refactor: suppression dépendance User-Agent de la détection navigateur
Changements SQL : - modern_browser_score : sec-ch-ua→100, Sec-Fetch→70 (plus de UA fallback) - Ajout has_sec_ch_ua (UInt8) dans agg_header_fingerprint_1h et ml_all_scores - mss_mobile_mismatch utilise has_sec_ch_ua au lieu de modern_browser_score - header_order_confidence : PARTITION BY ja4 au lieu de first_ua - sec_ch_mobile_mismatch : comparaison Client Hints interne (sans UA) - Migration 03_remove_ua_browser_detection.sql Changements Python : - browser.py Axe 3 : Client Hints + Sec-Fetch + is_fake_navigation (PAS de UA) - Pondération axes : ja4_known 0.30, tls_coherence 0.20 (signaux TLS renforcés) - preprocessing.py : has_sec_ch_ua ajouté aux features et binary_features Fichiers modifiés : 8 SQL/Python + 1 migration, 36/36 tests passent. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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@ -33,7 +33,8 @@ CREATE TABLE IF NOT EXISTS ja4_processing.ml_detected_anomalies
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tcp_jitter_variance Float32, tcp_shared_count UInt32, true_window_size UInt64,
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window_mss_ratio Float32, alpn_http_mismatch UInt8, is_alpn_missing UInt8,
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sni_host_mismatch UInt8, header_count UInt16, has_accept_language UInt8,
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has_cookie UInt8, has_referer UInt8, modern_browser_score UInt8, is_headless UInt8,
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has_cookie UInt8, has_referer UInt8, modern_browser_score UInt8, has_sec_ch_ua UInt8,
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is_headless UInt8,
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ua_ch_mismatch UInt8, header_order_shared_count UInt32, ip_id_zero_ratio Float32,
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request_size_variance Float32, multiplexing_efficiency Float32,
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mss_mobile_mismatch UInt8, correlated UInt8, reason String,
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