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home_credit_default_risk

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train · 660k rows

SK_ID_CURR int64	TARGET int64	NAME_CONTRACT_TYPE string	CODE_GENDER string	FLAG_OWN_CAR string	FLAG_OWN_REALTY string	CNT_CHILDREN int64	AMT_INCOME_TOTAL float64	AMT_CREDIT float64	AMT_ANNUITY float64	AMT_GOODS_PRICE float64	NAME_TYPE_SUITE string	NAME_INCOME_TYPE string	NAME_EDUCATION_TYPE string	NAME_FAMILY_STATUS string	NAME_HOUSING_TYPE string	REGION_POPULATION_RELATIVE float64	DAYS_BIRTH int64	DAYS_EMPLOYED float64	DAYS_REGISTRATION float64	DAYS_ID_PUBLISH int64	FLAG_MOBIL int64	FLAG_EMP_PHONE int64	FLAG_WORK_PHONE int64	FLAG_CONT_MOBILE int64	FLAG_PHONE int64	FLAG_EMAIL int64	OCCUPATION_TYPE string	CNT_FAM_MEMBERS float64	REGION_RATING_CLIENT int64	REGION_RATING_CLIENT_W_CITY int64	WEEKDAY_APPR_PROCESS_START string	HOUR_APPR_PROCESS_START int64	REG_REGION_NOT_LIVE_REGION int64	REG_REGION_NOT_WORK_REGION int64	LIVE_REGION_NOT_WORK_REGION int64	REG_CITY_NOT_LIVE_CITY int64	REG_CITY_NOT_WORK_CITY int64	LIVE_CITY_NOT_WORK_CITY int64	ORGANIZATION_TYPE string	EXT_SOURCE_1 float64	EXT_SOURCE_2 float64	EXT_SOURCE_3 float64	OBS_30_CNT_SOCIAL_CIRCLE float64	DEF_30_CNT_SOCIAL_CIRCLE float64	OBS_60_CNT_SOCIAL_CIRCLE float64	DEF_60_CNT_SOCIAL_CIRCLE float64	DAYS_LAST_PHONE_CHANGE float64	FLAG_DOCUMENT_2 int64	FLAG_DOCUMENT_3 int64	FLAG_DOCUMENT_4 int64	FLAG_DOCUMENT_5 int64	FLAG_DOCUMENT_6 int64	FLAG_DOCUMENT_7 int64	FLAG_DOCUMENT_8 int64	FLAG_DOCUMENT_9 int64	FLAG_DOCUMENT_10 int64	FLAG_DOCUMENT_11 int64	FLAG_DOCUMENT_12 int64	FLAG_DOCUMENT_13 int64	FLAG_DOCUMENT_14 int64	FLAG_DOCUMENT_15 int64	FLAG_DOCUMENT_16 int64	FLAG_DOCUMENT_17 int64	FLAG_DOCUMENT_18 int64	FLAG_DOCUMENT_19 int64	FLAG_DOCUMENT_20 int64	FLAG_DOCUMENT_21 int64	AMT_REQ_CREDIT_BUREAU_HOUR float64	AMT_REQ_CREDIT_BUREAU_DAY float64	AMT_REQ_CREDIT_BUREAU_WEEK float64	AMT_REQ_CREDIT_BUREAU_MON float64	AMT_REQ_CREDIT_BUREAU_QRT float64	AMT_REQ_CREDIT_BUREAU_YEAR float64	bureau_loans float64	bureau_days_credit_mean float64	bureau_days_credit_min float64	bureau_credit_sum float64	bureau_credit_active float64	bureau_months_reported float64	active_loans_count float64	active_debt_sum float64	active_overdue_sum float64	recent_loans_count float64	recent_overdue_mean float64	bureau_weighted_credit float64	bureau_weighted_debt float64	bureau_weighted_overdue float64	bureau_weighted_active_ratio float64	bureau_recent_vs_old_overdue float64	bureau_recent_vs_old_debt float64	bureau_type_Another type of loan_x float64	bureau_type_Car loan_x float64	bureau_type_Cash loan (non-earmarked)_x float64	bureau_type_Consumer credit_x float64	bureau_type_Credit card_x float64	bureau_type_Interbank credit_x float64	bureau_type_Loan for business development_x float64	bureau_type_Loan for purchase of shares (margin lending)_x float64	bureau_type_Loan for the purchase of equipment_x float64	bureau_type_Loan for working capital replenishment_x float64	bureau_type_Microloan_x float64	bureau_type_Mobile operator loan_x float64	bureau_type_Mortgage_x float64	bureau_type_Real estate loan_x float64	bureau_type_Unknown type of loan_x float64	bureau_credit_diversity_x float64	bureau_debt_to_credit_ratio_x float64	bureau_overdue_to_debt_ratio_x float64	bureau_max_overdue_to_income_x float64	bureau_prolongation_count_x float64	bureau_prolongation_ratio_x float64	bureau_overdue_last_3m_x float64	bureau_overdue_last_6m_x float64	bureau_new_credits_6m_x float64	bureau_new_credits_12m_x float64	bureau_debt_acceleration_x float64	bureau_closed_last_year_x float64	bureau_sold_count_x float64	bureau_bad_debt_count_x float64	bureau_dpd_count_x float64	bureau_severe_dpd_count_x float64	bureau_dpd_ratio_x float64	bureau_recent_dpd_x float64	bureau_current_status_C_x float64	bureau_type_Another type of loan_y float64	bureau_type_Car loan_y float64	bureau_type_Cash loan (non-earmarked)_y float64	bureau_type_Consumer credit_y float64	bureau_type_Credit card_y float64	bureau_type_Interbank credit_y float64	bureau_type_Loan for business development_y float64	bureau_type_Loan for purchase of shares (margin lending)_y float64	bureau_type_Loan for the purchase of equipment_y float64	bureau_type_Loan for working capital replenishment_y float64	bureau_type_Microloan_y float64	bureau_type_Mobile operator loan_y float64	bureau_type_Mortgage_y float64	bureau_type_Real estate loan_y float64	bureau_type_Unknown type of loan_y float64	bureau_credit_diversity_y float64	bureau_debt_to_credit_ratio_y float64	bureau_overdue_to_debt_ratio_y float64	bureau_max_overdue_to_income_y float64	bureau_prolongation_count_y float64	bureau_prolongation_ratio_y float64	bureau_overdue_last_3m_y float64	bureau_overdue_last_6m_y float64	bureau_new_credits_6m_y float64	bureau_new_credits_12m_y float64	bureau_debt_acceleration_y float64	bureau_closed_last_year_y float64	bureau_sold_count_y float64	bureau_bad_debt_count_y float64	bureau_dpd_count_y float64	bureau_severe_dpd_count_y float64	bureau_dpd_ratio_y float64	bureau_recent_dpd_y float64	bureau_current_status_C_y float64	bureau_type_Another type of loan float64	bureau_type_Car loan float64	bureau_type_Cash loan (non-earmarked) float64	bureau_type_Consumer credit float64	bureau_type_Credit card float64	bureau_type_Interbank credit float64	bureau_type_Loan for business development float64	bureau_type_Loan for purchase of shares (margin lending) float64	bureau_type_Loan for the purchase of equipment float64	bureau_type_Loan for working capital replenishment float64	bureau_type_Microloan float64	bureau_type_Mobile operator loan float64	bureau_type_Mortgage float64	bureau_type_Real estate loan float64	bureau_type_Unknown type of loan float64	bureau_credit_diversity float64	bureau_debt_to_credit_ratio float64	bureau_overdue_to_debt_ratio float64	bureau_max_overdue_to_income float64	bureau_prolongation_count float64	bureau_prolongation_ratio float64	bureau_overdue_last_3m float64	bureau_overdue_last_6m float64	bureau_new_credits_6m float64	bureau_new_credits_12m float64	bureau_debt_acceleration float64	bureau_closed_last_year float64	bureau_sold_count float64	bureau_bad_debt_count float64	bureau_dpd_count float64	bureau_severe_dpd_count float64	bureau_dpd_ratio float64	bureau_recent_dpd float64	bureau_current_status_C float64	prev_apps float64	prev_amt_mean float64	prev_amt_max float64	prev_refused float64	prev_approved float64	prev_days_decision_mean float64	prev_weighted_amt float64	prev_weighted_refused_ratio float64	prev_recent_refused_count float64	prev_recent_approved_count float64	prev_approval_rate_6m_x float64	prev_approval_rate_12m_x float64	prev_cancelled_count_x float64	prev_cancelled_ratio_x float64	prev_amt_approved_ratio_x float64	prev_credit_down_payment_ratio_x float64	prev_amt_increasing_trend_x float64	prev_product_diversity_x float64	prev_revolving_count_x float64	prev_yield_group_high_x float64	prev_yield_group_low_x float64	prev_goods_category_count_x float64	prev_approval_rate_6m_y float64	prev_approval_rate_12m_y float64	prev_cancelled_count_y float64	prev_cancelled_ratio_y float64	prev_amt_approved_ratio_y float64	prev_credit_down_payment_ratio_y float64	prev_amt_increasing_trend_y float64	prev_product_diversity_y float64	prev_revolving_count_y float64	prev_yield_group_high_y float64	prev_yield_group_low_y float64	prev_goods_category_count_y float64	prev_approval_rate_6m float64	prev_approval_rate_12m float64	prev_cancelled_count float64	prev_cancelled_ratio float64	prev_amt_approved_ratio float64	prev_credit_down_payment_ratio float64	prev_amt_increasing_trend float64	prev_product_diversity float64	prev_revolving_count float64	prev_yield_group_high float64	prev_yield_group_low float64	prev_goods_category_count float64	inst_count_total float64	inst_late_ratio_total float64	inst_dbd_mean_total float64	inst_late_ratio_1y float64	inst_dbd_mean_1y float64	inst_amt_paid_1y float64	inst_late_trend float64	inst_late_old float64	inst_late_mid float64	inst_late_recent float64	inst_late_deterioration float64	inst_partial_payment_ratio_x float64	inst_overpayment_ratio_x float64	inst_payment_volatility_x float64	inst_severe_late_ratio_x float64	inst_severe_late_count_x float64	inst_payment_improvement_x float64	inst_payment_consistency_x float64	inst_max_payment_gap_x float64	inst_last_3_late_ratio_x float64	inst_partial_payment_ratio_y float64	inst_overpayment_ratio_y float64	inst_payment_volatility_y float64	inst_severe_late_ratio_y float64	inst_severe_late_count_y float64	inst_payment_improvement_y float64	inst_payment_consistency_y float64	inst_max_payment_gap_y float64	inst_last_3_late_ratio_y float64	inst_partial_payment_ratio float64	inst_overpayment_ratio float64	inst_payment_volatility float64	inst_severe_late_ratio float64	inst_severe_late_count float64	inst_payment_improvement float64	inst_payment_consistency float64	inst_max_payment_gap float64	inst_last_3_late_ratio float64	pos_loans float64	pos_months float64	pos_dpd_mean float64	pos_dpd_def_mean float64	pos_recent_max_dpd float64	pos_recent_count_dpd float64	pos_dpd_mean_3m float64	pos_dpd_max_3m float64	pos_dpd_std_3m float64	pos_dpd_mean_6m float64	pos_dpd_max_6m float64	pos_dpd_std_6m float64	pos_dpd_mean_12m float64	pos_dpd_max_12m float64	pos_dpd_std_12m float64	pos_dpd_acceleration float64	pos_dpd_0_count_x float64	pos_dpd_30_60_count_x float64	pos_dpd_60_plus_count_x float64	pos_dpd_worsening_x float64	pos_completed_contracts_x float64	pos_active_contracts_x float64	pos_completion_ratio_x float64	pos_dpd_volatility_x float64	pos_dpd_max_ever_x float64	pos_dpd_0_count_y float64	pos_dpd_30_60_count_y float64	pos_dpd_60_plus_count_y float64	pos_dpd_worsening_y float64	pos_completed_contracts_y float64	pos_active_contracts_y float64	pos_completion_ratio_y float64	pos_dpd_volatility_y float64	pos_dpd_max_ever_y float64	pos_dpd_0_count float64	pos_dpd_30_60_count float64	pos_dpd_60_plus_count float64	pos_dpd_worsening float64	pos_completed_contracts float64	pos_active_contracts float64	pos_completion_ratio float64	pos_dpd_volatility float64	pos_dpd_max_ever float64	cc_loans float64	cc_balance_mean float64	cc_limit_mean float64	cc_utilization float64	cc_util_recent float64	cc_util_historical float64	cc_balance_trend float64	cc_util_deterioration float64	cc_max_utilization_x float64	cc_min_payment_ratio_x float64	cc_balance_growing_x float64	cc_drawings_atm_ratio_x float64	cc_drawings_count_x float64	cc_dpd_count_x float64	cc_dpd_recent_x float64	cc_receivable_ratio_x float64	cc_usage_volatility_x float64	cc_max_utilization_y float64	cc_min_payment_ratio_y float64	cc_balance_growing_y float64	cc_drawings_atm_ratio_y float64	cc_drawings_count_y float64	cc_dpd_count_y float64	cc_dpd_recent_y float64	cc_receivable_ratio_y float64	cc_usage_volatility_y float64	cc_max_utilization float64	cc_min_payment_ratio float64	cc_balance_growing float64	cc_drawings_atm_ratio float64	cc_drawings_count float64	cc_dpd_count float64	cc_dpd_recent float64	cc_receivable_ratio float64	cc_usage_volatility float64	total_debt_to_income float64	deterioration_composite_score float64	recent_rejection_intensity float64	monthly_payment_capacity float64	red_flags_count int32	positive_signals_count int32	credit_mix_score float64	financial_engagement_score float64
100,002	1	Cash loans	M	N	Y	0	202,500	406,597.5	24,700.5	351,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.018801	-9,461	-637	-3,648	-2,120	1	1	0	1	1	0	Laborers	1	2	2	WEDNESDAY	10	0	0	0	0	0	0	Business Entity Type 3	0.083037	0.262949	0.139376	2	2	2	2	-1,134	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	8	-996.781818	-1,437	12,252,772.26	20	110	2	245,781	0	3	0	56,156.493919	9,942.514261	0	0.570379	0	0	0	0	0	4	4	0	0	0	0	0	0	0	0	0	0	0.693147	0.284121	0	0	0	0	0	0	1	1	0	0	0	0	27	0	0.245455	0	0.036364	0	0	0	4	4	0	0	0	0	0	0	0	0	0	0	0.693147	0.284121	0	0	0	0	0	0	1	1	0	0	0	0	27	0	0.245455	0	0.036364	0	0	0	4	4	0	0	0	0	0	0	0	0	0	0	0.693147	0.284121	0	0	0	0	0	0	1	1	0	0	0	0	27	0	0.245455	0	0.036364	1	179,055	179,055	0	1	-606	179,045.580856	0	0	0	0	0	0	0	0.999994	0	0	1	0	0	0	1	0	0	0	0	0.999994	0	0	1	0	0	0	1	0	0	0	0	0.999994	0	0	1	0	0	0	1	19	0	20.421053	0	17.583333	154,863.27	0	0	0	0	0	0	0	0.870054	0.052632	1	0	0.168771	19	0	0	0	0.870054	0.052632	1	0	0.168771	19	0	0	0	0.870054	0.052632	1	0	0.168771	19	0	1	19	0	0	0	0	0	0	0	0	0	0	0	0	0	0	19	0	0	0	0	19	0	0	0	19	0	0	0	0	19	0	0	0	19	0	0	0	0	19	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.049099	-1	0	-20,730.7725	0	0	0.893147	2.890372
100,003	0	Cash loans	F	N	N	0	270,000	1,293,502.5	35,698.5	1,129,500	Family	State servant	Higher education	Married	House / apartment	0.003541	-16,765	-1,188	-1,186	-291	1	1	0	1	1	0	Core staff	2	1	1	MONDAY	11	0	0	0	0	0	0	School	0.311267	0.622246	0	1	0	1	0	-828	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	-1,400.75	-2,586	1,017,400.5	1	0	1	0	0	1	0	509,360.058265	0	0	0.590551	0	0	0	0	0	2	2	0	0	0	0	0	0	0	0	0	0	0.693147	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	0	0	0	0	0	0	0.693147	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	2	0	0	0	0	0	0	0	0	0	0	0.693147	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	435,436.5	900,000	0	3	-1,305	646,121.621509	0	0	0	0	0	0	0	0.999999	0.005271	0	2	0	0	0	3	0	0	0	0	0.999999	0.005271	0	2	0	0	0	3	0	0	0	0	0.999999	0.005271	0	2	0	0	0	3	25	0	7.16	0	0	0	0	0	0	0	0	0	0	1.707074	0	0	0	0.211554	13	0	0	0	1.707074	0	0	0	0.211554	13	0	0	0	1.707074	0	0	0	0.211554	13	0	3	28	0	0	0	0	0	0	0	0	0	0	0	0	0	0	28	0	0	0	2	26	0.5	0	0	28	0	0	0	2	26	0.5	0	0	28	0	0	0	2	26	0.5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1	0	-13,198.5	0	0	1.093147	2.995732
100,004	0	Revolving loans	M	Y	Y	0	67,500	135,000	6,750	135,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.010032	-19,046	-225	-4,260	-2,531	1	1	1	1	1	0	Laborers	1	2	2	MONDAY	9	0	0	0	0	0	0	Government	0	0.555912	0.729567	0	0	0	0	-815	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	-867	-1,326	189,037.8	0	0	0	0	0	1	0	94,532.297569	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	24,282	24,282	0	1	-815	24,279.735512	0	0	0	0	0	0	0	0.999959	0.20014	0	1	0	0	0	1	0	0	0	0	0.999959	0.20014	0	1	0	0	0	1	0	0	0	0	0.999959	0.20014	0	1	0	0	0	1	3	0	7.666667	0	0	0	0	0	0	0	0	0	0	0.424377	0	0	0	0.193673	8	0	0	0	0.424377	0	0	0	0.193673	8	0	0	0	0.424377	0	0	0	0.193673	8	0	1	4	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	0	0	0	1	3	0.5	0	0	4	0	0	0	1	3	0.5	0	0	4	0	0	0	1	3	0.5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1	0	-1,125	0	0	0.2	1.791759
100,006	0	Cash loans	F	N	Y	0	135,000	312,682.5	29,686.5	297,000	Unaccompanied	Working	Secondary / secondary special	Civil marriage	House / apartment	0.008019	-19,005	-3,039	-9,833	-2,437	1	1	0	1	0	0	Laborers	2	2	2	WEDNESDAY	17	0	0	0	0	0	0	Business Entity Type 3	0	0.650442	0	2	0	2	0	-617	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	9	272,203.26	688,500	1	5	-272.444444	280,214.505387	0.133373	1	3	0	0.375	0	0	0.71896	0.028443	1.168235	3	2	2	0	3	0	0.375	0	0	0.71896	0.028443	1.168235	3	2	2	0	3	0	0.375	0	0	0.71896	0.028443	1.168235	3	2	2	0	3	16	0	19.375	0	6.181818	982,062.09	0	0	0	0	0	0	0	2.670417	0.1875	3	0	0.037882	76	0	0	0	2.670417	0.1875	3	0	0.037882	76	0	0	0	2.670417	0.1875	3	0	0.037882	76	0	3	21	0	0	0	0	0	0	0	0	0	0	0	0	0	0	21	0	0	0	2	18	0.5	0	0	21	0	0	0	2	18	0.5	0	0	21	0	0	0	2	18	0.5	0	0	1	0	270,000	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.2	-100,275.0075	0	0	0.6	2.995732
100,007	0	Cash loans	M	N	Y	0	121,500	513,000	21,865.5	513,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.028663	-19,932	-3,038	-4,311	-3,458	1	1	0	1	0	0	Core staff	1	2	2	THURSDAY	11	0	0	0	0	1	1	Religion	0	0.322738	0	0	0	0	0	-1,106	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	-1,149	-1,149	146,250	0	0	0	0	0	0	0	146,215.948991	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	6	150,530.25	247,500	0	6	-1,222.833333	226,533.942719	0	0	0	0	0	0	0	0.999999	0.007508	0	2	0	3	0	2	0	0	0	0	0.999999	0.007508	0	2	0	3	0	2	0	0	0	0	0.999999	0.007508	0	2	0	3	0	2	66	0.242424	3.636364	0	3.615385	208,497.78	0	0.301887	0	0	-0.301887	0.090909	0	0.658864	0.015152	1	-0.301887	0.111215	43	0	0.090909	0	0.658864	0.015152	1	-0.301887	0.111215	43	0	0.090909	0	0.658864	0.015152	1	-0.301887	0.111215	43	0	5	66	0	0	0	0	0	0	0	0	0	0	0	0	0	0	66	0	0	0	3	62	0.5	0	0	66	0	0	0	3	62	0.5	0	0	66	0	0	0	3	62	0.5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1.603774	0	-29,115.315	0	0	0.4	2.639057
100,008	0	Cash loans	M	N	Y	0	99,000	490,495.5	27,517.5	454,500	Spouse, partner	State servant	Secondary / secondary special	Married	House / apartment	0.035792	-16,941	-1,588	-4,970	-477	1	1	1	1	1	0	Laborers	2	2	2	WEDNESDAY	16	0	0	0	0	0	0	Other	0	0.354225	0.621226	0	0	0	0	-2,536	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	3	-757.333333	-1,097	468,445.5	1	0	1	240,057	0	1	0	249,341.546683	213,833.288542	0	0.89076	0	240,057	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	-0	0.512453	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	-0	0.512453	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	3	0	0	0	0	0	0	0	0	0	0	0	-0	0.512453	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	5	155,701.8	450,000	0	4	-1,192	102,688.590823	0	0	0	0	0	0	0	0.999999	0.021381	0	2	0	0	0	4	0	0	0	0	0.999999	0.021381	0	2	0	0	0	4	0	0	0	0	0.999999	0.021381	0	2	0	0	0	4	35	0.028571	-26.114286	0	11	178,848.63	0	0.04	0	0	-0.04	0.057143	0	2.58542	0	0	-0.04	0.004429	1,345	0	0.057143	0	2.58542	0	0	-0.04	0.004429	1,345	0	0.057143	0	2.58542	0	0	-0.04	0.004429	1,345	0	4	83	339.060241	0	0	0	0	0	0	0	0	0	0	0	0	0	40	1	41	0	4	78	0.8	427.822859	1,294	40	1	41	0	4	78	0.8	427.822859	1,294	40	1	41	0	4	78	0.8	427.822859	1,294	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2.15991	240,055.92	0	-34,171.5525	1	1	0.4	3.178054
100,009	0	Cash loans	F	Y	Y	1	171,000	1,560,726	41,301	1,395,000	Unaccompanied	Commercial associate	Higher education	Married	House / apartment	0.035792	-13,778	-3,130	-1,213	-619	1	1	0	1	1	0	Accountants	3	2	2	SUNDAY	16	0	0	0	0	0	0	Business Entity Type 3	0.774761	0.724	0.49206	1	0	1	0	-1,562	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	2	18	-1,271.5	-2,882	4,800,811.5	4	0	4	1,077,349.5	0	5	0	334,786.936945	228,138.993126	0	0.664935	0	0.435085	0	0	0	16	2	0	0	0	0	0	0	0	0	0	0	0.348832	0.22441	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	16	2	0	0	0	0	0	0	0	0	0	0	0.348832	0.22441	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	16	2	0	0	0	0	0	0	0	0	0	0	0.348832	0.22441	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	7	76,741.714286	110,160	0	7	-719.285714	72,505.114248	0	0	3	0.5	0.75	0	0	0.999998	0.119923	0.689869	1	0	2	0	4	0.5	0.75	0	0	0.999998	0.119923	0.689869	1	0	2	0	4	0.5	0.75	0	0	0.999998	0.119923	0.689869	1	0	2	0	4	51	0.019608	8.588235	0	9.695652	198,310.545	0	0.035714	0	0	-0.035714	0	0	0.320582	0	0	-0.035714	0.163627	30	0	0	0	0.320582	0	0	-0.035714	0.163627	30	0	0	0	0.320582	0	0	-0.035714	0.163627	30	0	8	64	0	0	0	0	0	0	0	0	0	0	0	0	0	0	64	0	0	0	7	57	0.777778	0	0	64	0	0	0	7	57	0.777778	0	0	64	0	0	0	7	57	0.777778	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1.334138	-0.636344	0	-43,576.87875	0	2	0.548832	5.023881
100,010	0	Cash loans	M	Y	Y	0	360,000	1,530,000	42,075	1,530,000	Unaccompanied	State servant	Higher education	Married	House / apartment	0.003122	-18,850	-449	-4,597	-2,379	1	1	1	1	0	0	Managers	2	3	3	MONDAY	16	0	0	0	0	1	1	Other	0	0.714279	0.540654	2	0	2	0	-1,070	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	-1,939.5	-2,741	35,640,000	36	72	1	348,007.5	0	0	0	670,448.52179	343,675.595128	0	0.987552	0	0	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0.693147	0.351522	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.027778	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0.693147	0.351522	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.027778	0	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0.693147	0.351522	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.027778	1	247,212	247,212	0	1	-1,070	247,165.64193	0	0	0	0	0	0	0	0.999996	0	0	1	0	0	0	1	0	0	0	0	0.999996	0	0	1	0	0	0	1	0	0	0	0	0.999996	0	0	1	0	0	0	1	10	0	11.9	0	0	0	0	0	0	0	0	0	0	0.001636	0	0	0	0.125512	25	0	0	0	0.001636	0	0	0	0.125512	25	0	0	0	0.001636	0	0	0	0.125512	25	0	1	11	0	0	0	0	0	0	0	0	0	0	0	0	0	0	11	0	0	0	1	10	0.5	0	0	11	0	0	0	1	10	0.5	0	0	11	0	0	0	1	10	0.5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.954652	-1	0	-12,075	0	0	0.893147	1.791759
100,011	0	Cash loans	F	N	Y	0	112,500	1,019,610	33,826.5	913,500	Children	Pensioner	Secondary / secondary special	Married	House / apartment	0.018634	-20,099	0	-7,427	-3,514	1	0	0	1	0	0	0	2	2	2	WEDNESDAY	14	0	0	0	0	0	0	XNA	0.587334	0.205747	0.751724	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	4	-1,773	-2,508	435,228.3	0	0	0	0	0	0	0	137,283.622915	0	0	0	0	0	0	0	0	3	1	0	0	0	0	0	0	0	0	0	0	0.562335	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	1	0	0	0	0	0	0	0	0	0	0	0.562335	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	3	1	0	0	0	0	0	0	0	0	0	0	0.562335	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	202,732.875	675,000	1	3	-1,784.5	315,003.623055	0.499789	0	0	0	0	0	0	0.999999	0.016764	0	3	1	1	0	2	0	0	0	0	0.999999	0.016764	0	3	1	1	0	2	0	0	0	0	0.999999	0.016764	0	3	1	1	0	2	130	0.146154	-3.138462	0.125	3.4375	99,684.99	0.849451	0.149123	0.181818	0	-0.149123	0.176923	0	1.067384	0.015385	2	-0.024123	0.011654	990	0	0.176923	0	1.067384	0.015385	2	-0.024123	0.011654	990	0	0.176923	0	1.067384	0.015385	2	-0.024123	0.011654	990	0	2	75	205.666667	0.346667	0	0	0	0	0	0	0	0	0	0	0	0	40	1	30	0	2	73	0.666667	302.254248	952	40	1	30	0	2	73	0.666667	302.254248	952	40	1	30	0	2	73	0.666667	302.254248	952	1	54,482.111149	164,189.189189	54,482.111149	0	0.331823	-55,995.503125	-0.331823	1.049994	1.240929	0	0.999994	4	0	0	0.961822	1.250429	1.049994	1.240929	0	0.999994	4	0	0	0.961822	1.250429	1.049994	1.240929	0	0.999994	4	0	0	0.961822	1.250429	0.484281	-1.298246	0	-32,758.5825	1	1	1.162335	3.912023
100,012	0	Revolving loans	M	N	Y	0	135,000	405,000	20,250	405,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.019689	-14,469	-2,019	-14,437	-3,992	1	1	0	1	0	0	Laborers	1	2	2	THURSDAY	8	0	0	0	0	0	0	Electricity	0	0.746644	0	2	0	2	0	-1,673	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	4	60,930	135,000	0	3	-779.75	32,899.2136	0	0	0	0	0	0	0	0.999996	0	0	2	0	3	0	2	0	0	0	0	0.999996	0	0	2	0	3	0	2	0	0	0	0	0.999996	0	0	2	0	3	0	2	48	0.104167	25.3125	0.058824	28.941176	167,677.92	0.559336	0.129032	0	0.2	0.070968	0.104167	0.041667	1.105345	0.416667	20	-0.070209	0.040227	104	0	0.104167	0.041667	1.105345	0.416667	20	-0.070209	0.040227	104	0	0.104167	0.041667	1.105345	0.416667	20	-0.070209	0.040227	104	0	3	46	0	0	0	0	0	0	0	0	0	0	0	0	0	0	46	0	0	0	3	43	0.75	0	0	46	0	0	0	3	43	0.75	0	0	46	0	0	0	3	43	0.75	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.141935	0	-22,973.16	1	2	0.4	1.609438
100,014	0	Cash loans	F	N	Y	1	112,500	652,500	21,177	652,500	Unaccompanied	Working	Higher education	Married	House / apartment	0.0228	-10,197	-679	-4,427	-738	1	1	0	1	0	0	Core staff	3	2	2	SATURDAY	15	0	0	0	0	0	0	Medicine	0.31976	0.651862	0.363945	0	0	0	0	-844	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	8	-1,095.375	-2,308	2,729,932.425	2	0	2	758,214	0	3	0	370,533.522069	218,899.544872	0	0.581461	0	0	0	0	0	8	0	0	0	0	0	0	0	0	0	0	0	-0	0.277741	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	8	0	0	0	0	0	0	0	0	0	0	0	-0	0.277741	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	8	0	0	0	0	0	0	0	0	0	0	0	-0	0.277741	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	96,536.25	119,272.5	0	2	-473	79,064.520995	0	0	1	0.5	0.5	0	0	0.999995	0	0.618746	1	0	0	0	2	0.5	0.5	0	0	0.999995	0	0.618746	1	0	0	0	2	0.5	0.5	0	0	0.999995	0	0.618746	1	0	0	0	2	19	0.421053	8.210526	0	7.5	28,091.25	0	0.470588	0	0	-0.470588	0.526316	0	0.529741	0	0	-0.470588	0.071767	35	0.333333	0.526316	0	0.529741	0	0	-0.470588	0.071767	35	0.333333	0.526316	0	0.529741	0	0	-0.470588	0.071767	35	0.333333	2	16	0	0	0	0	0	0	0	0	0	0	0	0	0	0	16	0	0	0	1	15	0.333333	0	0	16	0	0	0	1	15	0.333333	0	0	16	0	0	0	1	15	0.333333	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1.945756	-1.941176	0	-14,142.9375	0	0	0.2	3.295837
100,015	0	Cash loans	F	N	Y	0	38,419.155	148,365	10,678.5	135,000	Children	Pensioner	Secondary / secondary special	Married	House / apartment	0.015221	-20,417	0	-5,246	-2,512	1	0	0	1	1	0	0	2	2	2	FRIDAY	7	0	0	0	0	0	0	XNA	0.722044	0.555183	0.652897	0	0	0	0	-2,396	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	4	-947.75	-1,409	409,495.5	0	0	0	0	0	1	0	92,286.833618	0	0	0	0	0	0	0	0	4	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	4	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	4	0	0	0	0	0	0	0	0	0	0	0	-0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0	0	0	0	1	68,850	68,850	0	1	-2,396	68,365.035885	0	0	0	0	0	0	0	0.999985	0.099999	0	1	0	0	0	1	0	0	0	0	0.999985	0.099999	0	1	0	0	0	1	0	0	0	0	0.999985	0.099999	0	1	0	0	0	1	10	0.1	12.9	0	0	0	0	0.1	0	0	0	0	0	0.003402	0	0	0	0.070659	50	0.333333	0	0	0.003402	0	0	0	0.070659	50	0.333333	0	0	0.003402	0	0	0	0.070659	50	0.333333	1	11	1.181818	1.181818	0	0	0	0	0	0	0	0	0	0	0	0	10	0	0	0	1	10	0.5	3.919647	13	10	0	0	0	1	10	0.5	3.919647	13	10	0	0	0	1	10	0.5	3.919647	13	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1	0	-7,476.90375	0	0	0.2	2.302585
100,016	0	Cash loans	F	N	Y	0	67,500	80,865	5,881.5	67,500	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.031329	-13,439	-2,717	-311	-3,227	1	1	1	1	1	0	Laborers	2	2	2	FRIDAY	10	0	0	0	0	0	0	Business Entity Type 2	0.464831	0.715042	0.176653	0	0	0	0	-2,370	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	7	-618.428571	-1,634	474,984	4	0	4	63,724.5	0	5	0	82,692.019867	15,396.012323	0	0.90634	0	63,724.5	0	0	0	6	1	0	0	0	0	0	0	0	0	0	0	0.410116	0.134161	0	0	0	0	0	0	3	4	63,724.5	0	0	0	0	0	0	0	0	0	0	0	6	1	0	0	0	0	0	0	0	0	0	0	0.410116	0.134161	0	0	0	0	0	0	3	4	63,724.5	0	0	0	0	0	0	0	0	0	0	0	6	1	0	0	0	0	0	0	0	0	0	0	0.410116	0.134161	0	0	0	0	0	0	3	4	63,724.5	0	0	0	0	0	0	0	0	4	120,745.125	290,250	0	4	-1,779.5	222,980.543215	0	0	0	0	0	0	0	0.999998	0.129946	0	1	0	3	0	3	0	0	0	0	0.999998	0.129946	0	1	0	3	0	3	0	0	0	0	0.999998	0.129946	0	1	0	3	0	3	74	0.202703	1.378378	0	0	0	0	0.202703	0	0	0	0.324324	0	1.423614	0	0	0	0.083462	42	0.333333	0.324324	0	1.423614	0	0	0	0.083462	42	0.333333	0.324324	0	1.423614	0	0	0	0.083462	42	0.333333	4	67	0	0	0	0	0	0	0	0	0	0	0	0	0	0	67	0	0	0	3	64	0.6	0	0	67	0	0	0	3	64	0.6	0	0	67	0	0	0	3	64	0.6	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0.228086	63,723.5	0	-256.5	0	1	0.610116	3.688879
100,017	0	Cash loans	M	Y	N	1	225,000	918,468	28,966.5	697,500	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.016612	-14,086	-3,028	-643	-4,911	1	1	0	1	0	0	Drivers	3	2	2	THURSDAY	13	0	0	0	0	0	0	Self-employed	0	0.566907	0.770087	0	0	0	0	-4	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	6	-1,944.333333	-2,881	859,770	0	0	0	0	0	0	0	244,526.512865	0	0	0	0	0	0	0	0	5	1	0	0	0	0	0	0	0	0	0	0	0.450561	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	1	0	0	0	0	0	0	0	0	0	0	0.450561	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5	1	0	0	0	0	0	0	0	0	0	0	0.450561	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	2	176,665.5	195,291	0	2	-1,526.5	195,034.022668	0	0	0	0	0	0	0	0.999997	0.108408	0	1	0	0	0	2	0	0	0	0	0.999997	0.108408	0	1	0	0	0	2	0	0	0	0	0.999997	0.108408	0	1	0	0	0	2	30	0	10.866667	0	11.416667	141,402.24	0	0	0	0	0	0	0	0.183705	0	0	0	0.170186	21	0	0	0	0.183705	0	0	0	0.170186	21	0	0	0	0.183705	0	0	0	0.170186	21	0	2	31	0	0	0	0	0	0	0	0	0	0	0	0	0	0	31	0	0	0	1	30	0.333333	0	0	31	0	0	0	1	30	0.333333	0	0	31	0	0	0	1	30	0.333333	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	-1	0	-22,000.02	0	0	0.650561	3.044522

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