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"version": "1.0.0",
"training_date": "2026-05-28T08:07:52.846392Z",
"models": {
"transaction_fraud": {
"version": "1.0.0",
"artifact": "model_artifacts\\transaction_fraud_xgb.json",
"feature_columns": [
"amount",
"hour_of_day",
"transaction_velocity_1h",
"amount_vs_avg_ratio",
"distance_from_home_km",
"failed_attempts_before",
"account_age_days",
"is_international",
"is_new_device",
"merchant_category__electronics",
"merchant_category__grocery",
"merchant_category__wire_transfer",
"merchant_category__restaurant",
"merchant_category__travel"
],
"baseline": {
"amount": {
"mean": 887.6040559999999,
"std": 3199.307282094467,
"p01": 17.9295,
"p99": 19505.9689
},
"hour_of_day": {
"mean": 11.7762,
"std": 5.992588218791609,
"p01": 0.0,
"p99": 23.0
},
"transaction_velocity_1h": {
"mean": 1.9173,
"std": 2.174134473761915,
"p01": 0.0,
"p99": 11.0
},
"amount_vs_avg_ratio": {
"mean": 1.4274057999999998,
"std": 1.089490005060331,
"p01": 0.2,
"p99": 5.98402
},
"distance_from_home_km": {
"mean": 120.095219,
"std": 208.30693849963816,
"p01": 8.2498,
"p99": 1087.4066000000007
},
"failed_attempts_before": {
"mean": 0.2171,
"std": 0.616739483088281,
"p01": 0.0,
"p99": 3.0
},
"account_age_days": {
"mean": 1704.8177,
"std": 1111.450768170462,
"p01": 5.0,
"p99": 3609.0
}
},
"metrics": {
"recall": 1.0,
"precision": 1.0,
"auc_pr": 1.0,
"avg_inference_ms": 9.958
},
"trained_at": "2026-05-28T08:07:55.604751Z"
},
"credit_risk": {
"version": "1.0.0",
"artifact": "model_artifacts\\credit_risk_lgbm.txt",
"feature_columns": [
"credit_score",
"debt_to_income_ratio",
"employment_months",
"num_open_accounts",
"payment_history_missed",
"loan_amount",
"revolving_utilization",
"recent_hard_inquiries",
"collateral_value",
"loan_purpose__mortgage",
"loan_purpose__personal",
"loan_purpose__auto",
"loan_purpose__consolidation",
"loan_purpose__business"
],
"metrics": {
"auc_roc": 1.0,
"recall": 1.0,
"precision": 1.0
}
},
"kyc_identity": {
"version": "1.0.0",
"artifact": "model_artifacts\\kyc_isolation_forest.pkl",
"feature_columns": [
"id_document_age_days",
"address_match_score",
"name_vs_id_match_score",
"selfie_liveness_score",
"num_accounts_same_address",
"phone_age_days",
"email_domain_risk",
"ip_country_vs_id_country_match",
"velocity_applications_7d"
],
"metrics": {
"anomaly_recall": 1.0,
"false_positive_rate": 0.0011
}
},
"sanctions_pep": {
"version": "1.0.0",
"artifact": "data\\sanctions_pep_list.csv",
"metrics": {
"hit_rate": 1.0
}
},
"risk_consultant": {
"version": "1.0.0",
"artifact": "env:LLM_API_KEY or static FAQ fallback",
"metrics": {
"source": "llm_or_static_faq"
}
}
}
} |