| { | |
| "best_model": "LogReg_balanced", | |
| "best_threshold": 0.6751170394620349, | |
| "best_params": { | |
| "clf__C": 0.1, | |
| "clf__penalty": "l2", | |
| "clf__solver": "lbfgs" | |
| }, | |
| "metrics": { | |
| "f1": 0.5816733067729084, | |
| "recall": 0.6160337552742616, | |
| "precision": 0.5509433962264151, | |
| "roc_auc": 0.8373525516646647 | |
| }, | |
| "all_results": [ | |
| { | |
| "model": "LogReg_balanced", | |
| "metrics": { | |
| "f1": 0.5816733067729084, | |
| "recall": 0.6160337552742616, | |
| "precision": 0.5509433962264151, | |
| "roc_auc": 0.8373525516646647 | |
| }, | |
| "best_threshold": 0.6751170394620349, | |
| "best_params": { | |
| "clf__C": 0.1, | |
| "clf__penalty": "l2", | |
| "clf__solver": "lbfgs" | |
| } | |
| }, | |
| { | |
| "model": "RF_balanced", | |
| "metrics": { | |
| "f1": 0.5408805031446541, | |
| "recall": 0.5443037974683544, | |
| "precision": 0.5375, | |
| "roc_auc": 0.8203517201022514 | |
| }, | |
| "best_threshold": 0.41743914978839974, | |
| "best_params": { | |
| "clf__max_depth": 8, | |
| "clf__min_samples_leaf": 8, | |
| "clf__min_samples_split": 5, | |
| "clf__n_estimators": 300 | |
| } | |
| } | |
| ], | |
| "baseline": { | |
| "strategy": "most_frequent", | |
| "majority_class": 0, | |
| "f1": 0.0, | |
| "recall": 0.0, | |
| "precision": 0.0, | |
| "roc_auc": 0.5 | |
| }, | |
| "features": { | |
| "numerical": [ | |
| "age", | |
| "revenu_mensuel", | |
| "annees_dans_l_entreprise", | |
| "annees_dans_le_poste_actuel", | |
| "annees_depuis_la_derniere_promotion", | |
| "distance_domicile_travail", | |
| "nombre_participation_pee", | |
| "note_evaluation_actuelle", | |
| "note_evaluation_precedente", | |
| "annees_depuis_le_changement_deposte", | |
| "annee_experience_totale", | |
| "augementation_salaire_precedente", | |
| "nombre_experiences_precedentes", | |
| "nb_formations_suivies", | |
| "nombre_employee_sous_responsabilite", | |
| "satisfaction_employee_environnement", | |
| "satisfaction_employee_nature_travail", | |
| "satisfaction_employee_equipe", | |
| "satisfaction_employee_equilibre_pro_perso", | |
| "augmentation_par_revenu", | |
| "annee_sur_poste_par_experience", | |
| "nb_formation_par_experience", | |
| "score_moyen_satisfaction", | |
| "dern_promo_par_experience", | |
| "evolution_note" | |
| ], | |
| "categorical": [ | |
| "genre", | |
| "statut_marital", | |
| "departement", | |
| "poste", | |
| "niveau_hierarchique_poste", | |
| "niveau_education", | |
| "domaine_etude", | |
| "frequence_deplacement", | |
| "heure_supplementaires" | |
| ] | |
| }, | |
| "target": "a_quitte_l_entreprise" | |
| } |