Data Quality

timestamp2026-06-21T20:42:17.292720+05:30

composite_score91.0

min_score90

passTrue

components{'freshness': {'score': 80, 'weight': 0.3, 'weighted': 24.0, 'detail': 'Latest: 2026-06-19, Age: 63.2h'}, 'completeness': {'score': 100, 'weight': 0.25, 'weighted': 25.0, 'detail': 'Symbols: 353/350 (100.0%)'}, 'integrity': {'score': 100, 'weight': 0.2, 'weighted': 20.0, 'detail': 'No integrity issues'}, 'feature_quality': {'score': 100, 'weight': 0.15, 'weighted': 15.0, 'detail': 'Feature quality: PASS'}, 'regime_quality': {'score': 70, 'weight': 0.1, 'weighted': 7.0, 'detail': 'Regime date: 2026-06-19, Age: 63.2h'}}

Triple Validation

timestamp2026-06-21T21:55:36.991719+05:30

checks{'candle_store': {'status': 'OK', 'latest_date': '2026-06-19', 'symbols_checked': 50, 'errors': []}, 'feature_store': {'status': 'OK', 'latest_date': '2026-06-19', 'rows': 1700228, 'errors': []}, 'regime_store': {'status': 'OK', 'latest_date': '2026-06-19', 'rows': 6082, 'errors': []}}

cross_validation{'all_dates_match': True, 'dates': ['2026-06-19', '2026-06-19', '2026-06-19'], 'latest_date': '2026-06-19'}

freshness{'age_hours': 69.9, 'fresh': True}

overallPASS

Data Governance V2

all_dates_matchTrue

all_tables_presentTrue

all_counts_validTrue

all_hashes_validTrue

Shadow Validation

timestamp2026-06-21T22:21:23.574629+05:30

modeinternal_feature_fallback

secondary_source/opt/trading-system/data/features/daily_features.parquet

threshold_pct0.5

checks{'trading_date': {'primary_latest': '2026-06-19', 'secondary_latest': '2026-06-19', 'pass': True}, 'close': {'difference_pct': 0.0, 'pass': True}, 'volume': {'pass': True}, 'ohlc': {'pass': True}}

data_statePASS