{ "weights": { "xgboost": 0.4, "lightgbm": 0.35, "catboost": 0.25 }, "optimal_threshold": 0.16446829069780428, "feature_columns": [ "dater_age", "dated_age", "age_difference", "same_race_importance_for_dater", "same_religion_importance_for_dater", "attractiveness_importance_for_dated", "sincerity_importance_for_dated", "intelligence_importance_for_dated", "humor_importance_for_dated", "ambition_importance_for_dated", "shared_interests_importance_for_dated", "attractiveness_score_of_dater_from_dated", "sincerity_score_of_dater_from_dated", "intelligence_score_of_dater_from_dated", "humor_score_of_dater_from_dated", "ambition_score_of_dater_from_dated", "shared_interests_score_of_dater_from_dated", "attractiveness_importance_for_dater", "sincerity_importance_for_dater", "intelligence_importance_for_dater", "humor_importance_for_dater", "ambition_importance_for_dater", "shared_interests_importance_for_dater", "self_reported_attractiveness_of_dater", "self_reported_sincerity_of_dater", "self_reported_intelligence_of_dater", "self_reported_humor_of_dater", "self_reported_ambition_of_dater", "reported_attractiveness_of_dated_from_dater", "reported_sincerity_of_dated_from_dater", "reported_intelligence_of_dated_from_dater", "reported_humor_of_dated_from_dater", "reported_ambition_of_dated_from_dater", "reported_shared_interests_of_dated_from_dater", "dater_interest_in_sports", "dater_interest_in_tvsports", "dater_interest_in_exercise", "dater_interest_in_dining", "dater_interest_in_museums", "dater_interest_in_art", "dater_interest_in_hiking", "dater_interest_in_gaming", "dater_interest_in_clubbing", "dater_interest_in_reading", "dater_interest_in_tv", "dater_interest_in_theater", "dater_interest_in_movies", "dater_interest_in_concerts", "dater_interest_in_music", "dater_interest_in_shopping", "dater_interest_in_yoga", "interests_correlation", "expected_satisfaction_of_dater", "expected_number_of_likes_of_dater_from_20_people", "expected_number_of_dates_for_dater", "dater_liked_dated", "probability_dated_wants_to_date", "attractiveness_perception_gap", "attractiveness_mutual_score", "attractiveness_perception_product", "sincerity_perception_gap", "sincerity_mutual_score", "sincerity_perception_product", "intelligence_perception_gap", "intelligence_mutual_score", "intelligence_perception_product", "humor_perception_gap", "humor_mutual_score", "humor_perception_product", "ambition_perception_gap", "ambition_mutual_score", "ambition_perception_product", "attractiveness_value_fulfillment_dater", "sincerity_value_fulfillment_dater", "intelligence_value_fulfillment_dater", "humor_value_fulfillment_dater", "ambition_value_fulfillment_dater", "attractiveness_self_awareness_gap", "sincerity_self_awareness_gap", "intelligence_self_awareness_gap", "humor_self_awareness_gap", "ambition_self_awareness_gap", "total_perception_gap", "total_mutual_score", "total_value_fulfillment", "total_self_awareness_gap", "expectation_meets_reality", "confidence_calibration", "age_gap_abs", "age_gap_squared", "dater_is_older", "combined_age", "interest_diversity", "interest_intensity", "max_interest", "min_interest", "interest_range", "importance_concentration_dater", "max_importance_dater", "importance_concentration_dated", "importance_alignment_0", "importance_alignment_1", "importance_alignment_2", "importance_alignment_3", "importance_alignment_4", "importance_alignment_5", "total_importance_alignment", "dater_race_encoded", "dated_race_encoded", "race_match", "is_dater_male_int", "are_same_race_int", "already_met_int" ], "model_files": { "xgboost": "xgboost_model.joblib", "lightgbm": "lightgbm_model.joblib", "catboost": "catboost_model.cbm" }, "metrics": { "auc_roc": 0.8911758101938478, "auc_pr": 0.6984966289637278, "f1": 0.6350710900473934, "accuracy": 0.8530534351145038 } }