO ] [CONFIGURE ] AER: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:44:51.578542] [INFO ] [CONFIGURE ] AER: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:44:51.578586] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_lag_shelf']
[2025-09-24T23:44:51.700488] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:51.826156] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:51.962320] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:52.109750] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:52.252445] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:52.377917] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:44:52.515881] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:52.669582] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:52.811082] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:52.951201] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:44:52.951355] [INFO ] [CONFIGURE ] AER: DISCARDED add_lag_shelf (score: 60.00%)
[2025-09-24T23:44:52.951418] [INFO ] [CONFIGURE ] AER: Testing feature 8/29: add_macd
[2025-09-24T23:44:52.951466] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T23:44:53.138722] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:53.312419] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:44:53.501476] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:53.684102] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:44:53.875477] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:54.049958] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:44:54.233316] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:44:54.416472] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:44:54.604397] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:54.797707] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:54.797855] [INFO ] [CONFIGURE ] AER: DISCARDED add_macd (score: 50.00%)
[2025-09-24T23:44:54.797903] [INFO ] [CONFIGURE ] AER: Testing feature 9/29: add_mfi
[2025-09-24T23:44:54.797942] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi']
[2025-09-24T23:44:54.963392] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:55.126148] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:55.273112] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:55.414278] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:55.561451] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:44:55.702818] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:44:55.848615] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:56.008318] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:56.182403] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:56.329014] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:56.329177] [INFO ] [CONFIGURE ] AER: KEPT add_mfi (score: 70.00%)
[2025-09-24T23:44:56.329226] [INFO ] [CONFIGURE ] AER: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:44:56.329265] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:44:56.500609] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:56.676071] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:56.856889] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:57.035503] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:57.246296] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:57.425899] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:44:57.622605] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:57.823701] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:58.033974] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:58.214137] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:58.214350] [INFO ] [CONFIGURE ] AER: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-09-24T23:44:58.214414] [INFO ] [CONFIGURE ] AER: Testing feature 11/29: add_obv_daily
[2025-09-24T23:44:58.214465] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_obv_daily']
[2025-09-24T23:44:58.376576] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:44:58.540561] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:44:58.719462] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:44:58.892026] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:44:59.102360] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:44:59.271292] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:44:59.437756] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:44:59.626556] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:44:59.784574] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:44:59.952269] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:44:59.952405] [INFO ] [CONFIGURE ] AER: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:44:59.952449] [INFO ] [CONFIGURE ] AER: Testing feature 12/29: add_obv_interval
[2025-09-24T23:44:59.952486] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_obv_interval']
[2025-09-24T23:45:00.114387] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:00.273154] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:00.430655] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:00.600263] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:00.754324] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:00.963019] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:01.145184] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:45:01.308893] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:01.483116] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:01.640605] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:01.640808] [INFO ] [CONFIGURE ] AER: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:45:01.640874] [INFO ] [CONFIGURE ] AER: Testing feature 13/29: add_opening_strength
[2025-09-24T23:45:01.640926] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:45:01.814825] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:02.008371] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:02.227437] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:02.409686] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:02.583435] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:02.757766] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:02.925819] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:03.123179] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:03.299893] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:45:03.490117] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:03.490279] [INFO ] [CONFIGURE ] AER: DISCARDED add_opening_strength (score: 50.00%)
[2025-09-24T23:45:03.490334] [INFO ] [CONFIGURE ] AER: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:45:03.490379] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_order_flow_imbalance']
[2025-09-24T23:45:03.667516] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:03.837374] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:04.008909] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:04.207694] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:04.426568] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:04.609784] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:04.774128] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:45:04.962032] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:05.136385] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:05.323829] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:05.324007] [INFO ] [CONFIGURE ] AER: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T23:45:05.324065] [INFO ] [CONFIGURE ] AER: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:45:05.324108] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_morning_momentum']
[2025-09-24T23:45:05.482113] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:05.647377] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:05.800033] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:05.947153] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:06.100467] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:06.255470] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:06.436043] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:45:06.590620] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:06.768030] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:06.935492] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:06.935648] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-09-24T23:45:06.935700] [INFO ] [CONFIGURE ] AER: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:45:06.935739] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_overnight_gap']
[2025-09-24T23:45:07.098009] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:07.263491] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:07.437298] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:07.593411] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:07.763413] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:07.921200] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:08.088444] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:45:08.250443] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:08.418661] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:08.600975] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:08.601136] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T23:45:08.601183] [INFO ] [CONFIGURE ] AER: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:45:08.601222] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_return_2d']
[2025-09-24T23:45:08.762815] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:08.918776] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:09.066613] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:09.221731] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:09.436407] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:09.603061] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:09.763856] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:09.932982] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:10.099749] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:10.341720] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:10.341858] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-09-24T23:45:10.341913] [INFO ] [CONFIGURE ] AER: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:45:10.341953] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_volatility_5d']
[2025-09-24T23:45:10.487777] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:10.641081] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:10.798334] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:10.951075] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:11.109233] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:11.257959] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:11.413360] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:45:11.572131] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:11.738073] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:11.901017] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:11.901173] [INFO ] [CONFIGURE ] AER: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:45:11.901219] [INFO ] [CONFIGURE ] AER: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:45:11.901258] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5']
[2025-09-24T23:45:12.050398] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:12.291308] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:12.445271] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:12.597447] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:12.763763] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:12.919426] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:13.066062] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:13.210368] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:13.408433] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:13.561979] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:13.562136] [INFO ] [CONFIGURE ] AER: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:45:13.562182] [INFO ] [CONFIGURE ] AER: Testing feature 20/29: add_price_rejection
[2025-09-24T23:45:13.562220] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-09-24T23:45:13.731066] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:13.918683] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:14.200058] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:14.377142] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:14.565218] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:14.734892] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:14.911876] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:15.077285] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:15.270591] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:15.440589] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:15.440756] [INFO ] [CONFIGURE ] AER: DISCARDED add_price_rejection (score: 50.00%)
[2025-09-24T23:45:15.440808] [INFO ] [CONFIGURE ] AER: Testing feature 21/29: add_range_position
[2025-09-24T23:45:15.440860] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-09-24T23:45:15.637760] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:15.817367] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:15.989466] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:16.207658] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:16.388849] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:16.579926] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:16.756201] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:16.940154] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:17.128810] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:17.316639] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:17.316799] [INFO ] [CONFIGURE ] AER: DISCARDED add_range_position (score: 50.00%)
[2025-09-24T23:45:17.316846] [INFO ] [CONFIGURE ] AER: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:45:17.316884] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-09-24T23:45:17.507227] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:17.691726] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:17.898909] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:18.092807] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:18.297820] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:18.490272] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:18.674653] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:18.880306] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:19.098694] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:45:19.305304] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:19.305476] [INFO ] [CONFIGURE ] AER: DISCARDED add_realized_volatility (score: 50.00%)
[2025-09-24T23:45:19.305533] [INFO ] [CONFIGURE ] AER: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:45:19.305579] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-09-24T23:45:19.481228] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:19.664685] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:19.853849] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:20.040544] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:20.238084] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:20.409304] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:20.577369] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:20.760308] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:20.927680] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:21.101554] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:21.101698] [INFO ] [CONFIGURE ] AER: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:45:21.101744] [INFO ] [CONFIGURE ] AER: Testing feature 24/29: add_rsi
[2025-09-24T23:45:21.101783] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-09-24T23:45:21.292663] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:21.494486] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:21.742146] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:21.924575] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:22.129697] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:22.325013] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:22.534579] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:45:22.734417] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:22.953841] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:23.147072] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:23.147234] [INFO ] [CONFIGURE ] AER: DISCARDED add_rsi (score: 40.00%)
[2025-09-24T23:45:23.147280] [INFO ] [CONFIGURE ] AER: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:45:23.147319] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-09-24T23:45:23.314771] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:23.502400] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:23.664779] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:23.836238] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:24.001197] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:24.192279] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:24.356854] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:24.526128] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:24.688771] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:24.856120] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:24.856268] [INFO ] [CONFIGURE ] AER: DISCARDED add_tick_distribution (score: 50.00%)
[2025-09-24T23:45:24.856314] [INFO ] [CONFIGURE ] AER: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:45:24.856353] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-09-24T23:45:25.010944] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:25.203781] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:25.389895] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:25.557136] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:25.740145] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:45:25.916389] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:26.081093] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:26.252387] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:26.413904] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:26.594689] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:26.594834] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:45:26.594876] [INFO ] [CONFIGURE ] AER: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:45:26.594912] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-09-24T23:45:26.778956] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:26.953032] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:27.126326] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:27.295878] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:27.587696] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:27.779558] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:27.971060] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:45:28.147447] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:28.313972] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:45:28.512776] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:28.512943] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-09-24T23:45:28.513069] [INFO ] [CONFIGURE ] AER: Testing feature 28/29: add_volume_profile
[2025-09-24T23:45:28.513165] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-09-24T23:45:28.678125] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:28.843365] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:29.009539] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:29.196971] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:29.351640] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:29.535540] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:29.700456] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:29.864195] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:30.038292] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:30.269632] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:30.269785] [INFO ] [CONFIGURE ] AER: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T23:45:30.269833] [INFO ] [CONFIGURE ] AER: Testing feature 29/29: add_vwap
[2025-09-24T23:45:30.269873] [INFO ] [CONFIGURE ] AER: Testing with features: ['add_mfi', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-09-24T23:45:30.430302] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:30.590797] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:30.782265] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:45:30.957845] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:31.132639] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:45:31.306342] [DEBUG] [FORECASTER] AER: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:45:31.479497] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:45:31.645247] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:31.824053] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:31.997953] [DEBUG] [FORECASTER] AER: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:31.998114] [INFO ] [CONFIGURE ] AER: DISCARDED add_vwap (score: 60.00%)
[2025-09-24T23:45:31.998159] [INFO ] [CONFIGURE ] AER: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:45:31.998196] [INFO ] [CONFIGURE ] AER: Best accuracy: 80.00%
[2025-09-24T23:45:31.998230] [INFO ] [CONFIGURE ] AER: Best feature set (2 features): ['add_mfi', 'add_pbf_vs_sma_5']
[2025-09-24T23:45:31.998264] [INFO ] [CONFIGURE ] AER: Improvement over baseline: 20.00%
[2025-09-24T23:45:31.998295] [INFO ] [CONFIGURE ] AER: Total time: 50.5 seconds
[2025-09-24T23:45:31.998327] [INFO ] [CONFIGURE ] AER: Average time per feature: 1.7 seconds
[2025-09-24T23:45:31.998359] [INFO ] [CONFIGURE ] AER: Average speed: 0.57 features/sec
[2025-09-24T23:45:31.998582] [INFO ] [LOCAL     ] Saved 2 optimal features for AER to ./output/feature-sets/AER.txt
[2025-09-24T23:45:31.998704] [INFO ] [LOCAL     ] Saved certainty 80.00% for AER to ./output/certainties/AER.txt
[2025-09-24T23:45:31.998744] [INFO ] [CONFIGURE ] AER: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:45:31.998783] [INFO ] [sig       ] [26/2075] Successfully configured AER | 0.01 sym/s | Total: 49.0m | ETA: 64.4h
[2025-09-24T23:45:31.998817] [INFO ] [sig       ] [27/2075] Configuring AES...
[2025-09-24T23:45:31.998850] [INFO ] [CONFIGURE ] AES: Configurate test run.
[2025-09-24T23:45:31.998884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-09-24T23:45:32.361137] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AES'.
[2025-09-24T23:45:32.362213] [INFO ] [CONFIGURE ] AES: Testing with 29 available features
[2025-09-24T23:45:32.362269] [INFO ] [CONFIGURE ] AES: Establishing baseline with no features...
[2025-09-24T23:45:32.507042] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:45:32.643772] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:33.397739] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:33.527436] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:33.663980] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:33.795733] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:33.926266] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:34.076769] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:34.310064] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:34.593498] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:34.593650] [INFO ] [CONFIGURE ] AES: Baseline score (no features): 50.00%
[2025-09-24T23:45:34.593702] [INFO ] [CONFIGURE ] AES: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:45:34.593740] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:45:34.769874] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:45:34.929956] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:35.111383] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:35.263663] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:35.429857] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:35.584832] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:35.741202] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:35.890427] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:36.080399] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:45:36.243508] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:36.243668] [INFO ] [CONFIGURE ] AES: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:45:36.243725] [INFO ] [CONFIGURE ] AES: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:45:36.243771] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:45:36.419490] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:36.582881] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:36.751664] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:36.914810] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:37.093042] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:45:37.256853] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:37.429586] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:37.602010] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:37.766009] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:37.938530] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:37.938675] [INFO ] [CONFIGURE ] AES: KEPT add_cumulative_delta (score: 80.00%)
[2025-09-24T23:45:37.938718] [INFO ] [CONFIGURE ] AES: Testing feature 3/29: add_daily_returns
[2025-09-24T23:45:37.938756] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:45:38.099536] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:38.298104] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:38.465515] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:38.627350] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:38.788085] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:38.961130] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:39.127426] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:45:39.319622] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:39.482453] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:39.642341] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:39.642504] [INFO ] [CONFIGURE ] AES: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:45:39.642561] [INFO ] [CONFIGURE ] AES: Testing feature 4/29: add_ema
[2025-09-24T23:45:39.642602] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-09-24T23:45:39.814148] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:40.000492] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:40.203256] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:40.393486] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:40.578088] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:40.761368] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:40.961280] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:45:41.172335] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:41.355589] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:41.532477] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:41.532646] [INFO ] [CONFIGURE ] AES: DISCARDED add_ema (score: 70.00%)
[2025-09-24T23:45:41.532693] [INFO ] [CONFIGURE ] AES: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:45:41.532732] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:45:41.727611] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:41.918871] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:42.105576] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:42.294233] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:42.496517] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:42.675512] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:42.861674] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:45:43.044591] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:43.396087] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:43.582928] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:43.583107] [INFO ] [CONFIGURE ] AES: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-09-24T23:45:43.583169] [INFO ] [CONFIGURE ] AES: Testing feature 6/29: add_failed_moves
[2025-09-24T23:45:43.583212] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-09-24T23:45:43.758865] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:43.933546] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:44.103521] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:44.267966] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:44.444676] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:45:44.622119] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:44.785137] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:44.944716] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:45.116737] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:45.282801] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:45.282942] [INFO ] [CONFIGURE ] AES: DISCARDED add_failed_moves (score: 80.00%)
[2025-09-24T23:45:45.282996] [INFO ] [CONFIGURE ] AES: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:45:45.283034] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T23:45:45.432377] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:45.739980] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:45.919934] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:46.083033] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:46.315868] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:45:46.483096] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:46.659567] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:46.825654] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:46.984201] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:47.167162] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:47.167326] [INFO ] [CONFIGURE ] AES: DISCARDED add_lag_shelf (score: 80.00%)
[2025-09-24T23:45:47.167386] [INFO ] [CONFIGURE ] AES: Testing feature 8/29: add_macd
[2025-09-24T23:45:47.167434] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T23:45:47.374113] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:47.614453] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:45:47.813622] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:48.008514] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:48.210685] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:45:48.407481] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:48.613957] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:48.819146] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:49.025380] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:49.229730] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:45:49.229917] [INFO ] [CONFIGURE ] AES: DISCARDED add_macd (score: 80.00%)
[2025-09-24T23:45:49.229977] [INFO ] [CONFIGURE ] AES: Testing feature 9/29: add_mfi
[2025-09-24T23:45:49.230037] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-09-24T23:45:49.396803] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:49.553969] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:49.729683] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:49.896889] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:50.076890] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:45:50.254815] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:50.442790] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:50.631726] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:50.802228] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:50.968028] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:50.968202] [INFO ] [CONFIGURE ] AES: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T23:45:50.968256] [INFO ] [CONFIGURE ] AES: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:45:50.968295] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:45:51.159152] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:51.335556] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:51.529500] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:51.732897] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:51.923845] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:52.126487] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:52.314738] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:45:52.523070] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:52.708963] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:52.911751] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:52.911906] [INFO ] [CONFIGURE ] AES: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-09-24T23:45:52.911962] [INFO ] [CONFIGURE ] AES: Testing feature 11/29: add_obv_daily
[2025-09-24T23:45:52.912012] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-09-24T23:45:53.081228] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:53.259581] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:53.439267] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:53.645589] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:53.810927] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:53.973277] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:54.169622] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:45:54.343128] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:54.559097] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:45:54.724575] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:54.724746] [INFO ] [CONFIGURE ] AES: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:45:54.724807] [INFO ] [CONFIGURE ] AES: Testing feature 12/29: add_obv_interval
[2025-09-24T23:45:54.724856] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-09-24T23:45:54.901653] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:55.066288] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:55.255863] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:55.414072] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:55.589031] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:45:55.781862] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:55.966608] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:56.183494] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:56.366494] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:56.557234] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:56.557386] [INFO ] [CONFIGURE ] AES: DISCARDED add_obv_interval (score: 80.00%)
[2025-09-24T23:45:56.557444] [INFO ] [CONFIGURE ] AES: Testing feature 13/29: add_opening_strength
[2025-09-24T23:45:56.557491] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:45:56.734442] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:56.901471] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:57.074695] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:57.255675] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:57.442819] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:45:57.612319] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:57.788167] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:45:57.967319] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:58.151723] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:45:58.341712] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:45:58.341872] [INFO ] [CONFIGURE ] AES: DISCARDED add_opening_strength (score: 80.00%)
[2025-09-24T23:45:58.341924] [INFO ] [CONFIGURE ] AES: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:45:58.341963] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-09-24T23:45:58.520060] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:45:58.714392] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:45:58.889878] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:45:59.068660] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:45:59.246695] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:45:59.441449] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:45:59.636981] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:45:59.825249] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:45:59.998650] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:00.217557] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:00.217708] [INFO ] [CONFIGURE ] AES: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:46:00.217754] [INFO ] [CONFIGURE ] AES: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:46:00.217793] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-09-24T23:46:00.383462] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:00.539201] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:00.704666] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:00.859105] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:01.020428] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:46:01.178917] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:01.354792] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:46:01.529052] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:01.686002] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:01.843750] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:01.843889] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T23:46:01.843933] [INFO ] [CONFIGURE ] AES: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:46:01.843969] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-09-24T23:46:02.012661] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:02.220635] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:02.397319] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:02.565165] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:02.733682] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:02.917390] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:03.084267] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:46:03.264422] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:03.448803] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:03.610947] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:03.611098] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-09-24T23:46:03.611169] [INFO ] [CONFIGURE ] AES: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:46:03.611216] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-09-24T23:46:03.938149] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:04.114142] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:04.279620] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:04.457058] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:04.637137] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:04.807864] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:04.979497] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:05.198955] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:05.386575] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:05.561109] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:05.561248] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T23:46:05.561293] [INFO ] [CONFIGURE ] AES: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:46:05.561329] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-09-24T23:46:05.716755] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:05.865873] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:06.042488] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:06.212549] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:06.375662] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:06.538136] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:06.697477] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:06.856044] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:07.022115] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:07.194375] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:07.194523] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-09-24T23:46:07.194569] [INFO ] [CONFIGURE ] AES: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:46:07.194607] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-09-24T23:46:07.356134] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:07.508009] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:07.660230] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:07.826303] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:07.986136] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:46:08.154485] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:08.337045] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:08.497697] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:08.669182] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:08.846099] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:08.846239] [INFO ] [CONFIGURE ] AES: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:46:08.846284] [INFO ] [CONFIGURE ] AES: Testing feature 20/29: add_price_rejection
[2025-09-24T23:46:08.846321] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-09-24T23:46:09.011569] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:09.211373] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:09.395205] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:09.579489] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:09.755981] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:46:09.947944] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:10.123759] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:10.317464] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:10.501113] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:10.712730] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:10.712875] [INFO ] [CONFIGURE ] AES: DISCARDED add_price_rejection (score: 80.00%)
[2025-09-24T23:46:10.712934] [INFO ] [CONFIGURE ] AES: Testing feature 21/29: add_range_position
[2025-09-24T23:46:10.712981] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-09-24T23:46:11.522662] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:11.712607] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:11.911746] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:12.104786] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:12.335243] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:12.515404] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:12.719002] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:46:12.929204] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:46:13.127601] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:13.326408] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:13.326580] [INFO ] [CONFIGURE ] AES: DISCARDED add_range_position (score: 50.00%)
[2025-09-24T23:46:13.326632] [INFO ] [CONFIGURE ] AES: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:46:13.326674] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-09-24T23:46:14.456359] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:14.684025] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:15.037052] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:15.239718] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:15.433133] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:15.639389] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:15.835580] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:16.023151] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:16.235420] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:16.438303] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:16.438469] [INFO ] [CONFIGURE ] AES: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:46:16.438535] [INFO ] [CONFIGURE ] AES: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:46:16.438575] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-09-24T23:46:16.611223] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:16.826960] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:17.020309] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:17.217357] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:17.395866] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:17.568247] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:17.749401] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:17.924684] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:18.096781] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:18.283472] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:18.283623] [INFO ] [CONFIGURE ] AES: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:46:18.283667] [INFO ] [CONFIGURE ] AES: Testing feature 24/29: add_rsi
[2025-09-24T23:46:18.283705] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-09-24T23:46:18.469342] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:18.655630] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:18.849585] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:19.098640] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:19.304574] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:19.510379] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:19.694381] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:46:19.963145] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:20.199630] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:20.405171] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:20.405331] [INFO ] [CONFIGURE ] AES: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T23:46:20.405379] [INFO ] [CONFIGURE ] AES: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:46:20.405417] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-09-24T23:46:20.573017] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:20.730496] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:20.914350] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:21.081003] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:21.254672] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:46:21.429040] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:22.127594] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:46:22.323227] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:22.488852] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:22.659335] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:22.659479] [INFO ] [CONFIGURE ] AES: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:46:22.659531] [INFO ] [CONFIGURE ] AES: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:46:22.659572] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-09-24T23:46:22.830242] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:22.994118] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:23.174089] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:23.418965] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:23.588730] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:46:23.763446] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:23.950190] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:24.116435] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:24.286155] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:24.572939] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:24.573110] [INFO ] [CONFIGURE ] AES: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-09-24T23:46:24.573173] [INFO ] [CONFIGURE ] AES: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:46:24.573220] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-09-24T23:46:24.743132] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:24.925224] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:46:25.117952] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:25.307310] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:46:25.483707] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:25.658070] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:25.853769] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:26.043726] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:26.221272] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:26.400430] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:26.400587] [INFO ] [CONFIGURE ] AES: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-09-24T23:46:26.400633] [INFO ] [CONFIGURE ] AES: Testing feature 28/29: add_volume_profile
[2025-09-24T23:46:26.400671] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-09-24T23:46:26.573754] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:26.751739] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:27.008640] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:27.228431] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:27.396566] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:46:27.565370] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:27.758638] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:46:27.930538] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:28.096761] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:28.266084] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:28.266245] [INFO ] [CONFIGURE ] AES: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-24T23:46:28.266301] [INFO ] [CONFIGURE ] AES: Testing feature 29/29: add_vwap
[2025-09-24T23:46:28.266340] [INFO ] [CONFIGURE ] AES: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-09-24T23:46:28.449754] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:46:28.625799] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:28.807485] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:46:28.982151] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:46:29.207538] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:46:29.392540] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:46:29.561487] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:46:29.786559] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:29.975902] [DEBUG] [FORECASTER] AES: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:30.327853] [DEBUG] [FORECASTER] AES: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:30.328006] [INFO ] [CONFIGURE ] AES: DISCARDED add_vwap (score: 70.00%)
[2025-09-24T23:46:30.328064] [INFO ] [CONFIGURE ] AES: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:46:30.328107] [INFO ] [CONFIGURE ] AES: Best accuracy: 80.00%
[2025-09-24T23:46:30.328147] [INFO ] [CONFIGURE ] AES: Best feature set (1 features): ['add_cumulative_delta']
[2025-09-24T23:46:30.328185] [INFO ] [CONFIGURE ] AES: Improvement over baseline: 30.00%
[2025-09-24T23:46:30.328223] [INFO ] [CONFIGURE ] AES: Total time: 55.7 seconds
[2025-09-24T23:46:30.328261] [INFO ] [CONFIGURE ] AES: Average time per feature: 1.9 seconds
[2025-09-24T23:46:30.328300] [INFO ] [CONFIGURE ] AES: Average speed: 0.52 features/sec
[2025-09-24T23:46:30.328562] [INFO ] [LOCAL     ] Saved 1 optimal features for AES to ./output/feature-sets/AES.txt
[2025-09-24T23:46:30.328695] [INFO ] [LOCAL     ] Saved certainty 80.00% for AES to ./output/certainties/AES.txt
[2025-09-24T23:46:30.328740] [INFO ] [CONFIGURE ] AES: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:46:30.328785] [INFO ] [sig       ] [27/2075] Successfully configured AES | 0.01 sym/s | Total: 50.0m | ETA: 63.2h
[2025-09-24T23:46:30.328826] [INFO ] [sig       ] [28/2075] Configuring AESI...
[2025-09-24T23:46:30.328863] [INFO ] [CONFIGURE ] AESI: Configurate test run.
[2025-09-24T23:46:30.328902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-09-24T23:46:30.696016] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AESI'.
[2025-09-24T23:46:30.697219] [INFO ] [CONFIGURE ] AESI: Testing with 29 available features
[2025-09-24T23:46:30.697284] [INFO ] [CONFIGURE ] AESI: Establishing baseline with no features...
[2025-09-24T23:46:30.826678] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:30.976300] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:31.167834] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:31.308085] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:31.440354] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:31.591913] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:31.782857] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:31.919377] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:46:32.737349] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:33.532346] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:33.532478] [INFO ] [CONFIGURE ] AESI: Baseline score (no features): 40.00%
[2025-09-24T23:46:33.532534] [INFO ] [CONFIGURE ] AESI: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:46:33.532576] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:46:33.681740] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:33.878468] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:34.050806] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:34.227996] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:46:34.502607] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:34.684564] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:35.022940] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:35.259369] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:46:35.426239] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:35.589257] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:46:35.589419] [INFO ] [CONFIGURE ] AESI: KEPT add_bollinger_bands (score: 50.00%)
[2025-09-24T23:46:35.589476] [INFO ] [CONFIGURE ] AESI: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:46:35.589516] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:46:35.794975] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:35.984180] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:36.191443] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:36.363703] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:36.566531] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:36.766196] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:36.958299] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:37.212482] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:37.431051] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:37.651128] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:37.651314] [INFO ] [CONFIGURE ] AESI: KEPT add_cumulative_delta (score: 60.00%)
[2025-09-24T23:46:37.651373] [INFO ] [CONFIGURE ] AESI: Testing feature 3/29: add_daily_returns
[2025-09-24T23:46:37.651413] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:46:37.861390] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:38.031140] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:38.232779] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:38.419824] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:38.601936] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:38.800342] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:46:38.999033] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:39.396008] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:46:39.607318] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:39.809894] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:39.810055] [INFO ] [CONFIGURE ] AESI: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:46:39.810104] [INFO ] [CONFIGURE ] AESI: Testing feature 4/29: add_ema
[2025-09-24T23:46:39.810141] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-09-24T23:46:39.996015] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:40.340109] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:40.571735] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:40.770376] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:46:40.968575] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:41.225007] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:41.418775] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:41.625439] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:46:41.834787] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:42.108575] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:42.108731] [INFO ] [CONFIGURE ] AESI: DISCARDED add_ema (score: 60.00%)
[2025-09-24T23:46:42.108782] [INFO ] [CONFIGURE ] AESI: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:46:42.108825] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:46:42.309162] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:42.679565] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:45.373055] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:45.610991] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:45.879225] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:46:46.137188] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:46.346817] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:46.604824] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:47.023095] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:47.306946] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:47.307118] [INFO ] [CONFIGURE ] AESI: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-09-24T23:46:47.307171] [INFO ] [CONFIGURE ] AESI: Testing feature 6/29: add_failed_moves
[2025-09-24T23:46:47.307208] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-09-24T23:46:47.532874] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:47.770675] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:47.971816] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:48.212459] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:48.411171] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:48.613112] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:48.800364] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:49.010207] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:49.279450] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:49.484437] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:49.484597] [INFO ] [CONFIGURE ] AESI: DISCARDED add_failed_moves (score: 60.00%)
[2025-09-24T23:46:49.484642] [INFO ] [CONFIGURE ] AESI: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:46:49.484681] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T23:46:49.778166] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:50.243361] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:46:52.833430] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:53.054901] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:53.253636] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:53.452533] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:46:53.659980] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:53.855288] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:46:54.063248] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:54.280568] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:54.280718] [INFO ] [CONFIGURE ] AESI: DISCARDED add_lag_shelf (score: 50.00%)
[2025-09-24T23:46:54.280765] [INFO ] [CONFIGURE ] AESI: Testing feature 8/29: add_macd
[2025-09-24T23:46:54.280802] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T23:46:54.538637] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:54.845805] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:55.129841] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:55.391207] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:55.624413] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:55.859522] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:56.148712] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:56.379193] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:56.617298] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:56.837089] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:56.837292] [INFO ] [CONFIGURE ] AESI: DISCARDED add_macd (score: 60.00%)
[2025-09-24T23:46:56.837351] [INFO ] [CONFIGURE ] AESI: Testing feature 9/29: add_mfi
[2025-09-24T23:46:56.837392] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-09-24T23:46:57.074928] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:57.292372] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:57.510174] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:57.713406] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:46:57.899022] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:46:58.106412] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:46:58.329898] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:46:58.540114] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:46:58.753343] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:46:58.990613] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:46:58.990780] [INFO ] [CONFIGURE ] AESI: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:46:58.990831] [INFO ] [CONFIGURE ] AESI: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:46:58.990874] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:46:59.270866] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:46:59.511726] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:46:59.733679] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:46:59.935804] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:00.211592] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:00.420036] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:47:00.648288] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:00.852963] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:01.069455] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:01.281465] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:47:01.281618] [INFO ] [CONFIGURE ] AESI: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-09-24T23:47:01.281662] [INFO ] [CONFIGURE ] AESI: Testing feature 11/29: add_obv_daily
[2025-09-24T23:47:01.281698] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-09-24T23:47:01.483579] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:01.661795] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:01.850813] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:02.044758] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:02.246083] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:02.460890] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:47:02.665108] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:02.860110] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:03.096860] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:03.297021] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:47:03.297170] [INFO ] [CONFIGURE ] AESI: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T23:47:03.297217] [INFO ] [CONFIGURE ] AESI: Testing feature 12/29: add_obv_interval
[2025-09-24T23:47:03.297255] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-09-24T23:47:03.502552] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:03.694833] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:47:03.892743] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:04.073562] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:04.262661] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:04.485345] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:47:04.671181] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:04.866315] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:05.057725] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:05.284879] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:05.285071] [INFO ] [CONFIGURE ] AESI: DISCARDED add_obv_interval (score: 40.00%)
[2025-09-24T23:47:05.285133] [INFO ] [CONFIGURE ] AESI: Testing feature 13/29: add_opening_strength
[2025-09-24T23:47:05.285176] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:47:05.471380] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:05.658926] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:05.859772] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:06.138695] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:06.347918] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:06.524854] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:06.715939] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:06.918970] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:07.112319] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:07.313877] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:07.314033] [INFO ] [CONFIGURE ] AESI: KEPT add_opening_strength (score: 70.00%)
[2025-09-24T23:47:07.314081] [INFO ] [CONFIGURE ] AESI: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:47:07.314120] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-09-24T23:47:07.558912] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:07.800387] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:08.012049] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:08.292766] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:08.508704] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:08.773603] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:09.102557] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:09.352275] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:09.652848] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:09.888311] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:09.888469] [INFO ] [CONFIGURE ] AESI: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:47:09.888520] [INFO ] [CONFIGURE ] AESI: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:47:09.888563] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-09-24T23:47:10.104088] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:10.442192] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:47:10.650128] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:10.881639] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:11.086292] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:11.297525] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:11.541019] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:11.734962] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:11.951690] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:12.224177] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:12.224330] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-09-24T23:47:12.224378] [INFO ] [CONFIGURE ] AESI: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:47:12.224417] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-09-24T23:47:12.461353] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:12.672208] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:12.876769] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:13.081566] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:13.283332] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:13.527077] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:13.781458] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:13.994861] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:14.292063] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:14.536130] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:14.536287] [INFO ] [CONFIGURE ] AESI: KEPT add_pbf_overnight_gap (score: 80.00%)
[2025-09-24T23:47:14.536338] [INFO ] [CONFIGURE ] AESI: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:47:14.536386] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_return_2d']
[2025-09-24T23:47:14.806506] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:15.048468] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:15.292385] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:15.525481] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:15.811847] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:16.072842] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:16.295526] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:16.683875] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:16.945018] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:17.225946] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:17.226101] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-09-24T23:47:17.226147] [INFO ] [CONFIGURE ] AESI: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:47:17.226186] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_volatility_5d']
[2025-09-24T23:47:17.473101] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:17.700422] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:47:17.927314] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:18.132788] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:18.345535] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:18.552805] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:18.800224] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:19.046699] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:19.322713] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:19.563725] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:19.563882] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:47:19.563935] [INFO ] [CONFIGURE ] AESI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:47:19.563977] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_pbf_vs_sma_5']
[2025-09-24T23:47:19.764688] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:19.981504] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:20.258541] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:20.471129] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:20.732144] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:20.952071] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:21.242324] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:21.533821] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:21.758394] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:21.977894] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:21.978057] [INFO ] [CONFIGURE ] AESI: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:47:21.978105] [INFO ] [CONFIGURE ] AESI: Testing feature 20/29: add_price_rejection
[2025-09-24T23:47:21.978143] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_price_rejection']
[2025-09-24T23:47:22.269898] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:22.489098] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:22.715853] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:22.970160] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:26.376347] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:26.619100] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:26.876809] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:27.116982] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:27.414718] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:27.690030] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:27.690166] [INFO ] [CONFIGURE ] AESI: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:47:27.690221] [INFO ] [CONFIGURE ] AESI: Testing feature 21/29: add_range_position
[2025-09-24T23:47:27.690261] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_range_position']
[2025-09-24T23:47:27.956288] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:28.220392] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:47:28.507456] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:28.815309] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:29.070518] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:29.330163] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:29.602644] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:29.889259] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:30.478623] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:33.576288] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:33.576451] [INFO ] [CONFIGURE ] AESI: DISCARDED add_range_position (score: 60.00%)
[2025-09-24T23:47:33.576498] [INFO ] [CONFIGURE ] AESI: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:47:33.576537] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_realized_volatility']
[2025-09-24T23:47:33.821204] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:34.083474] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:34.379558] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:34.619721] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:34.901075] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:35.155629] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:47:35.460718] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:35.735420] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:35.977428] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:36.266614] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:36.266776] [INFO ] [CONFIGURE ] AESI: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:47:36.266824] [INFO ] [CONFIGURE ] AESI: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:47:36.266864] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_recent_range_context']
[2025-09-24T23:47:36.514403] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:36.735236] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:36.976394] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:37.307489] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:37.671709] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:37.951136] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:47:38.283195] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:38.533295] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:38.809449] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:39.099722] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:39.099869] [INFO ] [CONFIGURE ] AESI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:47:39.099923] [INFO ] [CONFIGURE ] AESI: Testing feature 24/29: add_rsi
[2025-09-24T23:47:39.099964] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_ema', 'add_rsi']
[2025-09-24T23:47:39.413399] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:39.712547] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:40.032417] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:40.420518] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:40.709333] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:48.252649] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:48.906104] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:49.419368] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:49.656608] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:50.016041] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:50.016196] [INFO ] [CONFIGURE ] AESI: DISCARDED add_rsi (score: 70.00%)
[2025-09-24T23:47:50.016244] [INFO ] [CONFIGURE ] AESI: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:47:50.016284] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_tick_distribution']
[2025-09-24T23:47:50.243712] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:50.755026] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:50.965644] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:51.198857] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:51.608781] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:51.823083] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:47:52.023812] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:52.250047] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:47:52.453456] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:52.658175] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:52.658333] [INFO ] [CONFIGURE ] AESI: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:47:52.658388] [INFO ] [CONFIGURE ] AESI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:47:52.658432] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_momentum_confirmation']
[2025-09-24T23:47:52.909743] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:53.127269] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:53.340697] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:53.553593] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:53.766918] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:53.981090] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:47:54.214318] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:54.620358] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:54.851752] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:55.088131] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:55.088276] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-09-24T23:47:55.088329] [INFO ] [CONFIGURE ] AESI: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:47:55.088369] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_price_divergence']
[2025-09-24T23:47:55.304164] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:55.518272] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:47:55.725024] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:47:55.945849] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:47:56.194252] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:56.437162] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:56.773896] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:47:56.996481] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:47:57.958590] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:47:58.398838] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:47:58.399006] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-09-24T23:47:58.399054] [INFO ] [CONFIGURE ] AESI: Testing feature 28/29: add_volume_profile
[2025-09-24T23:47:58.399093] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_volume_profile']
[2025-09-24T23:47:58.609920] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:47:58.812636] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:47:59.051509] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:47:59.262191] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:47:59.468657] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:47:59.681005] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:47:59.907938] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:48:00.126833] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:48:00.348729] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:48:00.572307] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:00.572460] [INFO ] [CONFIGURE ] AESI: DISCARDED add_volume_profile (score: 60.00%)
[2025-09-24T23:48:00.572508] [INFO ] [CONFIGURE ] AESI: Testing feature 29/29: add_vwap
[2025-09-24T23:48:00.572548] [INFO ] [CONFIGURE ] AESI: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap', 'add_vwap']
[2025-09-24T23:48:00.803827] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:48:01.048645] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:01.266246] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:48:01.490042] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:48:01.704637] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:48:01.978706] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:48:02.258305] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:48:02.478836] [DEBUG] [FORECASTER] AESI: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:48:02.760860] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:48:02.984105] [DEBUG] [FORECASTER] AESI: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:02.984263] [INFO ] [CONFIGURE ] AESI: DISCARDED add_vwap (score: 50.00%)
[2025-09-24T23:48:02.984323] [INFO ] [CONFIGURE ] AESI: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:48:02.984362] [INFO ] [CONFIGURE ] AESI: Best accuracy: 80.00%
[2025-09-24T23:48:02.984399] [INFO ] [CONFIGURE ] AESI: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-09-24T23:48:02.984436] [INFO ] [CONFIGURE ] AESI: Improvement over baseline: 40.00%
[2025-09-24T23:48:02.984471] [INFO ] [CONFIGURE ] AESI: Total time: 1.5 minutes
[2025-09-24T23:48:02.984503] [INFO ] [CONFIGURE ] AESI: Average time per feature: 3.1 seconds
[2025-09-24T23:48:02.984535] [INFO ] [CONFIGURE ] AESI: Average speed: 0.32 features/sec
[2025-09-24T23:48:02.984767] [INFO ] [LOCAL     ] Saved 5 optimal features for AESI to ./output/feature-sets/AESI.txt
[2025-09-24T23:48:02.984891] [INFO ] [LOCAL     ] Saved certainty 80.00% for AESI to ./output/certainties/AESI.txt
[2025-09-24T23:48:02.984931] [INFO ] [CONFIGURE ] AESI: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:48:02.984971] [INFO ] [sig       ] [28/2075] Successfully configured AESI | 0.01 sym/s | Total: 51.6m | ETA: 62.8h
[2025-09-24T23:48:02.985019] [INFO ] [sig       ] [29/2075] Configuring AFB...
[2025-09-24T23:48:02.985054] [INFO ] [CONFIGURE ] AFB: Configurate test run.
[2025-09-24T23:48:02.985088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-09-24T23:48:03.359861] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFB'.
[2025-09-24T23:48:03.360915] [INFO ] [CONFIGURE ] AFB: Testing with 29 available features
[2025-09-24T23:48:03.360966] [INFO ] [CONFIGURE ] AFB: Establishing baseline with no features...
[2025-09-24T23:48:03.502670] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:03.626969] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:03.762688] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:03.901295] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:04.070303] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:04.210426] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:04.344219] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:04.475159] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:04.601003] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:04.754517] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:04.754662] [INFO ] [CONFIGURE ] AFB: Baseline score (no features): 80.00%
[2025-09-24T23:48:04.754708] [INFO ] [CONFIGURE ] AFB: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:48:04.754748] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:48:04.915096] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:05.084723] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:48:05.234130] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:05.395857] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:48:05.543003] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:05.716355] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:05.891288] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:06.070112] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:06.217378] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:06.374804] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:06.375009] [INFO ] [CONFIGURE ] AFB: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-09-24T23:48:06.375065] [INFO ] [CONFIGURE ] AFB: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:48:06.375102] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:48:06.535018] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:06.692164] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:48:06.844762] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:07.016819] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:07.208845] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:07.378783] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:48:07.545673] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:07.699111] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:07.890031] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:08.526316] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:08.526464] [INFO ] [CONFIGURE ] AFB: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-09-24T23:48:08.526509] [INFO ] [CONFIGURE ] AFB: Testing feature 3/29: add_daily_returns
[2025-09-24T23:48:08.526546] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_daily_returns']
[2025-09-24T23:48:08.693231] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:08.836763] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:08.982152] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:09.138330] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:09.279716] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:09.424850] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:09.579491] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:09.738428] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:09.894873] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:10.044312] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:10.044459] [INFO ] [CONFIGURE ] AFB: DISCARDED add_daily_returns (score: 60.00%)
[2025-09-24T23:48:10.044501] [INFO ] [CONFIGURE ] AFB: Testing feature 4/29: add_ema
[2025-09-24T23:48:10.044537] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_ema']
[2025-09-24T23:48:10.295921] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:10.486418] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:10.680597] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:10.845863] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:11.213793] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:11.406773] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:11.588317] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:11.775951] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:11.975301] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:12.230516] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:12.230683] [INFO ] [CONFIGURE ] AFB: DISCARDED add_ema (score: 50.00%)
[2025-09-24T23:48:12.230755] [INFO ] [CONFIGURE ] AFB: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:48:12.230801] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:48:12.477798] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:12.638889] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:12.813349] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:13.049899] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:13.238268] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:13.421272] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:13.607243] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:13.773757] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:13.944045] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:14.143629] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:14.143801] [INFO ] [CONFIGURE ] AFB: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-09-24T23:48:14.143862] [INFO ] [CONFIGURE ] AFB: Testing feature 6/29: add_failed_moves
[2025-09-24T23:48:14.143910] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_failed_moves']
[2025-09-24T23:48:14.283799] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:14.436858] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:14.628360] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:14.773743] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:14.954702] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:15.209446] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:15.409029] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:15.576267] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:15.726554] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:15.951170] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:15.951331] [INFO ] [CONFIGURE ] AFB: DISCARDED add_failed_moves (score: 80.00%)
[2025-09-24T23:48:15.951389] [INFO ] [CONFIGURE ] AFB: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:48:15.951436] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_lag_shelf']
[2025-09-24T23:48:16.188122] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:16.332735] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:16.475336] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:16.610068] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:16.754093] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:16.942366] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:17.088418] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:17.240766] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:17.387001] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:17.541290] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:17.541428] [INFO ] [CONFIGURE ] AFB: DISCARDED add_lag_shelf (score: 80.00%)
[2025-09-24T23:48:17.541472] [INFO ] [CONFIGURE ] AFB: Testing feature 8/29: add_macd
[2025-09-24T23:48:17.541508] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_vwap', 'add_macd']
[2025-09-24T23:48:17.742544] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:17.929213] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:48:18.149492] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:18.361148] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:18.551569] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:18.753370] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:18.942997] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:19.130646] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:19.332408] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:19.524329] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:19.524513] [INFO ] [CONFIGURE ] AFB: DISCARDED add_macd (score: 50.00%)
[2025-09-24T23:48:19.524577] [INFO ] [CONFIGURE ] AFB: Testing feature 9/29: add_mfi
[2025-09-24T23:48:19.524625] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_mfi']
[2025-09-24T23:48:19.679112] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:19.847153] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:20.019269] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:20.222600] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:20.420299] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:20.589384] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:20.764970] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:20.912913] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:21.265183] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:21.443279] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:21.443460] [INFO ] [CONFIGURE ] AFB: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:48:21.443520] [INFO ] [CONFIGURE ] AFB: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:48:21.443565] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:48:21.663586] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:21.870070] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:22.130942] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:22.368438] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:22.528109] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:22.686517] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:22.845350] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:23.046522] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:23.234092] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:23.414176] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:23.414338] [INFO ] [CONFIGURE ] AFB: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T23:48:23.414389] [INFO ] [CONFIGURE ] AFB: Testing feature 11/29: add_obv_daily
[2025-09-24T23:48:23.414433] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_obv_daily']
[2025-09-24T23:48:23.572399] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:48:23.720557] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:48:23.874417] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:24.115700] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:24.285579] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:48:24.448189] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:24.627436] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:24.820494] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:24.971549] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:25.156792] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:25.156960] [INFO ] [CONFIGURE ] AFB: DISCARDED add_obv_daily (score: 40.00%)
[2025-09-24T23:48:25.157029] [INFO ] [CONFIGURE ] AFB: Testing feature 12/29: add_obv_interval
[2025-09-24T23:48:25.157076] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_obv_interval']
[2025-09-24T23:48:25.302273] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:25.443534] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:25.587726] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:25.722772] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:25.883386] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:26.041485] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:26.213281] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:26.373869] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:26.546776] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:26.697930] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:26.698087] [INFO ] [CONFIGURE ] AFB: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:48:26.698134] [INFO ] [CONFIGURE ] AFB: Testing feature 13/29: add_opening_strength
[2025-09-24T23:48:26.698178] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T23:48:26.868334] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:27.040329] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:27.208256] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:27.382306] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:27.566721] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:27.741641] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:27.940026] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:28.141527] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:28.320940] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:28.488717] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:28.488850] [INFO ] [CONFIGURE ] AFB: DISCARDED add_opening_strength (score: 60.00%)
[2025-09-24T23:48:28.488894] [INFO ] [CONFIGURE ] AFB: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:48:28.488930] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_order_flow_imbalance']
[2025-09-24T23:48:28.628173] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:28.781752] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:28.946181] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:29.089786] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:29.398847] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:29.563631] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:29.765484] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:29.941248] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:30.195006] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:30.361877] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:30.362042] [INFO ] [CONFIGURE ] AFB: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:48:30.362098] [INFO ] [CONFIGURE ] AFB: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:48:30.362137] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_morning_momentum']
[2025-09-24T23:48:30.515653] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:30.656279] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:30.814762] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:30.977227] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:31.133085] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:48:31.274594] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:31.431545] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:31.584352] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:31.796256] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:31.978222] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:31.978361] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-09-24T23:48:31.978408] [INFO ] [CONFIGURE ] AFB: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:48:31.978448] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_overnight_gap']
[2025-09-24T23:48:32.168799] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:32.324811] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:32.516502] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:32.667373] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:33.001872] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:33.525437] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:33.676518] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:33.836878] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:34.118249] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:34.295968] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:34.296137] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T23:48:34.296185] [INFO ] [CONFIGURE ] AFB: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:48:34.296222] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_return_2d']
[2025-09-24T23:48:34.472710] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:34.638450] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:34.798847] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:34.989799] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:35.182664] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:35.365666] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:35.527854] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:35.729693] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:35.914405] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:36.166199] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:36.166358] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-09-24T23:48:36.166404] [INFO ] [CONFIGURE ] AFB: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:48:36.166442] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_volatility_5d']
[2025-09-24T23:48:36.297775] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:36.435661] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:36.592254] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:36.741401] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:36.887212] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:48:37.041053] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:48:37.250222] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:37.420724] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:37.612534] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:37.766431] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:37.766579] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:48:37.766627] [INFO ] [CONFIGURE ] AFB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:48:37.766668] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_pbf_vs_sma_5']
[2025-09-24T23:48:37.915626] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:48:38.169922] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:38.331631] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:38.485848] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:38.648054] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:38.935621] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:39.073513] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:39.228277] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:39.363044] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:39.503373] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:39.503519] [INFO ] [CONFIGURE ] AFB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-09-24T23:48:39.503565] [INFO ] [CONFIGURE ] AFB: Testing feature 20/29: add_price_rejection
[2025-09-24T23:48:39.503601] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_price_rejection']
[2025-09-24T23:48:39.662406] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:39.821827] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:39.982067] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:40.236128] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:40.433624] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:40.608649] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:40.815775] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:40.985089] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:41.193402] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:41.347979] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:41.348151] [INFO ] [CONFIGURE ] AFB: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T23:48:41.348200] [INFO ] [CONFIGURE ] AFB: Testing feature 21/29: add_range_position
[2025-09-24T23:48:41.348241] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_range_position']
[2025-09-24T23:48:41.515553] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:41.707664] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:41.908572] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:42.093508] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:42.310508] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:42.500193] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:42.691604] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:42.852044] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:43.075749] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:43.307338] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:43.307481] [INFO ] [CONFIGURE ] AFB: DISCARDED add_range_position (score: 60.00%)
[2025-09-24T23:48:43.307531] [INFO ] [CONFIGURE ] AFB: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:48:43.307573] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_realized_volatility']
[2025-09-24T23:48:43.501140] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:43.706518] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:44.566244] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:44.743330] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:44.949685] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:45.221707] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:45.440166] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:45.646826] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:45.816454] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:46.029974] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:48:46.030155] [INFO ] [CONFIGURE ] AFB: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:48:46.030215] [INFO ] [CONFIGURE ] AFB: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:48:46.030263] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_recent_range_context']
[2025-09-24T23:48:46.226658] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:46.381149] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:46.569357] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:46.722477] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:46.874630] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:47.056505] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:47.244753] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:47.575216] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:47.764377] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:47.910798] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:47.910959] [INFO ] [CONFIGURE ] AFB: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:48:47.911029] [INFO ] [CONFIGURE ] AFB: Testing feature 24/29: add_rsi
[2025-09-24T23:48:47.911071] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_ema', 'add_rsi']
[2025-09-24T23:48:48.084471] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:48.258506] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:48:48.432164] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:48.656232] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:48.864263] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:49.033852] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:49.201698] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:49.410591] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:49.584868] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:49.773951] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:49.774117] [INFO ] [CONFIGURE ] AFB: DISCARDED add_rsi (score: 40.00%)
[2025-09-24T23:48:49.774175] [INFO ] [CONFIGURE ] AFB: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:48:49.774217] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_tick_distribution']
[2025-09-24T23:48:49.954605] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:50.162641] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:50.329464] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:50.527659] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:50.732577] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:50.881169] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:51.043919] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:51.207314] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:51.381881] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:51.582290] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:51.582448] [INFO ] [CONFIGURE ] AFB: DISCARDED add_tick_distribution (score: 50.00%)
[2025-09-24T23:48:51.582504] [INFO ] [CONFIGURE ] AFB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:48:51.582548] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_volume_momentum_confirmation']
[2025-09-24T23:48:51.725760] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:51.906725] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:52.073643] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:52.355454] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:52.502446] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:52.674876] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:48:52.830728] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:53.016299] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:53.190509] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:53.381809] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:53.381954] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-09-24T23:48:53.382018] [INFO ] [CONFIGURE ] AFB: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:48:53.382059] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_volume_price_divergence']
[2025-09-24T23:48:53.554734] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:53.819254] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:54.002003] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:54.180618] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:54.422627] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:48:54.639860] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:54.818333] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:57.555594] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:48:57.804666] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:48:58.016548] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:58.016715] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-09-24T23:48:58.016769] [INFO ] [CONFIGURE ] AFB: Testing feature 28/29: add_volume_profile
[2025-09-24T23:48:58.016812] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_volume_profile']
[2025-09-24T23:48:58.291798] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:48:58.468078] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:48:58.652333] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:48:58.828439] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:48:58.999476] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:48:59.219584] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:48:59.452067] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:48:59.601645] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:48:59.797831] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:48:59.990752] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:48:59.990894] [INFO ] [CONFIGURE ] AFB: DISCARDED add_volume_profile (score: 80.00%)
[2025-09-24T23:48:59.990940] [INFO ] [CONFIGURE ] AFB: Testing feature 29/29: add_vwap
[2025-09-24T23:48:59.990976] [INFO ] [CONFIGURE ] AFB: Testing with features: ['add_vwap']
[2025-09-24T23:49:00.209759] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:00.395769] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:49:00.573182] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:49:00.799653] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:49:01.031353] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:49:01.227787] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:01.397738] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:49:01.579447] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:49:01.765742] [DEBUG] [FORECASTER] AFB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:49:01.948702] [DEBUG] [FORECASTER] AFB: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-24T23:49:01.948850] [INFO ] [CONFIGURE ] AFB: DISCARDED add_vwap (score: 50.00%)
[2025-09-24T23:49:01.948904] [INFO ] [CONFIGURE ] AFB: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:49:01.948941] [INFO ] [CONFIGURE ] AFB: Best accuracy: 80.00%
[2025-09-24T23:49:01.948975] [INFO ] [CONFIGURE ] AFB: Best feature set (0 features): []
[2025-09-24T23:49:01.949015] [INFO ] [CONFIGURE ] AFB: Improvement over baseline: 0.00%
[2025-09-24T23:49:01.949047] [INFO ] [CONFIGURE ] AFB: Total time: 57.2 seconds
[2025-09-24T23:49:01.949079] [INFO ] [CONFIGURE ] AFB: Average time per feature: 2.0 seconds
[2025-09-24T23:49:01.949111] [INFO ] [CONFIGURE ] AFB: Average speed: 0.51 features/sec
[2025-09-24T23:49:01.949321] [INFO ] [LOCAL     ] Saved 0 optimal features for AFB to ./output/feature-sets/AFB.txt
[2025-09-24T23:49:01.949447] [INFO ] [LOCAL     ] Saved certainty 80.00% for AFB to ./output/certainties/AFB.txt
[2025-09-24T23:49:01.949487] [INFO ] [CONFIGURE ] AFB: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:49:01.949526] [INFO ] [sig       ] [29/2075] Successfully configured AFB | 0.01 sym/s | Total: 52.5m | ETA: 61.8h
[2025-09-24T23:49:01.949560] [INFO ] [sig       ] [30/2075] Configuring AFG...
[2025-09-24T23:49:01.949593] [INFO ] [CONFIGURE ] AFG: Configurate test run.
[2025-09-24T23:49:01.949627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-09-24T23:49:02.311385] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFG'.
[2025-09-24T23:49:02.312529] [INFO ] [CONFIGURE ] AFG: Testing with 29 available features
[2025-09-24T23:49:02.312607] [INFO ] [CONFIGURE ] AFG: Establishing baseline with no features...
[2025-09-24T23:49:02.462299] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:02.629550] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:02.802770] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:02.983994] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:03.217773] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:49:03.394719] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:03.567646] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:03.735614] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:03.932689] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:04.321566] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:04.321728] [INFO ] [CONFIGURE ] AFG: Baseline score (no features): 70.00%
[2025-09-24T23:49:04.321789] [INFO ] [CONFIGURE ] AFG: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:49:04.321834] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:49:04.759199] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:49:07.118276] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:07.283103] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:07.542223] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:07.702405] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:49:07.904467] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:08.074033] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:08.269789] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:08.435676] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:08.608929] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:08.609077] [INFO ] [CONFIGURE ] AFG: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-09-24T23:49:08.609125] [INFO ] [CONFIGURE ] AFG: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:49:08.609163] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:49:08.778149] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:08.971584] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:09.159012] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:49:09.324497] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:09.504415] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:09.689093] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:09.862716] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:10.068518] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:10.336686] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:10.596520] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:10.596677] [INFO ] [CONFIGURE ] AFG: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-24T23:49:10.596723] [INFO ] [CONFIGURE ] AFG: Testing feature 3/29: add_daily_returns
[2025-09-24T23:49:10.596759] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns']
[2025-09-24T23:49:10.818114] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:11.001695] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:11.574655] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:11.807134] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:12.083772] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:19.612861] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:20.240663] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:20.384497] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:20.525279] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:20.663557] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:20.663704] [INFO ] [CONFIGURE ] AFG: KEPT add_daily_returns (score: 80.00%)
[2025-09-24T23:49:20.663749] [INFO ] [CONFIGURE ] AFG: Testing feature 4/29: add_ema
[2025-09-24T23:49:20.663786] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_ema']
[2025-09-24T23:49:20.824281] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:20.995510] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:21.178379] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:21.344921] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:21.569307] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:21.744950] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:21.943219] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:22.129470] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:22.304596] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:22.477549] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:22.477709] [INFO ] [CONFIGURE ] AFG: DISCARDED add_ema (score: 80.00%)
[2025-09-24T23:49:22.477762] [INFO ] [CONFIGURE ] AFG: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:49:22.477805] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:49:22.658361] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:22.835750] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:49:23.053388] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:23.216480] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:23.372089] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:49:23.529839] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:23.695894] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:24.029012] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:49:24.215219] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:24.416319] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:49:24.416470] [INFO ] [CONFIGURE ] AFG: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-09-24T23:49:24.416517] [INFO ] [CONFIGURE ] AFG: Testing feature 6/29: add_failed_moves
[2025-09-24T23:49:24.416561] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_failed_moves']
[2025-09-24T23:49:24.589466] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:24.740281] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:24.884684] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:25.055325] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:25.218765] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:25.367893] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:25.524456] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:25.670025] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:25.825580] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:25.971123] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:25.971278] [INFO ] [CONFIGURE ] AFG: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T23:49:25.971324] [INFO ] [CONFIGURE ] AFG: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:49:25.971361] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_lag_shelf']
[2025-09-24T23:49:26.104674] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:26.247262] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:26.378684] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:26.510340] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:26.639086] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:26.769851] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:26.905039] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:27.034885] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:27.215364] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:27.368951] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:27.369099] [INFO ] [CONFIGURE ] AFG: DISCARDED add_lag_shelf (score: 80.00%)
[2025-09-24T23:49:27.369144] [INFO ] [CONFIGURE ] AFG: Testing feature 8/29: add_macd
[2025-09-24T23:49:27.369180] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_vwap', 'add_macd']
[2025-09-24T23:49:27.551134] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:49:27.727567] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:49:27.921299] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:28.102674] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:28.296101] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:28.478280] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:28.722391] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:28.913062] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:49:29.097709] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:29.286027] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:49:29.286188] [INFO ] [CONFIGURE ] AFG: DISCARDED add_macd (score: 30.00%)
[2025-09-24T23:49:29.286234] [INFO ] [CONFIGURE ] AFG: Testing feature 9/29: add_mfi
[2025-09-24T23:49:29.286272] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_mfi']
[2025-09-24T23:49:29.433404] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:29.590176] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:29.751051] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:29.898294] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:30.049723] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:49:30.225080] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:30.380861] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:30.535469] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:30.697373] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:30.844118] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:30.844276] [INFO ] [CONFIGURE ] AFG: DISCARDED add_mfi (score: 70.00%)
[2025-09-24T23:49:30.844323] [INFO ] [CONFIGURE ] AFG: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:49:30.844362] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:49:31.010941] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:31.186194] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:31.349802] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:31.519447] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:31.685904] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:31.868475] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:32.574488] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:32.856343] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:33.495952] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:33.766686] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:33.766840] [INFO ] [CONFIGURE ] AFG: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-09-24T23:49:33.766887] [INFO ] [CONFIGURE ] AFG: Testing feature 11/29: add_obv_daily
[2025-09-24T23:49:33.766927] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_obv_daily']
[2025-09-24T23:49:33.943421] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:34.123344] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:34.294034] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:49:34.492292] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:34.776698] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:34.961080] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:35.136240] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:35.354345] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:35.546141] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:35.812329] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:35.812469] [INFO ] [CONFIGURE ] AFG: DISCARDED add_obv_daily (score: 60.00%)
[2025-09-24T23:49:35.812516] [INFO ] [CONFIGURE ] AFG: Testing feature 12/29: add_obv_interval
[2025-09-24T23:49:35.812554] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_obv_interval']
[2025-09-24T23:49:35.996480] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:36.187142] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:36.366105] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:49:36.529092] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:36.742364] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:49:36.910719] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:37.289966] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:39.015947] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:41.586414] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:41.814360] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:41.814538] [INFO ] [CONFIGURE ] AFG: DISCARDED add_obv_interval (score: 60.00%)
[2025-09-24T23:49:41.814611] [INFO ] [CONFIGURE ] AFG: Testing feature 13/29: add_opening_strength
[2025-09-24T23:49:41.814659] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-09-24T23:49:41.970248] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:42.192568] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:49:42.411115] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:49:42.560730] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-24T23:49:42.730852] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:49:42.934965] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:44.586444] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:44.770394] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:44.929174] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:45.314852] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:45.315004] [INFO ] [CONFIGURE ] AFG: DISCARDED add_opening_strength (score: 50.00%)
[2025-09-24T23:49:45.315049] [INFO ] [CONFIGURE ] AFG: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:49:45.315086] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_order_flow_imbalance']
[2025-09-24T23:49:45.594972] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:46.271620] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:46.501664] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:49:46.733966] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:46.990602] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:47.543226] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:49:47.836055] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:48.049957] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:48.279425] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:48.833980] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:48.834135] [INFO ] [CONFIGURE ] AFG: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-09-24T23:49:48.834179] [INFO ] [CONFIGURE ] AFG: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:49:48.834213] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_morning_momentum']
[2025-09-24T23:49:49.142592] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:49.326549] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:49.608946] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:49:49.844223] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:50.056660] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:50.555802] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:50.824120] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:51.016627] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:51.211203] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:49:51.415567] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:49:51.415714] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-09-24T23:49:51.415758] [INFO ] [CONFIGURE ] AFG: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:49:51.415794] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_overnight_gap']
[2025-09-24T23:49:51.689819] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:49:51.960248] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:49:52.201475] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:49:52.445250] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:49:52.641365] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:49:52.839868] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:49:53.094931] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:49:53.296455] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:49:53.645674] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:04.219754] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:04.219918] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-09-24T23:50:04.219980] [INFO ] [CONFIGURE ] AFG: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:50:04.220068] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_return_2d']
[2025-09-24T23:50:04.376434] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:04.534160] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:04.698871] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:04.858696] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:05.013622] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:05.207594] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:05.377525] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:05.532480] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:05.681884] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:05.842838] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:50:05.842979] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-09-24T23:50:05.843033] [INFO ] [CONFIGURE ] AFG: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:50:05.843071] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_volatility_5d']
[2025-09-24T23:50:05.986625] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:06.145254] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:06.275628] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:50:06.419315] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:06.551296] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:06.703138] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:06.852167] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:06.990618] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:07.151919] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:07.288514] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:50:07.288664] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:50:07.288711] [INFO ] [CONFIGURE ] AFG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:50:07.288750] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_pbf_vs_sma_5']
[2025-09-24T23:50:07.427621] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:07.573509] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:07.725967] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:07.877150] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:08.017993] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:50:08.182589] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:08.320580] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:08.460016] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:08.596151] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:08.750474] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:08.750615] [INFO ] [CONFIGURE ] AFG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:50:08.750663] [INFO ] [CONFIGURE ] AFG: Testing feature 20/29: add_price_rejection
[2025-09-24T23:50:08.750702] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_price_rejection']
[2025-09-24T23:50:08.893593] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:09.058166] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:09.220462] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:09.366392] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:09.529594] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:50:09.683513] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:50:09.841224] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:10.025772] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:10.187732] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:10.369022] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:10.369160] [INFO ] [CONFIGURE ] AFG: DISCARDED add_price_rejection (score: 70.00%)
[2025-09-24T23:50:10.369205] [INFO ] [CONFIGURE ] AFG: Testing feature 21/29: add_range_position
[2025-09-24T23:50:10.369242] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_range_position']
[2025-09-24T23:50:10.527579] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:10.705346] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:10.860196] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:11.012070] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:11.206349] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:50:11.383639] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:11.552034] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:50:11.721832] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:11.895454] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:12.072469] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:12.072627] [INFO ] [CONFIGURE ] AFG: DISCARDED add_range_position (score: 70.00%)
[2025-09-24T23:50:12.072672] [INFO ] [CONFIGURE ] AFG: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:50:12.072710] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_realized_volatility']
[2025-09-24T23:50:12.341130] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:12.511108] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:12.708463] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:12.875249] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:13.042004] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:13.210379] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:13.394385] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:13.559088] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:13.733798] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:13.920268] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:13.920413] [INFO ] [CONFIGURE ] AFG: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:50:13.920459] [INFO ] [CONFIGURE ] AFG: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:50:13.920496] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_recent_range_context']
[2025-09-24T23:50:14.091935] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:14.242445] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:14.397491] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:14.565186] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:14.722316] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:14.874380] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:15.046191] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:15.200577] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:15.366624] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:15.552926] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:15.553083] [INFO ] [CONFIGURE ] AFG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-09-24T23:50:15.553133] [INFO ] [CONFIGURE ] AFG: Testing feature 24/29: add_rsi
[2025-09-24T23:50:15.553175] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_ema', 'add_rsi']
[2025-09-24T23:50:15.719564] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:15.889295] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:16.062064] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:16.238840] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:16.410189] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:50:16.589233] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:50:16.764485] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:50:16.950803] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:17.128162] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:17.306763] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:17.306935] [INFO ] [CONFIGURE ] AFG: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T23:50:17.307011] [INFO ] [CONFIGURE ] AFG: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:50:17.307063] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_tick_distribution']
[2025-09-24T23:50:17.459205] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:17.600592] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:17.763401] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:50:17.908162] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:18.060790] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:18.215692] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:50:18.373125] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:18.528197] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:18.679380] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:18.840227] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:18.840379] [INFO ] [CONFIGURE ] AFG: DISCARDED add_tick_distribution (score: 50.00%)
[2025-09-24T23:50:18.840425] [INFO ] [CONFIGURE ] AFG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:50:18.840462] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_volume_momentum_confirmation']
[2025-09-24T23:50:18.995102] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:19.146256] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:19.344612] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:50:19.529146] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:19.676150] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:19.832669] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:19.988891] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:50:20.206397] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:20.372428] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:20.529539] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:50:20.529688] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-09-24T23:50:20.529735] [INFO ] [CONFIGURE ] AFG: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:50:20.529772] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_volume_price_divergence']
[2025-09-24T23:50:20.706412] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:20.867502] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:21.043826] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:50:21.204172] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:21.361248] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:50:21.527015] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:21.684999] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:21.864425] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:22.128441] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:22.287693] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:50:22.287835] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:50:22.287882] [INFO ] [CONFIGURE ] AFG: Testing feature 28/29: add_volume_profile
[2025-09-24T23:50:22.287920] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_volume_profile']
[2025-09-24T23:50:22.441010] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:50:22.591483] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:22.802010] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:50:22.957719] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:23.120916] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:23.283881] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:50:23.440004] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:23.636021] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:50:23.793191] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:23.988006] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:23.988154] [INFO ] [CONFIGURE ] AFG: DISCARDED add_volume_profile (score: 60.00%)
[2025-09-24T23:50:23.988199] [INFO ] [CONFIGURE ] AFG: Testing feature 29/29: add_vwap
[2025-09-24T23:50:23.988237] [INFO ] [CONFIGURE ] AFG: Testing with features: ['add_daily_returns', 'add_vwap']
[2025-09-24T23:50:24.151646] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:24.309508] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:24.462486] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-11, Predicted=0.0, Actual=0
[2025-09-24T23:50:24.634806] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:50:24.800570] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-15, Predicted=0.0, Actual=1
[2025-09-24T23:50:24.953517] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:50:25.156745] [DEBUG] [FORECASTER] AFG: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:50:25.340715] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:25.489704] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:50:25.663652] [DEBUG] [FORECASTER] AFG: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:50:25.663798] [INFO ] [CONFIGURE ] AFG: DISCARDED add_vwap (score: 30.00%)
[2025-09-24T23:50:25.663844] [INFO ] [CONFIGURE ] AFG: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:50:25.663881] [INFO ] [CONFIGURE ] AFG: Best accuracy: 80.00%
[2025-09-24T23:50:25.663916] [INFO ] [CONFIGURE ] AFG: Best feature set (1 features): ['add_daily_returns']
[2025-09-24T23:50:25.663949] [INFO ] [CONFIGURE ] AFG: Improvement over baseline: 10.00%
[2025-09-24T23:50:25.663980] [INFO ] [CONFIGURE ] AFG: Total time: 1.4 minutes
[2025-09-24T23:50:25.664031] [INFO ] [CONFIGURE ] AFG: Average time per feature: 2.8 seconds
[2025-09-24T23:50:25.664070] [INFO ] [CONFIGURE ] AFG: Average speed: 0.36 features/sec
[2025-09-24T23:50:25.664289] [INFO ] [LOCAL     ] Saved 1 optimal features for AFG to ./output/feature-sets/AFG.txt
[2025-09-24T23:50:25.664411] [INFO ] [LOCAL     ] Saved certainty 80.00% for AFG to ./output/certainties/AFG.txt
[2025-09-24T23:50:25.664451] [INFO ] [CONFIGURE ] AFG: Optimal features and certainty (80.00%) saved successfully.
[2025-09-24T23:50:25.664488] [INFO ] [sig       ] [30/2075] Successfully configured AFG | 0.01 sym/s | Total: 53.9m | ETA: 61.3h
[2025-09-24T23:50:25.664523] [INFO ] [sig       ] [31/2075] Configuring AFGB...
[2025-09-24T23:50:25.664555] [INFO ] [CONFIGURE ] AFGB: Configurate test run.
[2025-09-24T23:50:25.664588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'.
[2025-09-24T23:50:26.128315] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AFGB'.
[2025-09-24T23:50:26.129343] [INFO ] [CONFIGURE ] AFGB: Testing with 29 available features
[2025-09-24T23:50:26.129403] [INFO ] [CONFIGURE ] AFGB: Establishing baseline with no features...
[2025-09-24T23:50:26.244569] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:26.411212] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:26.634903] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:26.767140] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:26.893625] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:27.425913] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:27.562767] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:27.699968] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:27.902792] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:28.027199] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:28.027337] [INFO ] [CONFIGURE ] AFGB: Baseline score (no features): 50.00%
[2025-09-24T23:50:28.027386] [INFO ] [CONFIGURE ] AFGB: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:50:28.027428] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:50:28.411907] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:28.553756] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:28.717033] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:28.876770] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:29.042951] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:29.210778] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:29.353836] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:29.499752] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:29.651919] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:29.813674] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:29.813829] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:50:29.813875] [INFO ] [CONFIGURE ] AFGB: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:50:29.813912] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:50:29.982143] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:30.164814] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:30.337392] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:30.508087] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:30.661943] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:30.845672] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:30.994545] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:31.147170] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:31.305239] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:31.552848] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:50:31.553024] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-09-24T23:50:31.553092] [INFO ] [CONFIGURE ] AFGB: Testing feature 3/29: add_daily_returns
[2025-09-24T23:50:31.553137] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_daily_returns']
[2025-09-24T23:50:31.680578] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:31.825093] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:32.009999] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:50:32.170095] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:32.321284] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:50:32.457322] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:32.598792] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:32.730597] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:32.979684] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:33.548931] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:33.549105] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:50:33.549163] [INFO ] [CONFIGURE ] AFGB: Testing feature 4/29: add_ema
[2025-09-24T23:50:33.549206] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_ema']
[2025-09-24T23:50:33.697599] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:33.853496] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:34.013408] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:34.181225] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:34.336844] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:50:34.490673] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:34.650571] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:34.819180] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:34.969499] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:50:35.166503] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:50:35.166644] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_ema (score: 40.00%)
[2025-09-24T23:50:35.166691] [INFO ] [CONFIGURE ] AFGB: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:50:35.166732] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:50:35.330788] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:35.526766] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:35.757102] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:35.941649] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:36.114049] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:36.268206] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:36.432013] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:36.591810] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:36.775500] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:50:36.933513] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:36.933674] [INFO ] [CONFIGURE ] AFGB: KEPT add_exhaustion_signals (score: 70.00%)
[2025-09-24T23:50:36.933735] [INFO ] [CONFIGURE ] AFGB: Testing feature 6/29: add_failed_moves
[2025-09-24T23:50:36.933785] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T23:50:37.102799] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:37.286704] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:37.458956] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:37.660384] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:38.108537] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:38.296696] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:38.595175] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:38.769312] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:38.959143] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:50:39.131931] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:39.132071] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-24T23:50:39.132118] [INFO ] [CONFIGURE ] AFGB: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:50:39.132163] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T23:50:39.296610] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:39.514884] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:39.663723] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:39.824165] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:39.978338] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:50:40.159172] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:40.319080] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:40.476872] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:40.646253] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:40.803787] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:40.803937] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_lag_shelf (score: 60.00%)
[2025-09-24T23:50:40.804008] [INFO ] [CONFIGURE ] AFGB: Testing feature 8/29: add_macd
[2025-09-24T23:50:40.804067] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:50:41.278545] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:41.454006] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:41.643440] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:41.824515] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:42.111427] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:42.293032] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:42.475661] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:42.659173] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:42.868906] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:43.063699] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:43.063867] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_macd (score: 50.00%)
[2025-09-24T23:50:43.063916] [INFO ] [CONFIGURE ] AFGB: Testing feature 9/29: add_mfi
[2025-09-24T23:50:43.063956] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-09-24T23:50:43.248339] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:43.422418] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:43.609445] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:43.789662] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:43.958131] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:44.136107] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:44.307443] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:44.498652] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:44.673262] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:44.872313] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:44.872472] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_mfi (score: 60.00%)
[2025-09-24T23:50:44.872523] [INFO ] [CONFIGURE ] AFGB: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:50:44.872562] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:50:45.057181] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:45.295426] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:45.473336] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:45.669156] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:45.868562] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:50:46.058176] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:46.245814] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:46.443041] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:46.638625] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:50:46.830228] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:46.830385] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-09-24T23:50:46.830432] [INFO ] [CONFIGURE ] AFGB: Testing feature 11/29: add_obv_daily
[2025-09-24T23:50:46.830470] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-09-24T23:50:47.007267] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:47.254657] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:47.451981] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:47.619302] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:47.785469] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:47.953634] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:48.128659] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:48.314115] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:48.490557] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:50:48.666322] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:48.666477] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-24T23:50:48.666522] [INFO ] [CONFIGURE ] AFGB: Testing feature 12/29: add_obv_interval
[2025-09-24T23:50:48.666560] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-09-24T23:50:48.930044] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:49.100597] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:49.342438] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:49.510690] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:50:49.679068] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:49.848854] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:50.018424] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:50.211770] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:50.373566] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:50:50.724743] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:50.724886] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_obv_interval (score: 70.00%)
[2025-09-24T23:50:50.724928] [INFO ] [CONFIGURE ] AFGB: Testing feature 13/29: add_opening_strength
[2025-09-24T23:50:50.724965] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:50:50.913499] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:51.083164] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:51.254093] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:51.435895] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:50:51.621288] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:51.793064] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:51.962381] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:52.137278] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:52.342948] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:50:52.522121] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:52.522268] [INFO ] [CONFIGURE ] AFGB: KEPT add_opening_strength (score: 80.00%)
[2025-09-24T23:50:52.522313] [INFO ] [CONFIGURE ] AFGB: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:50:52.522352] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-09-24T23:50:52.710064] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:52.907693] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:53.108957] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:53.313522] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:50:53.518244] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:50:53.728698] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:53.938865] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:54.142654] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:54.336271] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:54.539051] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:54.539198] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T23:50:54.539244] [INFO ] [CONFIGURE ] AFGB: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:50:54.539282] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-09-24T23:50:54.717081] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:54.938116] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:50:55.139452] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:55.354068] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:50:55.520509] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:50:55.762549] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:55.960343] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:50:56.141977] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:56.325412] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:56.512344] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:56.512494] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-09-24T23:50:56.512541] [INFO ] [CONFIGURE ] AFGB: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:50:56.512580] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-09-24T23:50:56.713851] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:56.891946] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:57.086492] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:50:57.316724] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:50:57.514412] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:50:57.711711] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:50:57.893927] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:50:58.096100] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:50:58.318652] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:50:58.545966] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:50:58.546143] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-09-24T23:50:58.546202] [INFO ] [CONFIGURE ] AFGB: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:50:58.546250] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-09-24T23:50:58.741735] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:50:58.942971] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:50:59.141329] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:50:59.329223] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:50:59.524879] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:50:59.710965] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:50:59.897040] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:00.183023] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:00.442365] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:51:00.643075] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:00.643225] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-09-24T23:51:00.643283] [INFO ] [CONFIGURE ] AFGB: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:51:00.643326] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-09-24T23:51:00.895591] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:01.079612] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:01.247864] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:01.422365] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:51:01.593931] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:51:01.765846] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:51:02.011748] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:02.229677] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:02.405970] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:51:02.617397] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:02.617551] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-09-24T23:51:02.617603] [INFO ] [CONFIGURE ] AFGB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:51:02.617641] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-09-24T23:51:02.797141] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:02.989275] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:03.181630] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:03.369326] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:51:03.562104] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:51:03.744676] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:03.939859] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:04.122755] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:04.299068] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:04.491255] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:04.491404] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:51:04.491450] [INFO ] [CONFIGURE ] AFGB: Testing feature 20/29: add_price_rejection
[2025-09-24T23:51:04.491487] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-09-24T23:51:04.687404] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:05.028876] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:05.650227] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:05.973404] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:51:06.328878] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:51:06.549632] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:06.769697] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:06.971644] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:07.209358] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:07.437777] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:07.437948] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_price_rejection (score: 80.00%)
[2025-09-24T23:51:07.438008] [INFO ] [CONFIGURE ] AFGB: Testing feature 21/29: add_range_position
[2025-09-24T23:51:07.438046] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-09-24T23:51:07.641963] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:07.855575] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:51:08.119576] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:08.390870] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:51:08.701698] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:51:09.021239] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:51:09.290387] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:09.525950] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:09.764494] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:09.979945] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:09.980107] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_range_position (score: 40.00%)
[2025-09-24T23:51:09.980156] [INFO ] [CONFIGURE ] AFGB: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:51:09.980195] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-09-24T23:51:10.308899] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:13.806484] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-24T23:51:14.081287] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:14.309054] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:51:14.551908] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:51:14.796279] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:51:15.016679] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:15.277101] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:15.532575] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:15.766720] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-22, Predicted=0.0, Actual=1
[2025-09-24T23:51:15.766928] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_realized_volatility (score: 40.00%)
[2025-09-24T23:51:15.767010] [INFO ] [CONFIGURE ] AFGB: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:51:15.767056] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-09-24T23:51:16.009422] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:16.208700] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:16.438259] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:16.676705] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:51:16.884083] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-24T23:51:17.325685] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:17.548167] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-24T23:51:17.893215] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:18.143310] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:51:18.371762] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:18.371992] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_recent_range_context (score: 40.00%)
[2025-09-24T23:51:18.372058] [INFO ] [CONFIGURE ] AFGB: Testing feature 24/29: add_rsi
[2025-09-24T23:51:18.372177] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-09-24T23:51:18.614088] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:18.842298] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:19.097713] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:19.349245] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:51:19.738420] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:51:21.351229] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:28.247773] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:28.474250] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:51:28.687498] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:28.904592] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:28.904746] [INFO ] [CONFIGURE ] AFGB: KEPT add_rsi (score: 90.00%)
[2025-09-24T23:51:28.904792] [INFO ] [CONFIGURE ] AFGB: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:51:28.904831] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_tick_distribution']
[2025-09-24T23:51:29.209631] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:29.440488] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:29.665775] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:29.880784] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:51:30.106554] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:51:30.325797] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:30.557843] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:30.788646] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:51:31.024800] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:31.243906] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:31.244074] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_tick_distribution (score: 90.00%)
[2025-09-24T23:51:31.244125] [INFO ] [CONFIGURE ] AFGB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:51:31.244170] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_volume_momentum_confirmation']
[2025-09-24T23:51:31.464354] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:31.708881] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:32.029336] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:32.276233] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:51:32.502309] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:51:32.726650] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:33.126400] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:33.419513] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:33.650771] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:33.895639] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:33.895790] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-09-24T23:51:33.895840] [INFO ] [CONFIGURE ] AFGB: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:51:33.895883] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_volume_price_divergence']
[2025-09-24T23:51:33.987875] [FATAL] [FORECASTER] Failed to test lookback=11: [23:51:33] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.086956] [FATAL] [FORECASTER] Failed to test lookback=10: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.180168] [FATAL] [FORECASTER] Failed to test lookback=9: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.271756] [FATAL] [FORECASTER] Failed to test lookback=8: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.371297] [FATAL] [FORECASTER] Failed to test lookback=7: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.472233] [FATAL] [FORECASTER] Failed to test lookback=6: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.566451] [FATAL] [FORECASTER] Failed to test lookback=5: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.660936] [FATAL] [FORECASTER] Failed to test lookback=4: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.756649] [FATAL] [FORECASTER] Failed to test lookback=3: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.853064] [FATAL] [FORECASTER] Failed to test lookback=2: [23:51:34] /workspace/src/data/../common/../data/gradient_index.h:94: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x22dcbc) [0x7f90aa82dcbc]
  [bt] (1) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x52de3e) [0x7f90aab2de3e]
  [bt] (2) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51b98d) [0x7f90aab1b98d]
  [bt] (3) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x51dbbc) [0x7f90aab1dbbc]
  [bt] (4) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(+0x4cd1ca) [0x7f90aaacd1ca]
  [bt] (5) /home/phanes/.local/lib/python3.12/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x18c) [0x7f90aa74556c]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f9144ab9056]
  [bt] (7) /lib64/libffi.so.8(+0x56a0) [0x7f9144ab56a0]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f9144ab84ee]


[2025-09-24T23:51:34.853242] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-09-24T23:51:34.853295] [INFO ] [CONFIGURE ] AFGB: Testing feature 28/29: add_volume_profile
[2025-09-24T23:51:34.853336] [INFO ] [CONFIGURE ] AFGB: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi', 'add_volume_profile']
[2025-09-24T23:51:35.091229] [DEBUG] [FORECASTER] AFGB: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:51:35.354404] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-24T23:51:35.628699] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:51:35.844110] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:51:38.256593] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-24T23:51:42.333223] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:49.661019] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-24T23:51:49.889058] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:51:50.110562] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-24T23:51:50.337073] [DEBUG] [FORECASTER] AFGB: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:50.337227] [INFO ] [CONFIGURE ] AFGB: DISCARDED add_volume_profile (score: 90.00%)
[2025-09-24T23:51:50.337277] [INFO ] [CONFIGURE ] AFGB: ===== FEATURE SELECTION COMPLETE =====
[2025-09-24T23:51:50.337322] [INFO ] [CONFIGURE ] AFGB: Best accuracy: 90.00%
[2025-09-24T23:51:50.337361] [INFO ] [CONFIGURE ] AFGB: Best feature set (6 features): ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-09-24T23:51:50.337395] [INFO ] [CONFIGURE ] AFGB: Improvement over baseline: 40.00%
[2025-09-24T23:51:50.337426] [INFO ] [CONFIGURE ] AFGB: Total time: 1.4 minutes
[2025-09-24T23:51:50.337458] [INFO ] [CONFIGURE ] AFGB: Average time per feature: 2.9 seconds
[2025-09-24T23:51:50.337490] [INFO ] [CONFIGURE ] AFGB: Average speed: 0.35 features/sec
[2025-09-24T23:51:50.337721] [INFO ] [LOCAL     ] Saved 6 optimal features for AFGB to ./output/feature-sets/AFGB.txt
[2025-09-24T23:51:50.337842] [INFO ] [LOCAL     ] Saved certainty 90.00% for AFGB to ./output/certainties/AFGB.txt
[2025-09-24T23:51:50.337906] [INFO ] [CONFIGURE ] AFGB: Optimal features and certainty (90.00%) saved successfully.
[2025-09-24T23:51:50.337945] [INFO ] [sig       ] [31/2075] Successfully configured AFGB | 0.01 sym/s | Total: 55.3m | ETA: 60.8h
[2025-09-24T23:51:50.337979] [INFO ] [sig       ] [32/2075] Configuring AFGD...
[2025-09-24T23:51:50.338025] [INFO ] [CONFIGURE ] AFGD: Configurate test run.
[2025-09-24T23:51:50.338059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'.
[2025-09-24T23:51:50.673110] [DEBUG] [REMOTE    ] Successfully parsed 1792 rows of historical data for symbol 'AFGD'.
[2025-09-24T23:51:50.674168] [INFO ] [CONFIGURE ] AFGD: Testing with 29 available features
[2025-09-24T23:51:50.674222] [INFO ] [CONFIGURE ] AFGD: Establishing baseline with no features...
[2025-09-24T23:51:50.944438] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:51:51.066610] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:51:51.188941] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:51:51.322610] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:51:51.446481] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:51:51.572375] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:51:51.709569] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:51:51.839888] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:51.960195] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:51:52.094397] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:52.094521] [INFO ] [CONFIGURE ] AFGD: Baseline score (no features): 30.00%
[2025-09-24T23:51:52.094566] [INFO ] [CONFIGURE ] AFGD: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:51:52.094602] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:51:52.873454] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:51:53.088303] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:51:53.313865] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:51:53.748521] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:51:55.113905] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:51:55.306046] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:55.502458] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:51:55.674869] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:51:55.898390] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:51:56.070460] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:51:56.070608] [INFO ] [CONFIGURE ] AFGD: KEPT add_bollinger_bands (score: 40.00%)
[2025-09-24T23:51:56.070652] [INFO ] [CONFIGURE ] AFGD: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:51:56.070687] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-24T23:51:56.274872] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:51:56.479930] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:51:56.666945] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:51:56.866896] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:51:57.065590] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:51:57.335394] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:51:57.568005] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:00.316526] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:00.568226] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:00.798860] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:00.799031] [INFO ] [CONFIGURE ] AFGD: KEPT add_cumulative_delta (score: 50.00%)
[2025-09-24T23:52:00.799078] [INFO ] [CONFIGURE ] AFGD: Testing feature 3/29: add_daily_returns
[2025-09-24T23:52:00.799115] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-09-24T23:52:01.008511] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:52:01.203523] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:01.407720] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:01.598114] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:01.886286] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:02.071517] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:52:02.342933] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:02.551284] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:02.753002] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:02.960817] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:02.960955] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_daily_returns (score: 50.00%)
[2025-09-24T23:52:02.961027] [INFO ] [CONFIGURE ] AFGD: Testing feature 4/29: add_ema
[2025-09-24T23:52:02.961077] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-09-24T23:52:03.210546] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:52:03.553833] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:03.925935] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:05.290447] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:05.528404] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:05.755728] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:52:06.031977] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:06.332041] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:06.619530] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:06.866458] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:06.866618] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_ema (score: 40.00%)
[2025-09-24T23:52:06.866665] [INFO ] [CONFIGURE ] AFGD: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:52:06.866715] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:52:07.186798] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:52:07.475924] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:08.319551] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:16.062730] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:16.269741] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:16.454480] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:52:16.663291] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:52:16.886852] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:17.090789] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:17.838621] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:17.838803] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-09-24T23:52:17.838857] [INFO ] [CONFIGURE ] AFGD: Testing feature 6/29: add_failed_moves
[2025-09-24T23:52:17.838900] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-09-24T23:52:18.041226] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:52:18.244582] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:18.454295] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:18.666757] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:18.867970] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:19.087569] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:52:19.322814] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:19.542865] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:19.766128] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:19.983302] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:19.983444] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_failed_moves (score: 50.00%)
[2025-09-24T23:52:19.983498] [INFO ] [CONFIGURE ] AFGD: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:52:19.983542] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-09-24T23:52:20.265261] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:52:20.442500] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:20.619431] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:20.820708] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:21.020681] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:21.276220] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:52:21.460329] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:21.648433] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:21.859393] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:22.113851] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:22.114031] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_lag_shelf (score: 40.00%)
[2025-09-24T23:52:22.114092] [INFO ] [CONFIGURE ] AFGD: Testing feature 8/29: add_macd
[2025-09-24T23:52:22.114141] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-09-24T23:52:22.451866] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:52:23.559619] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:32.450884] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:33.771035] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:34.160713] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:34.421925] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:52:34.795939] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:52:35.033980] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:35.332903] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:35.662801] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:35.662977] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_macd (score: 20.00%)
[2025-09-24T23:52:35.663038] [INFO ] [CONFIGURE ] AFGD: Testing feature 9/29: add_mfi
[2025-09-24T23:52:35.663086] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-09-24T23:52:36.379058] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:52:36.638109] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:36.873650] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:37.259983] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:37.464855] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:37.657192] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:52:37.840994] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:38.023139] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:38.211324] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:38.408606] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:38.408768] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_mfi (score: 50.00%)
[2025-09-24T23:52:38.408814] [INFO ] [CONFIGURE ] AFGD: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:52:38.408852] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:52:38.616112] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:52:45.770193] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:45.978480] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:46.341656] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:46.569212] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:46.785094] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:52:46.988850] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:47.225980] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:47.438567] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:47.638490] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:47.638632] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-09-24T23:52:47.638678] [INFO ] [CONFIGURE ] AFGD: Testing feature 11/29: add_obv_daily
[2025-09-24T23:52:47.638716] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-09-24T23:52:47.820461] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:52:47.996271] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:48.194102] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:48.368188] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:48.558452] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:48.744520] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:52:48.951157] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:49.207353] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:52:49.385247] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:49.567713] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:49.567862] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_obv_daily (score: 40.00%)
[2025-09-24T23:52:49.567909] [INFO ] [CONFIGURE ] AFGD: Testing feature 12/29: add_obv_interval
[2025-09-24T23:52:49.567947] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-09-24T23:52:49.751919] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:52:49.916336] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:50.090880] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:50.286420] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:50.481259] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:50.705193] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:52:51.212149] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:51.400640] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:51.594273] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:51.778231] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:51.778410] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_obv_interval (score: 40.00%)
[2025-09-24T23:52:51.778459] [INFO ] [CONFIGURE ] AFGD: Testing feature 13/29: add_opening_strength
[2025-09-24T23:52:51.778497] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:52:51.972549] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:52:52.172724] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:52:52.364579] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:52:52.549434] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:52:52.741374] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:52:52.933203] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:52:53.122137] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:52:53.310176] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:52:53.518462] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:52:53.717765] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:52:53.717955] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_opening_strength (score: 50.00%)
[2025-09-24T23:52:53.718019] [INFO ] [CONFIGURE ] AFGD: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:52:53.718061] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-09-24T23:53:00.437947] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:53:00.671918] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:53:00.872356] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:01.058667] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:01.261595] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:01.469403] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:53:01.685090] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:01.883903] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:53:02.074522] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:02.302272] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:02.302419] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-09-24T23:53:02.302467] [INFO ] [CONFIGURE ] AFGD: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:53:02.302505] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-09-24T23:53:02.478673] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:53:02.702536] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:02.893444] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:03.062899] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:03.229910] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:03.406656] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:53:03.579993] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:03.743212] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:53:03.935271] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:04.128945] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:04.129106] [INFO ] [CONFIGURE ] AFGD: KEPT add_pbf_morning_momentum (score: 60.00%)
[2025-09-24T23:53:04.129152] [INFO ] [CONFIGURE ] AFGD: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:53:04.129189] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_overnight_gap']
[2025-09-24T23:53:04.315822] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:53:04.531272] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:53:04.727760] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:04.924839] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:05.105597] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:05.317061] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:53:05.496204] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:05.687816] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:53:05.872936] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:06.061124] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:06.061273] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-09-24T23:53:06.061321] [INFO ] [CONFIGURE ] AFGD: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:53:06.061359] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_return_2d']
[2025-09-24T23:53:06.252962] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:53:06.455154] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:53:06.646485] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:06.828188] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:07.021752] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:07.317463] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:53:07.514204] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:07.715772] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:53:07.905437] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:08.093956] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:08.094106] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-09-24T23:53:08.094152] [INFO ] [CONFIGURE ] AFGD: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:53:08.094190] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_volatility_5d']
[2025-09-24T23:53:08.263917] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:53:08.430420] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:08.607679] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:11.113806] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:12.980280] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:22.683295] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:53:24.851898] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:25.087289] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:53:25.334634] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:25.528152] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:25.528294] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-09-24T23:53:25.528339] [INFO ] [CONFIGURE ] AFGD: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:53:25.528377] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_pbf_vs_sma_5']
[2025-09-24T23:53:25.859935] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:53:26.631352] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:26.826462] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:27.019366] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:27.267270] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:27.476637] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:53:27.667025] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:27.863821] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:53:28.073386] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:28.289180] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:28.289326] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-09-24T23:53:28.289372] [INFO ] [CONFIGURE ] AFGD: Testing feature 20/29: add_price_rejection
[2025-09-24T23:53:28.289409] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_price_rejection']
[2025-09-24T23:53:28.489179] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:53:28.688779] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:28.989491] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:29.211109] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:29.620591] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:32.187387] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:53:32.425348] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:53:32.645484] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:53:32.910674] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:40.947346] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:40.947506] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T23:53:40.947555] [INFO ] [CONFIGURE ] AFGD: Testing feature 21/29: add_range_position
[2025-09-24T23:53:40.947594] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_range_position']
[2025-09-24T23:53:41.181980] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:53:41.417531] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:41.664185] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:41.879637] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:42.114504] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:42.604524] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-16, Predicted=0.0, Actual=1
[2025-09-24T23:53:42.849526] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:53:43.059159] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-18, Predicted=1.0, Actual=1
[2025-09-24T23:53:43.300258] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:43.534006] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:43.534160] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_range_position (score: 50.00%)
[2025-09-24T23:53:43.534208] [INFO ] [CONFIGURE ] AFGD: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:53:43.534247] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_realized_volatility']
[2025-09-24T23:53:43.991398] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:53:44.236549] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:44.455579] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:44.673852] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-24T23:53:44.915678] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:45.125119] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-16, Predicted=1.0, Actual=1
[2025-09-24T23:53:45.328421] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:45.659126] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-18, Predicted=0.0, Actual=1
[2025-09-24T23:53:45.882795] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-19, Predicted=1.0, Actual=0
[2025-09-24T23:53:46.097428] [DEBUG] [FORECASTER] AFGD: Forecast CORRECT: Date=2025-09-22, Predicted=1.0, Actual=1
[2025-09-24T23:53:46.097585] [INFO ] [CONFIGURE ] AFGD: DISCARDED add_realized_volatility (score: 50.00%)
[2025-09-24T23:53:46.097633] [INFO ] [CONFIGURE ] AFGD: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:53:46.097671] [INFO ] [CONFIGURE ] AFGD: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_recent_range_context']
[2025-09-24T23:53:46.294827] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:53:46.995364] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:53:47.762539] [DEBUG] [FORECASTER] AFGD: Forecast INCORRECT: Date=2025-09-11, Predicted=1.0, Actual=0
[2025-09-24T23:53:56.176271] [INFO ] [CACHE     ] Starting cache update
[2025-09-24T23:53:56.176367] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-09-24T23:53:56.686137] [DEBUG] [REMOTE    ] Fetched 2075 unique symbols from directory listing.
[2025-09-24T23:53:56.689912] [DEBUG] [LOCAL     ] Cached 2075 symbols to ./output/cache/active_symbols_list.txt
[2025-09-24T23:53:56.689995] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-09-24T23:53:56.868939] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-09-24T23:53:56.870055] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates to ./output/cache/unscheduled_blackout_dates.txt
[2025-09-24T23:53:56.870110] [INFO ] [CACHE     ] Cache update completed successfully
[2025-09-24T23:53:56.870166] [INFO ] [sig       ] Configuring all active symbols
[2025-09-24T23:53:56.870604] [INFO ] [CACHE     ] Retrieved 2075 active symbols from cache
[2025-09-24T23:53:56.870749] [DEBUG] [LOCAL     ] No files to prune - all symbols are valid
[2025-09-24T23:53:56.870788] [INFO ] [sig       ] Found 2075 active symbols to configure
[2025-09-24T23:53:56.871193] [INFO ] [sig       ] [1/2075] Configuring A...
[2025-09-24T23:53:56.871240] [INFO ] [CONFIGURE ] A: Configurate test run.
[2025-09-24T23:53:56.871277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-09-24T23:53:57.240765] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'A'.
[2025-09-24T23:53:57.241720] [INFO ] [CONFIGURE ] A: Testing with 29 available features
[2025-09-24T23:53:57.241774] [INFO ] [CONFIGURE ] A: Establishing baseline with no features...
[2025-09-24T23:53:57.425245] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:53:57.579369] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:57.717662] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:53:57.873086] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:53:58.007557] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:58.189712] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:53:58.329110] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:53:58.475837] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:53:58.636088] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:53:58.769939] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:53:58.770090] [INFO ] [CONFIGURE ] A: Baseline score (no features): 50.00%
[2025-09-24T23:53:58.770141] [INFO ] [CONFIGURE ] A: Testing feature 1/29: add_bollinger_bands
[2025-09-24T23:53:58.770180] [INFO ] [CONFIGURE ] A: Testing with features: ['add_bollinger_bands']
[2025-09-24T23:53:58.917352] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:53:59.079780] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:53:59.255998] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:53:59.413334] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:53:59.564106] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:53:59.723863] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:53:59.880874] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:54:00.042997] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:00.260262] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:54:00.438536] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:00.438679] [INFO ] [CONFIGURE ] A: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-09-24T23:54:00.438727] [INFO ] [CONFIGURE ] JOB ETA: 27.9h | Avg: 1.7s/test | Remaining: 60203 tests
[2025-09-24T23:54:00.438768] [INFO ] [CONFIGURE ] A: Testing feature 2/29: add_cumulative_delta
[2025-09-24T23:54:00.438804] [INFO ] [CONFIGURE ] A: Testing with features: ['add_cumulative_delta']
[2025-09-24T23:54:00.652432] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:54:00.833972] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:00.998207] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:01.184004] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:01.350179] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:01.534657] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:01.719851] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:01.883564] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:54:02.044086] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:54:02.216965] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:02.217133] [INFO ] [CONFIGURE ] A: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-09-24T23:54:02.217193] [INFO ] [CONFIGURE ] JOB ETA: 28.8h | Avg: 1.7s/test | Remaining: 60202 tests
[2025-09-24T23:54:02.217235] [INFO ] [CONFIGURE ] A: Testing feature 3/29: add_daily_returns
[2025-09-24T23:54:02.217272] [INFO ] [CONFIGURE ] A: Testing with features: ['add_daily_returns']
[2025-09-24T23:54:02.360436] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:54:02.516222] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:02.661079] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:54:02.817329] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:02.972751] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:11.049497] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:54:11.193277] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-17, Predicted=1.0, Actual=1
[2025-09-24T23:54:11.332708] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:54:11.506355] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:54:11.644203] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:11.644357] [INFO ] [CONFIGURE ] A: DISCARDED add_daily_returns (score: 40.00%)
[2025-09-24T23:54:11.644405] [INFO ] [CONFIGURE ] JOB ETA: 71.8h | Avg: 4.3s/test | Remaining: 60201 tests
[2025-09-24T23:54:11.644444] [INFO ] [CONFIGURE ] A: Testing feature 4/29: add_ema
[2025-09-24T23:54:11.644481] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema']
[2025-09-24T23:54:11.832499] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:54:12.039757] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:12.238778] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:12.467907] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:54:12.635630] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:12.838071] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-24T23:54:13.012773] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:13.183008] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:13.350454] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:13.516586] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:13.516745] [INFO ] [CONFIGURE ] A: KEPT add_ema (score: 70.00%)
[2025-09-24T23:54:13.516794] [INFO ] [CONFIGURE ] JOB ETA: 61.6h | Avg: 3.7s/test | Remaining: 60200 tests
[2025-09-24T23:54:13.516835] [INFO ] [CONFIGURE ] A: Testing feature 5/29: add_exhaustion_signals
[2025-09-24T23:54:13.516872] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-09-24T23:54:13.702547] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:54:13.904010] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:14.187191] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:14.375124] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:14.572851] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:14.770960] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:14.960359] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:15.170430] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:15.356873] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:15.565385] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:15.565546] [INFO ] [CONFIGURE ] A: KEPT add_exhaustion_signals (score: 80.00%)
[2025-09-24T23:54:15.565596] [INFO ] [CONFIGURE ] JOB ETA: 56.2h | Avg: 3.4s/test | Remaining: 60199 tests
[2025-09-24T23:54:15.565636] [INFO ] [CONFIGURE ] A: Testing feature 6/29: add_failed_moves
[2025-09-24T23:54:15.565673] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-09-24T23:54:15.785388] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:54:15.993977] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:16.193464] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:16.402968] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:16.596244] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:16.785385] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:16.976614] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:17.218723] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:17.420072] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:17.636978] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:17.637171] [INFO ] [CONFIGURE ] A: DISCARDED add_failed_moves (score: 80.00%)
[2025-09-24T23:54:17.637236] [INFO ] [CONFIGURE ] JOB ETA: 52.6h | Avg: 3.1s/test | Remaining: 60198 tests
[2025-09-24T23:54:17.637287] [INFO ] [CONFIGURE ] A: Testing feature 7/29: add_lag_shelf
[2025-09-24T23:54:17.637334] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-09-24T23:54:17.842181] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:54:18.049435] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:26.229653] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:26.444367] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:26.646713] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:26.857973] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:27.130218] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:27.322192] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:54:27.783526] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:27.977373] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:27.977517] [INFO ] [CONFIGURE ] A: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-24T23:54:27.977565] [INFO ] [CONFIGURE ] JOB ETA: 69.8h | Avg: 4.2s/test | Remaining: 60197 tests
[2025-09-24T23:54:27.977604] [INFO ] [CONFIGURE ] A: Testing feature 8/29: add_macd
[2025-09-24T23:54:27.977642] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-09-24T23:54:28.193378] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:54:28.403805] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:28.612262] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:28.822143] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:29.040243] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:29.241881] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:29.480338] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:29.693480] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:29.919995] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:30.143025] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:30.143177] [INFO ] [CONFIGURE ] A: DISCARDED add_macd (score: 70.00%)
[2025-09-24T23:54:30.143227] [INFO ] [CONFIGURE ] JOB ETA: 65.6h | Avg: 3.9s/test | Remaining: 60196 tests
[2025-09-24T23:54:30.143267] [INFO ] [CONFIGURE ] A: Testing feature 9/29: add_mfi
[2025-09-24T23:54:30.143304] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-09-24T23:54:30.350111] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:54:30.580321] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:30.790229] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:31.050935] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:31.339145] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:31.552546] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:31.755169] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:31.961574] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:32.243948] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:32.486901] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:32.487072] [INFO ] [CONFIGURE ] A: DISCARDED add_mfi (score: 80.00%)
[2025-09-24T23:54:32.487126] [INFO ] [CONFIGURE ] JOB ETA: 62.6h | Avg: 3.7s/test | Remaining: 60195 tests
[2025-09-24T23:54:32.487170] [INFO ] [CONFIGURE ] A: Testing feature 10/29: add_momentum_acceleration
[2025-09-24T23:54:32.487207] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-24T23:54:32.718005] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:54:32.955323] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:41.385080] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:41.605495] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:41.822451] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:42.061293] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:42.286865] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:42.503538] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:42.722085] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:42.962303] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:42.962489] [INFO ] [CONFIGURE ] A: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-09-24T23:54:42.962552] [INFO ] [CONFIGURE ] JOB ETA: 73.9h | Avg: 4.4s/test | Remaining: 60194 tests
[2025-09-24T23:54:42.962605] [INFO ] [CONFIGURE ] A: Testing feature 11/29: add_obv_daily
[2025-09-24T23:54:42.962652] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-09-24T23:54:43.180728] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:54:43.386180] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:43.576619] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:54:43.788277] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:54:43.998922] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:44.225171] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:44.459975] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:44.678155] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:54:44.876709] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:54:45.099101] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:45.099281] [INFO ] [CONFIGURE ] A: DISCARDED add_obv_daily (score: 50.00%)
[2025-09-24T23:54:45.099333] [INFO ] [CONFIGURE ] JOB ETA: 70.4h | Avg: 4.2s/test | Remaining: 60193 tests
[2025-09-24T23:54:45.099374] [INFO ] [CONFIGURE ] A: Testing feature 12/29: add_obv_interval
[2025-09-24T23:54:45.099411] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-09-24T23:54:45.296734] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:54:45.505437] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:54:45.692530] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:54:46.202917] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-12, Predicted=1.0, Actual=1
[2025-09-24T23:54:47.518010] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:47.867902] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:51.956591] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:55.639253] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:54:55.841636] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:54:56.043669] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:56.043817] [INFO ] [CONFIGURE ] A: DISCARDED add_obv_interval (score: 50.00%)
[2025-09-24T23:54:56.043865] [INFO ] [CONFIGURE ] JOB ETA: 79.8h | Avg: 4.8s/test | Remaining: 60192 tests
[2025-09-24T23:54:56.043905] [INFO ] [CONFIGURE ] A: Testing feature 13/29: add_opening_strength
[2025-09-24T23:54:56.043942] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-09-24T23:54:56.245828] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:54:56.451816] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:56.670163] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:54:56.994022] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:57.259116] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:57.469491] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:57.674018] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:54:57.891573] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:54:58.120844] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:54:58.344305] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:54:58.344478] [INFO ] [CONFIGURE ] A: DISCARDED add_opening_strength (score: 70.00%)
[2025-09-24T23:54:58.344542] [INFO ] [CONFIGURE ] JOB ETA: 76.6h | Avg: 4.6s/test | Remaining: 60191 tests
[2025-09-24T23:54:58.344593] [INFO ] [CONFIGURE ] A: Testing feature 14/29: add_order_flow_imbalance
[2025-09-24T23:54:58.344639] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-09-24T23:54:58.564274] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:54:58.761556] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:54:58.965406] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:54:59.189351] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:54:59.389379] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:54:59.605289] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:54:59.817627] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:55:00.018659] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:55:00.223475] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:55:00.439623] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:55:00.439782] [INFO ] [CONFIGURE ] A: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-24T23:55:00.439830] [INFO ] [CONFIGURE ] JOB ETA: 73.6h | Avg: 4.4s/test | Remaining: 60190 tests
[2025-09-24T23:55:00.439869] [INFO ] [CONFIGURE ] A: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-24T23:55:00.439905] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-09-24T23:55:00.637619] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:55:00.839548] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:55:01.075586] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:55:01.616784] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:55:09.874055] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:55:11.163242] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:55:11.387011] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:55:11.591958] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:55:11.819570] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:55:12.000955] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:55:12.001112] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-09-24T23:55:12.001159] [INFO ] [CONFIGURE ] JOB ETA: 81.6h | Avg: 4.9s/test | Remaining: 60189 tests
[2025-09-24T23:55:12.001200] [INFO ] [CONFIGURE ] A: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-24T23:55:12.001236] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-09-24T23:55:12.247828] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:55:12.496274] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:55:12.732974] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:55:12.974135] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:55:13.195279] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:55:13.404329] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:55:13.609774] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:55:13.808521] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:55:14.003930] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:55:14.235235] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:55:14.235418] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-09-24T23:55:14.235478] [INFO ] [CONFIGURE ] JOB ETA: 78.9h | Avg: 4.7s/test | Remaining: 60188 tests
[2025-09-24T23:55:14.235525] [INFO ] [CONFIGURE ] A: Testing feature 17/29: add_pbf_return_2d
[2025-09-24T23:55:14.235568] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-09-24T23:55:14.455686] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:55:14.669129] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:55:14.879743] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:55:15.089881] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:55:15.300502] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:55:15.509084] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:55:15.734509] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:55:15.952869] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:55:16.168892] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:55:24.743794] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:55:24.743950] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-09-24T23:55:24.744006] [INFO ] [CONFIGURE ] JOB ETA: 84.5h | Avg: 5.1s/test | Remaining: 60187 tests
[2025-09-24T23:55:24.744045] [INFO ] [CONFIGURE ] A: Testing feature 18/29: add_pbf_volatility_5d
[2025-09-24T23:55:24.744079] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-09-24T23:55:24.929210] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:55:25.224444] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:55:25.423868] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:55:25.620856] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:55:25.871621] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:55:26.076240] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:55:26.265176] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:55:26.462662] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:55:26.665600] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:55:26.864915] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:55:26.865093] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-09-24T23:55:26.865143] [INFO ] [CONFIGURE ] JOB ETA: 81.8h | Avg: 4.9s/test | Remaining: 60186 tests
[2025-09-24T23:55:26.865183] [INFO ] [CONFIGURE ] A: Testing feature 19/29: add_pbf_vs_sma_5
[2025-09-24T23:55:26.865220] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-09-24T23:55:27.045475] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:55:27.271083] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:55:27.471631] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:55:27.675130] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:55:27.880501] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:55:28.074641] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:55:28.272429] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:55:28.491689] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:55:28.714207] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:55:28.914018] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:55:28.914165] [INFO ] [CONFIGURE ] A: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-09-24T23:55:28.914212] [INFO ] [CONFIGURE ] JOB ETA: 79.3h | Avg: 4.7s/test | Remaining: 60185 tests
[2025-09-24T23:55:28.914252] [INFO ] [CONFIGURE ] A: Testing feature 20/29: add_price_rejection
[2025-09-24T23:55:28.914289] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-09-24T23:55:29.134427] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:55:29.334320] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:55:29.555382] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:55:29.792307] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:55:29.997548] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:55:30.251919] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:55:30.463734] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:55:30.662806] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:55:30.878078] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:55:31.108625] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:55:31.108802] [INFO ] [CONFIGURE ] A: DISCARDED add_price_rejection (score: 60.00%)
[2025-09-24T23:55:31.108867] [INFO ] [CONFIGURE ] JOB ETA: 77.2h | Avg: 4.6s/test | Remaining: 60184 tests
[2025-09-24T23:55:31.108917] [INFO ] [CONFIGURE ] A: Testing feature 21/29: add_range_position
[2025-09-24T23:55:31.108963] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-09-24T23:55:34.779250] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:55:52.944206] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-10, Predicted=1.0, Actual=0
[2025-09-24T23:55:55.366557] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:55:56.299388] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:55:56.604086] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:55:58.089582] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:56:09.952350] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:56:12.396142] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:56:18.765931] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:56:19.386661] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:56:19.386822] [INFO ] [CONFIGURE ] A: DISCARDED add_range_position (score: 40.00%)
[2025-09-24T23:56:19.386874] [INFO ] [CONFIGURE ] JOB ETA: 111.9h | Avg: 6.7s/test | Remaining: 60183 tests
[2025-09-24T23:56:19.386915] [INFO ] [CONFIGURE ] A: Testing feature 22/29: add_realized_volatility
[2025-09-24T23:56:19.386953] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-09-24T23:56:20.307797] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:56:23.049876] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:56:25.417258] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:56:36.488085] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:56:39.573744] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:56:39.940547] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:56:51.630346] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:56:51.974694] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:56:52.321535] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:56:52.650580] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:56:52.650731] [INFO ] [CONFIGURE ] A: DISCARDED add_realized_volatility (score: 70.00%)
[2025-09-24T23:56:52.650795] [INFO ] [CONFIGURE ] JOB ETA: 132.1h | Avg: 7.9s/test | Remaining: 60182 tests
[2025-09-24T23:56:52.650854] [INFO ] [CONFIGURE ] A: Testing feature 23/29: add_recent_range_context
[2025-09-24T23:56:52.650925] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-09-24T23:57:04.716572] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:57:05.017249] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:57:05.323283] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:57:05.655857] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:57:05.921438] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:57:09.767065] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:57:20.268532] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:57:21.826142] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:57:34.820149] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:57:38.792138] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:57:38.792290] [INFO ] [CONFIGURE ] A: DISCARDED add_recent_range_context (score: 60.00%)
[2025-09-24T23:57:38.792343] [INFO ] [CONFIGURE ] JOB ETA: 159.9h | Avg: 9.6s/test | Remaining: 60181 tests
[2025-09-24T23:57:38.792389] [INFO ] [CONFIGURE ] A: Testing feature 24/29: add_rsi
[2025-09-24T23:57:38.792433] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-09-24T23:57:39.889218] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:57:49.508281] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:58:04.667959] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:58:04.935775] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:58:20.487751] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:58:36.999591] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:58:40.150105] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:58:52.115151] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:58:52.898764] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-24T23:58:53.461515] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:58:53.461682] [INFO ] [CONFIGURE ] A: DISCARDED add_rsi (score: 60.00%)
[2025-09-24T23:58:53.461736] [INFO ] [CONFIGURE ] JOB ETA: 205.3h | Avg: 12.3s/test | Remaining: 60180 tests
[2025-09-24T23:58:53.461782] [INFO ] [CONFIGURE ] A: Testing feature 25/29: add_tick_distribution
[2025-09-24T23:58:53.461826] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-09-24T23:58:53.719478] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:58:55.508280] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:59:05.747134] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:59:06.316755] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:59:08.601178] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:59:09.244699] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:59:09.958688] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:59:19.273300] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:59:29.585213] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:59:29.914808] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:59:29.914956] [INFO ] [CONFIGURE ] A: DISCARDED add_tick_distribution (score: 70.00%)
[2025-09-24T23:59:29.915052] [INFO ] [CONFIGURE ] JOB ETA: 221.4h | Avg: 13.2s/test | Remaining: 60179 tests
[2025-09-24T23:59:29.915108] [INFO ] [CONFIGURE ] A: Testing feature 26/29: add_volume_momentum_confirmation
[2025-09-24T23:59:29.915165] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-09-24T23:59:30.543927] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:59:33.955252] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:59:34.750788] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-24T23:59:35.110845] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:59:35.457833] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:59:35.698553] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:59:35.959645] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:59:36.203795] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-24T23:59:36.567825] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:59:41.144827] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:59:41.145005] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-09-24T23:59:41.145078] [INFO ] [CONFIGURE ] JOB ETA: 220.1h | Avg: 13.2s/test | Remaining: 60178 tests
[2025-09-24T23:59:41.145141] [INFO ] [CONFIGURE ] A: Testing feature 27/29: add_volume_price_divergence
[2025-09-24T23:59:41.145187] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-09-24T23:59:41.454939] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-24T23:59:41.984007] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-24T23:59:44.346307] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-24T23:59:44.606364] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-24T23:59:47.824330] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-24T23:59:48.493695] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-24T23:59:48.750738] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-24T23:59:51.159316] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-24T23:59:52.596580] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-19, Predicted=1.0, Actual=1
[2025-09-24T23:59:53.913806] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-24T23:59:53.913954] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-09-24T23:59:53.914016] [INFO ] [CONFIGURE ] JOB ETA: 219.9h | Avg: 13.2s/test | Remaining: 60177 tests
[2025-09-24T23:59:53.914069] [INFO ] [CONFIGURE ] A: Testing feature 28/29: add_volume_profile
[2025-09-24T23:59:53.914111] [INFO ] [CONFIGURE ] A: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-09-24T23:59:54.197891] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-24T23:59:56.765046] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-10, Predicted=0.0, Actual=0
[2025-09-25T00:00:01.153580] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:00:02.541594] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-12, Predicted=0.0, Actual=1
[2025-09-25T00:00:07.104034] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-15, Predicted=1.0, Actual=1
[2025-09-25T00:00:07.495356] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:00:07.721570] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-17, Predicted=0.0, Actual=1
[2025-09-25T00:00:07.927664] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:00:08.453286] [DEBUG] [FORECASTER] A: Forecast INCORRECT: Date=2025-09-19, Predicted=0.0, Actual=1
[2025-09-25T00:00:09.422162] [DEBUG] [FORECASTER] A: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:00:09.422309] [INFO ] [CONFIGURE ] A: DISCARDED add_volume_profile (score: 70.00%)
[2025-09-25T00:00:09.422361] [INFO ] [CONFIGURE ] JOB ETA: 221.3h | Avg: 13.2s/test | Remaining: 60176 tests
[2025-09-25T00:00:09.422406] [INFO ] [CONFIGURE ] A: ===== FEATURE SELECTION COMPLETE =====
[2025-09-25T00:00:09.422444] [INFO ] [CONFIGURE ] A: Best accuracy: 80.00%
[2025-09-25T00:00:09.422482] [INFO ] [CONFIGURE ] A: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-09-25T00:00:09.422519] [INFO ] [CONFIGURE ] A: Improvement over baseline: 30.00%
[2025-09-25T00:00:09.422555] [INFO ] [CONFIGURE ] A: Total time: 6.2 minutes
[2025-09-25T00:00:09.422590] [INFO ] [CONFIGURE ] A: Average time per feature: 13.2 seconds
[2025-09-25T00:00:09.422627] [INFO ] [CONFIGURE ] A: Average speed: 0.08 features/sec
[2025-09-25T00:00:09.422903] [INFO ] [LOCAL     ] Saved 3 optimal features for A to ./output/feature-sets/A.txt
[2025-09-25T00:00:09.423172] [INFO ] [LOCAL     ] Saved certainty 80.00% for A to ./output/certainties/A.txt
[2025-09-25T00:00:09.423229] [INFO ] [CONFIGURE ] A: Optimal features and certainty (80.00%) saved successfully.
[2025-09-25T00:00:09.423277] [INFO ] [sig       ] [1/2075] Successfully configured A | 0.00 sym/s | Total: 6.2m | ETA: 214.6h
[2025-09-25T00:00:09.423324] [INFO ] [sig       ] [2/2075] Configuring AA...
[2025-09-25T00:00:09.423385] [INFO ] [CONFIGURE ] AA: Configurate test run.
[2025-09-25T00:00:09.423445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-09-25T00:00:09.795314] [DEBUG] [REMOTE    ] Successfully parsed 1794 rows of historical data for symbol 'AA'.
[2025-09-25T00:00:09.796539] [INFO ] [CONFIGURE ] AA: Testing with 29 available features
[2025-09-25T00:00:09.796602] [INFO ] [CONFIGURE ] AA: Establishing baseline with no features...
[2025-09-25T00:00:11.834099] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:00:13.833770] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:00:14.056617] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-25T00:00:15.027251] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:00:18.175878] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:00:20.289816] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:00:21.388733] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:00:22.350139] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:00:22.475306] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:00:22.658697] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-22, Predicted=1.0, Actual=0
[2025-09-25T00:00:22.658833] [INFO ] [CONFIGURE ] AA: Baseline score (no features): 50.00%
[2025-09-25T00:00:22.658883] [INFO ] [CONFIGURE ] AA: Testing feature 1/29: add_bollinger_bands
[2025-09-25T00:00:22.658921] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands']
[2025-09-25T00:00:22.885736] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-25T00:00:26.297877] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-25T00:00:26.802898] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:00:27.798683] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:00:29.307266] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:00:31.564205] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:00:32.772846] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:00:35.847548] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:00:36.180332] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:00:37.892613] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:00:37.892771] [INFO ] [CONFIGURE ] AA: KEPT add_bollinger_bands (score: 70.00%)
[2025-09-25T00:00:37.892835] [INFO ] [CONFIGURE ] JOB ETA: 222.4h | Avg: 13.3s/test | Remaining: 60174 tests
[2025-09-25T00:00:37.892883] [INFO ] [CONFIGURE ] AA: Testing feature 2/29: add_cumulative_delta
[2025-09-25T00:00:37.892928] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-09-25T00:00:38.145828] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-25T00:00:42.405859] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:00:42.837067] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-11, Predicted=0.0, Actual=1
[2025-09-25T00:00:45.751970] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:00:47.419503] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-25T00:00:49.017028] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:00:49.289760] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:00:49.565052] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:00:49.788547] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:00:56.113325] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:00:56.113453] [INFO ] [CONFIGURE ] AA: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-09-25T00:00:56.113499] [INFO ] [CONFIGURE ] JOB ETA: 225.1h | Avg: 13.5s/test | Remaining: 60173 tests
[2025-09-25T00:00:56.113536] [INFO ] [CONFIGURE ] AA: Testing feature 3/29: add_daily_returns
[2025-09-25T00:00:56.113571] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-09-25T00:00:56.269396] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-25T00:00:57.959197] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-25T00:00:59.167380] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:01:02.754483] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:01:02.900212] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:01:03.124477] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:01:03.414513] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:01:06.106331] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:01:08.761652] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:01:08.981129] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:01:08.981277] [INFO ] [CONFIGURE ] AA: DISCARDED add_daily_returns (score: 70.00%)
[2025-09-25T00:01:08.981330] [INFO ] [CONFIGURE ] JOB ETA: 224.8h | Avg: 13.5s/test | Remaining: 60172 tests
[2025-09-25T00:01:08.981372] [INFO ] [CONFIGURE ] AA: Testing feature 4/29: add_ema
[2025-09-25T00:01:08.981410] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-09-25T00:01:09.357923] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-25T00:01:09.600920] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-25T00:01:10.558048] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:01:11.343934] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:01:12.004788] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:01:12.547095] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:01:12.745964] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:01:13.555913] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:01:14.585194] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:01:15.588958] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:01:15.589113] [INFO ] [CONFIGURE ] AA: DISCARDED add_ema (score: 70.00%)
[2025-09-25T00:01:15.589162] [INFO ] [CONFIGURE ] JOB ETA: 221.2h | Avg: 13.2s/test | Remaining: 60171 tests
[2025-09-25T00:01:15.589201] [INFO ] [CONFIGURE ] AA: Testing feature 5/29: add_exhaustion_signals
[2025-09-25T00:01:15.589237] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-09-25T00:01:15.767626] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:01:15.982515] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:01:16.240151] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:01:16.444107] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-25T00:01:16.664211] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-25T00:01:17.498834] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-16, Predicted=1.0, Actual=0
[2025-09-25T00:01:19.656884] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:01:22.656456] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-18, Predicted=1.0, Actual=0
[2025-09-25T00:01:22.873000] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:01:28.422233] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:01:28.422379] [INFO ] [CONFIGURE ] AA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-09-25T00:01:28.422431] [INFO ] [CONFIGURE ] JOB ETA: 221.0h | Avg: 13.2s/test | Remaining: 60170 tests
[2025-09-25T00:01:28.422473] [INFO ] [CONFIGURE ] AA: Testing feature 6/29: add_failed_moves
[2025-09-25T00:01:28.422511] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-09-25T00:01:28.655481] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-25T00:01:29.002468] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-25T00:01:29.236426] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:01:29.621127] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:01:32.877546] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:01:37.056606] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:01:37.237511] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:01:37.900920] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:01:39.369309] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:01:40.591918] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:01:40.592092] [INFO ] [CONFIGURE ] AA: DISCARDED add_failed_moves (score: 70.00%)
[2025-09-25T00:01:40.592172] [INFO ] [CONFIGURE ] JOB ETA: 220.5h | Avg: 13.2s/test | Remaining: 60169 tests
[2025-09-25T00:01:40.592222] [INFO ] [CONFIGURE ] AA: Testing feature 7/29: add_lag_shelf
[2025-09-25T00:01:40.592264] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-09-25T00:01:41.042587] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-25T00:01:43.040709] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-10, Predicted=0.0, Actual=1
[2025-09-25T00:01:43.202295] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:01:43.416278] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:01:43.628036] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:01:43.906534] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:01:44.126253] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:01:47.701421] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:01:49.213797] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:01:49.370645] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:01:49.370799] [INFO ] [CONFIGURE ] AA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-09-25T00:01:49.370864] [INFO ] [CONFIGURE ] JOB ETA: 218.4h | Avg: 13.1s/test | Remaining: 60168 tests
[2025-09-25T00:01:49.370921] [INFO ] [CONFIGURE ] AA: Testing feature 8/29: add_macd
[2025-09-25T00:01:49.370977] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-09-25T00:01:51.307809] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:01:53.522892] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:01:55.512802] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:02:02.538851] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:02:03.329158] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:02:05.247057] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:02:06.447571] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:02:08.171917] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:02:09.845374] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:02:10.099865] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:02:10.100047] [INFO ] [CONFIGURE ] AA: KEPT add_macd (score: 80.00%)
[2025-09-25T00:02:10.100106] [INFO ] [CONFIGURE ] JOB ETA: 222.0h | Avg: 13.3s/test | Remaining: 60167 tests
[2025-09-25T00:02:10.100152] [INFO ] [CONFIGURE ] AA: Testing feature 9/29: add_mfi
[2025-09-25T00:02:10.100194] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-09-25T00:02:12.300449] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:02:13.373438] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:02:14.438589] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:02:14.790998] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:02:17.863380] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:02:21.294995] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:02:23.726707] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:02:24.922295] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:02:25.205755] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:02:36.129009] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:02:36.129164] [INFO ] [CONFIGURE ] AA: DISCARDED add_mfi (score: 80.00%)
[2025-09-25T00:02:36.129214] [INFO ] [CONFIGURE ] JOB ETA: 227.7h | Avg: 13.6s/test | Remaining: 60166 tests
[2025-09-25T00:02:36.129256] [INFO ] [CONFIGURE ] AA: Testing feature 10/29: add_momentum_acceleration
[2025-09-25T00:02:36.129296] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-09-25T00:02:38.660209] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:02:38.930209] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:02:39.845932] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:02:42.506771] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:02:43.562255] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:02:44.416543] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:02:45.769647] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:02:46.039406] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:02:46.342898] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:02:46.920438] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:02:46.920617] [INFO ] [CONFIGURE ] AA: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-09-25T00:02:46.920686] [INFO ] [CONFIGURE ] JOB ETA: 226.5h | Avg: 13.6s/test | Remaining: 60165 tests
[2025-09-25T00:02:46.920739] [INFO ] [CONFIGURE ] AA: Testing feature 11/29: add_obv_daily
[2025-09-25T00:02:46.920786] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-09-25T00:02:47.680249] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:02:48.500399] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:03:00.303068] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:03:02.524031] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:03:19.035947] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:03:24.482460] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:03:27.602184] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-17, Predicted=1.0, Actual=0
[2025-09-25T00:03:30.347203] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:03:31.330242] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:03:34.572304] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:03:34.572484] [INFO ] [CONFIGURE ] AA: DISCARDED add_obv_daily (score: 70.00%)
[2025-09-25T00:03:34.572551] [INFO ] [CONFIGURE ] JOB ETA: 241.1h | Avg: 14.4s/test | Remaining: 60164 tests
[2025-09-25T00:03:34.572611] [INFO ] [CONFIGURE ] AA: Testing feature 12/29: add_obv_interval
[2025-09-25T00:03:34.572661] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-09-25T00:03:34.823902] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-09, Predicted=1.0, Actual=1
[2025-09-25T00:03:36.420618] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:03:36.886144] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:03:40.652536] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:03:44.437439] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:03:45.818192] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:03:47.265098] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:03:50.965947] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:03:53.900390] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:03:58.352922] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:03:58.353104] [INFO ] [CONFIGURE ] AA: KEPT add_obv_interval (score: 90.00%)
[2025-09-25T00:03:58.353166] [INFO ] [CONFIGURE ] JOB ETA: 245.0h | Avg: 14.7s/test | Remaining: 60163 tests
[2025-09-25T00:03:58.353219] [INFO ] [CONFIGURE ] AA: Testing feature 13/29: add_opening_strength
[2025-09-25T00:03:58.353271] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-09-25T00:04:02.645539] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:04:03.567664] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:04:07.758338] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:04:08.051959] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-12, Predicted=0.0, Actual=0
[2025-09-25T00:04:08.339596] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:04:11.572809] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:04:14.389013] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:04:15.649589] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:04:17.985192] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:04:19.206347] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:04:19.206550] [INFO ] [CONFIGURE ] AA: DISCARDED add_opening_strength (score: 90.00%)
[2025-09-25T00:04:19.206687] [INFO ] [CONFIGURE ] JOB ETA: 247.5h | Avg: 14.8s/test | Remaining: 60162 tests
[2025-09-25T00:04:19.206746] [INFO ] [CONFIGURE ] AA: Testing feature 14/29: add_order_flow_imbalance
[2025-09-25T00:04:19.206785] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-09-25T00:04:21.799707] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:04:29.823618] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:04:33.970671] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:04:36.048318] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:04:41.501584] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-15, Predicted=1.0, Actual=0
[2025-09-25T00:04:43.337242] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:04:58.250789] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:05:00.412743] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:05:01.391316] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:05:02.548137] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:05:02.548288] [INFO ] [CONFIGURE ] AA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-09-25T00:05:02.548338] [INFO ] [CONFIGURE ] JOB ETA: 258.8h | Avg: 15.5s/test | Remaining: 60161 tests
[2025-09-25T00:05:02.548379] [INFO ] [CONFIGURE ] AA: Testing feature 15/29: add_pbf_morning_momentum
[2025-09-25T00:05:02.548418] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-09-25T00:05:04.532042] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:05:06.002456] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:05:13.406837] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:05:22.625235] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:05:22.900098] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:05:23.172362] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:05:24.420398] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:05:25.280162] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:05:31.888436] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:05:40.308917] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:05:40.309091] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-09-25T00:05:40.309160] [INFO ] [CONFIGURE ] JOB ETA: 267.5h | Avg: 16.0s/test | Remaining: 60160 tests
[2025-09-25T00:05:40.309208] [INFO ] [CONFIGURE ] AA: Testing feature 16/29: add_pbf_overnight_gap
[2025-09-25T00:05:40.309249] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-09-25T00:05:42.982423] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:05:46.172154] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:05:47.366521] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:05:51.563890] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:05:54.798995] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:05:55.077013] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:05:56.208370] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0
[2025-09-25T00:05:58.686434] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-18, Predicted=0.0, Actual=0
[2025-09-25T00:06:16.651903] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-19, Predicted=0.0, Actual=0
[2025-09-25T00:06:17.366250] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-22, Predicted=0.0, Actual=0
[2025-09-25T00:06:17.366406] [INFO ] [CONFIGURE ] AA: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-09-25T00:06:17.366460] [INFO ] [CONFIGURE ] JOB ETA: 275.5h | Avg: 16.5s/test | Remaining: 60159 tests
[2025-09-25T00:06:17.366507] [INFO ] [CONFIGURE ] AA: Testing feature 17/29: add_pbf_return_2d
[2025-09-25T00:06:17.366552] [INFO ] [CONFIGURE ] AA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval', 'add_pbf_return_2d']
[2025-09-25T00:06:24.454479] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-09, Predicted=0.0, Actual=1
[2025-09-25T00:06:24.749862] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-10, Predicted=1.0, Actual=1
[2025-09-25T00:06:25.339652] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-11, Predicted=1.0, Actual=1
[2025-09-25T00:06:25.642442] [DEBUG] [FORECASTER] AA: Forecast INCORRECT: Date=2025-09-12, Predicted=1.0, Actual=0
[2025-09-25T00:06:26.090369] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-15, Predicted=0.0, Actual=0
[2025-09-25T00:06:39.510676] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-16, Predicted=0.0, Actual=0
[2025-09-25T00:06:43.714543] [DEBUG] [FORECASTER] AA: Forecast CORRECT: Date=2025-09-17, Predicted=0.0, Actual=0