changes.mady.by.user Sami Merhi
Saved on Mar 17, 2022
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"debtors_guarantors_js_distance": 0.0047, "duration_months_kl_divergence": 0.0152, "credit_amount_kl_divergence": 0.0191, "installment_rate_kl_divergence": 0.0089, "present_residence_since_kl_divergence": 0.0107, "age_years_kl_divergence": 0.0172, "number_existing_credits_kl_divergence": 0.005, "number_people_liable_kl_divergence": 0.0013, "checking_status_kl_divergence": 0.001, "credit_history_kl_divergence": 0.0053, "purpose_kl_divergence": 0.0336, "savings_account_kl_divergence": 0.0088, "present_employment_since_kl_divergence": 0.0148, "debtors_guarantors_kl_divergence": 0.0001, "property_kl_divergence": 0.0049, "installment_plans_kl_divergence": 0.001, "housing_kl_divergence": 0.0004, "job_kl_divergence": 0.0025, "telephone_kl_divergence": 0.0028, "foreign_worker_kl_divergence": 0.0013, "gender_kl_divergence": 0.0087, "duration_months_ks_pvalue": 0.4721, "credit_amount_ks_pvalue": 0.5733, "installment_rate_ks_pvalue": 0.7833, "present_residence_since_ks_pvalue": 0.8076, "age_years_ks_pvalue": 0.2495, "number_existing_credits_ks_pvalue": 1.0, "number_people_liable_ks_pvalue": 1.0, "data_drift": [ { "test_name": "Epps-Singleton", "test_category": "data_drift", "test_type": "epps_singleton", "metric": "p_value", "test_id": "data_drift_epps_singleton_p_value", "values": { "duration_months": 0.7865, "credit_amount": 0.4227, "installment_rate": 0.4236, "present_residence_since": 0.3442, "age_years": 0.0179, "number_existing_credits": 0.6696, "number_people_liable": null } }, { "test_name": "Jensen-Shannon", "test_category": "data_drift", "test_type": "jensen_shannon", "metric": "distance", "test_id": "data_drift_jensen_shannon_distance", "values": { "number_existing_credits": 0.1662, "number_people_liable": 0.1564, "present_residence_since": 0.0959, "installment_rate": 0.0923, "purpose": 0.089, "credit_amount": 0.0658, "age_years": 0.0623, "present_employment_since": 0.0609, "duration_months": 0.0557, "savings_account": 0.0471, "gender": 0.0471, "credit_history": 0.0357, "property": 0.0348, "telephone": 0.0262, "job": 0.0244, "foreign_worker": 0.0181, "checking_status": 0.016, "installment_plans": 0.0158, "housing": 0.0103, "debtors_guarantors": 0.0047 } }, { "test_name": "Kullback-Leibler", "test_category": "data_drift", "test_type": "kullback_leibler", "metric": "divergence", "test_id": "data_drift_kullback_leibler_divergence", "values": { "duration_months": 0.0152, "credit_amount": 0.0191, "installment_rate": 0.0089, "present_residence_since": 0.0107, "age_years": 0.0172, "number_existing_credits": 0.005, "number_people_liable": 0.0013, "checking_status": 0.001, "credit_history": 0.0053, "purpose": 0.0336, "savings_account": 0.0088, "present_employment_since": 0.0148, "debtors_guarantors": 0.0001, "property": 0.0049, "installment_plans": 0.001, "housing": 0.0004, "job": 0.0025, "telephone": 0.0028, "foreign_worker": 0.0013, "gender": 0.0087 } }, { "test_name": "Kolmogorov-Smirnov", "test_category": "data_drift", "test_type": "kolmogorov_smirnov", "metric": "p_value", "test_id": "data_drift_kolmogorov_smirnov_p_value", "values": { "duration_months": 0.4721, "credit_amount": 0.5733, "installment_rate": 0.7833, "present_residence_since": 0.8076, "age_years": 0.2495, "number_existing_credits": 1.0, "number_people_liable": 1.0 } }, { "test_name": "Summary", "test_category": "data_drift", "test_type": "summary", "metric": "pandas_describe", "test_id": "data_drift_summary_pandas_describe", "values": { "numerical_comparisons": { "duration_months": { "baseline": { "count": 800.0, "mean": 20.74375, "std": 12.056939835017488, "min": 4.0, "25%": 12.0, "50%": 18.0, "75%": 24.0, "max": 72.0 }, "sample": { "count": 200.0, "mean": 21.54, "std": 12.075491188236855, "min": 6.0, "25%": 12.0, "50%": 18.0, "75%": 24.0, "max": 60.0 } }, "credit_amount": "TRUNCATED", "installment_rate": "TRUNCATED" "present_residence_since": "TRUNCATED", "age_years": "TRUNCATED", "number_existing_credits": "TRUNCATED", "number_people_liable": "TRUNCATED", }, "categorical_comparisons": { "checking_status": { "baseline": { "count": 800, "unique": 4, "top": "A14", "freq": 313 }, "sample": { "count": 200, "unique": 4, "top": "A14", "freq": 81 } }, "credit_history": "TRUNCATED", "purpose": "TRUNCATED", "savings_account": "TRUNCATED", "present_employment_since": "TRUNCATED", "debtors_guarantors": "TRUNCATED", "property": "TRUNCATED", "installment_plans": "TRUNCATED", "housing": "TRUNCATED", "job": "TRUNCATED", "telephone": "TRUNCATED", "foreign_worker": "TRUNCATED", "gender": "TRUNCATED" } } } ] }