feat: nouvelles techniques de détection et page tactiques SOC
SQL: - Ajout 5 colonnes d'agrégation (count_xff, count_unusual_ct, count_non_std_port, count_login_post, sec_ch_mobile_mismatch) - Exposition de 5 features calculées dans view_ai_features_1h - Migration ALTER TABLE pour déploiements existants Bot-detector: - 7 nouvelles features ML (has_xff, unusual_content_type_ratio, non_standard_port_ratio, login_post_concentration, sec_ch_mobile_mismatch, true_window_size, window_mss_ratio) - Propagation campaign_id vers ml_all_scores (était toujours -1) - Escalade campagne : HIGH→CRITICAL si cluster ≥5 membres Dashboard: - Page Tactiques SOC : brute-force, rotation JA4, récurrence, alertes temps réel — 4 KPIs + 4 panneaux + infobulles doc - Ajout fmtDate() helper global - Navigation sidebar mise à jour Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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@ -41,6 +41,12 @@ FEATURES = [
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'cadence_cv', 'burst_ratio', 'pause_ratio',
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'lag1_autocorrelation', 'benford_deviation',
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'host_diversity', 'host_sweep_speed', 'host_coverage_uniformity',
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# P0+P1 : features sous-exploitées (SQL existant ou ajouté)
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'is_fake_navigation',
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'true_window_size', 'window_mss_ratio',
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# P1 : nouvelles features de détection
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'has_xff', 'unusual_content_type_ratio', 'non_standard_port_ratio',
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'login_post_concentration', 'sec_ch_mobile_mismatch',
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]
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# Features supplémentaires pour le modèle Complet (données TCP/TLS requises)
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@ -100,6 +106,7 @@ def preprocess_df(df: pd.DataFrame) -> pd.DataFrame:
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'has_accept_language', 'has_cookie', 'has_referer', 'ua_ch_mismatch',
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'is_ua_rotating', 'is_alpn_missing', 'sni_host_mismatch', 'alpn_http_mismatch',
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'mss_mobile_mismatch', 'anubis_is_flagged', 'is_rare_ja4',
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'is_fake_navigation', 'has_xff', 'sec_ch_mobile_mismatch',
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}
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for col in df.columns:
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if col in binary_features:
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