File size: 1,060 Bytes
face6d8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 | {
"estimator": "XGBClassifier(tree_method=hist, CPU) + CalibratedClassifierCV(sigmoid, cv=4)",
"feature_columns": [
"tenure_months",
"role_seniority",
"missed_total",
"mean_on_time_rate",
"std_on_time_rate",
"recency_weighted_miss_rate",
"on_time_streak_months",
"borrow_to_repay_ratio",
"penalty_intensity",
"contrib_vs_group_ratio",
"contrib_flow_volatility",
"urban_flag",
"group_size",
"group_age_years"
],
"score_mapping": "reliability = round(100 * (1 - p_default)), clipped to [0,100]",
"tiers": {
"0-40": "high_risk",
"41-70": "watch",
"71-100": "low_risk"
},
"metrics": {
"roc_auc_holdout": 0.7599591419816139,
"brier_holdout": 0.09617870308206056,
"holdout_positive_rate": 0.11,
"mean_score_holdout": 88.56
},
"score_blending": {
"member_weight": 0.72,
"group_weight": 0.28
},
"stretch_artifacts": {
"month_imputes": "month_imputes.json",
"group_reliability": "group_reliability.json"
}
} |