3ae8c7d9c9
- Fix UnboundLocalError on global _consecutive_failures/_service_healthy - Add SQL identifier validation for DB names at startup - Replace Z-score drift detection with KS test (scipy.stats.ks_2samp) - Replace DBSCAN with HDBSCAN (adaptive clustering, no epsilon needed) - Fix NaN→0 blanket imputation with per-feature median/sentinel strategy - Add 80/20 temporal train/validation split with offline metrics logging - Integrate thesis §5 features from view_thesis_features_1h: path_transition_entropy, cadence_cv, burst/pause ratios, host_diversity, host_sweep_speed, host_coverage_uniformity, ja4_drift_ratio (Complet model only) - Add SOC feedback loop: read classifications from audit_logs, reclassify FP IPs as human, exclude TP IPs from baseline - Update dependencies: clickhouse-connect 0.8.12, scikit-learn 1.6.1, pandas 2.2.3, shap 0.47.2, add scipy>=1.14, hdbscan>=0.8.38 Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
9 lines
157 B
Plaintext
9 lines
157 B
Plaintext
clickhouse-connect==0.8.12
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pandas==2.2.3
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scikit-learn==1.6.1
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shap==0.47.2
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scipy>=1.14
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hdbscan>=0.8.38
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pyyaml>=6.0
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ja4-common @ file:///app/shared/ja4_common
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