"""Features module - ISO 5055 compliant modular structure. Ce module regroupe les fonctions d'extraction de features pour ALICE Engine. Chaque sous-module a une responsabilite unique (SRP - ISO 25010). Modules: - reliability: Features de fiabilite club/joueur - performance: Features de performance (forme, couleur, position) - standings: Classement equipe et zones d'enjeu - advanced: Features avancees (H2H, fatigue, Elo trajectory) - ffe_features: Features reglementaires FFE - pipeline: Orchestration extraction/merge """ from scripts.features.advanced import ( calculate_elo_trajectory, calculate_head_to_head, calculate_pressure_performance, ) from scripts.features.ffe_features import ( build_historique_brulage, build_historique_noyau, extract_ffe_regulatory_features, ) from scripts.features.performance import ( calculate_board_position, calculate_color_performance, calculate_recent_form, ) from scripts.features.pipeline import ( extract_all_features, merge_all_features, ) from scripts.features.reliability import ( extract_club_reliability, extract_player_monthly_pattern, extract_player_reliability, ) from scripts.features.standings import ( calculate_standings, extract_team_enjeu_features, ) __all__ = [ # Reliability "extract_club_reliability", "extract_player_reliability", "extract_player_monthly_pattern", # Performance "calculate_recent_form", "calculate_board_position", "calculate_color_performance", # Standings "calculate_standings", "extract_team_enjeu_features", # Advanced "calculate_head_to_head", "calculate_pressure_performance", "calculate_elo_trajectory", # FFE Features "build_historique_brulage", "build_historique_noyau", "extract_ffe_regulatory_features", # Pipeline "extract_all_features", "merge_all_features", ]