Datasets:

jlh
/

home-credit-example-raw

Dataset card Viewer Files Files and versions Community

Split (1)

raw · 10k rows

SK_ID_CURR int64 100k 456k	TARGET int64 0 1	NAME_CONTRACT_TYPE stringclasses 2 values	CODE_GENDER stringclasses 2 values	FLAG_OWN_CAR stringclasses 2 values	FLAG_OWN_REALTY stringclasses 2 values	CNT_CHILDREN int64 0 8	AMT_INCOME_TOTAL float64 27k 1.8M	AMT_CREDIT float64 45k 3.08M	AMT_ANNUITY float64 3.05k 225k	AMT_GOODS_PRICE float64 45k 2.93M	NAME_TYPE_SUITE stringclasses 7 values	NAME_INCOME_TYPE stringclasses 4 values	NAME_EDUCATION_TYPE stringclasses 5 values	NAME_FAMILY_STATUS stringclasses 6 values	NAME_HOUSING_TYPE stringclasses 6 values	REGION_POPULATION_RELATIVE float64 0 0.07	DAYS_BIRTH int64 -25,165 -7,680	DAYS_EMPLOYED int64 -15,943 365k	DAYS_REGISTRATION float64 -19,463 0	DAYS_ID_PUBLISH int64 -6,259 -1	OWN_CAR_AGE float64 0 65	FLAG_MOBIL int64 1 1	FLAG_EMP_PHONE int64 0 1	FLAG_WORK_PHONE int64 0 1	FLAG_CONT_MOBILE int64 0 1	FLAG_PHONE int64 0 1	FLAG_EMAIL int64 0 1	OCCUPATION_TYPE stringclasses 18 values	CNT_FAM_MEMBERS float64 1 10	REGION_RATING_CLIENT int64 1 3	REGION_RATING_CLIENT_W_CITY int64 1 3	WEEKDAY_APPR_PROCESS_START stringclasses 7 values	HOUR_APPR_PROCESS_START int64 1 23	REG_REGION_NOT_WORK_REGION int64 0 1	LIVE_REGION_NOT_WORK_REGION int64 0 1	REG_CITY_NOT_LIVE_CITY int64 0 1	REG_CITY_NOT_WORK_CITY int64 0 1	LIVE_CITY_NOT_WORK_CITY int64 0 1	ORGANIZATION_TYPE stringlengths 3 22	EXT_SOURCE_1 float64 0.03 0.94	EXT_SOURCE_2 float64 0 0.86	EXT_SOURCE_3 float64 0 0.88	APARTMENTS_AVG float64 0 1	BASEMENTAREA_AVG float64 0 1	YEARS_BEGINEXPLUATATION_AVG float64 0 1	YEARS_BUILD_AVG float64 0 1	COMMONAREA_AVG float64 0 1	ELEVATORS_AVG float64 0 1	ENTRANCES_AVG float64 0 1	FLOORSMAX_AVG float64 0 1	FLOORSMIN_AVG float64 0 1	LANDAREA_AVG float64 0 1	LIVINGAPARTMENTS_AVG float64 0 1	LIVINGAREA_AVG float64 0 1	NONLIVINGAPARTMENTS_AVG float64 0 1	NONLIVINGAREA_AVG float64 0 1	APARTMENTS_MODE float64 0 1	BASEMENTAREA_MODE float64 0 1	YEARS_BEGINEXPLUATATION_MODE float64 0 1	YEARS_BUILD_MODE float64 0 1	COMMONAREA_MODE float64 0 1	ELEVATORS_MODE float64 0 1	ENTRANCES_MODE float64 0 1	FLOORSMAX_MODE float64 0 1	FLOORSMIN_MODE float64 0 1	LANDAREA_MODE float64 0 1	LIVINGAPARTMENTS_MODE float64 0 1	LIVINGAREA_MODE float64 0 1	NONLIVINGAPARTMENTS_MODE float64 0 1	NONLIVINGAREA_MODE float64 0 1	APARTMENTS_MEDI float64 0 1	BASEMENTAREA_MEDI float64 0 1	YEARS_BEGINEXPLUATATION_MEDI float64 0 1	YEARS_BUILD_MEDI float64 0 1	COMMONAREA_MEDI float64 0 1	ELEVATORS_MEDI float64 0 1	ENTRANCES_MEDI float64 0 1	FLOORSMAX_MEDI float64 0 1	FLOORSMIN_MEDI float64 0 1	LANDAREA_MEDI float64 0 1	LIVINGAPARTMENTS_MEDI float64 0 1	LIVINGAREA_MEDI float64 0 1	NONLIVINGAPARTMENTS_MEDI float64 0 1	NONLIVINGAREA_MEDI float64 0 1	FONDKAPREMONT_MODE stringclasses 4 values	HOUSETYPE_MODE stringclasses 3 values	TOTALAREA_MODE float64 0 1	WALLSMATERIAL_MODE stringclasses 7 values	EMERGENCYSTATE_MODE stringclasses 2 values	OBS_30_CNT_SOCIAL_CIRCLE float64 0 26	DEF_30_CNT_SOCIAL_CIRCLE float64 0 4	OBS_60_CNT_SOCIAL_CIRCLE float64 0 26	DEF_60_CNT_SOCIAL_CIRCLE float64 0 4	DAYS_LAST_PHONE_CHANGE float64 -3,791 0	FLAG_DOCUMENT_3 int64 0 1	FLAG_DOCUMENT_5 int64 0 1	FLAG_DOCUMENT_6 int64 0 1	FLAG_DOCUMENT_8 int64 0 1	FLAG_DOCUMENT_16 int64 0 1	FLAG_DOCUMENT_18 int64 0 1	FLAG_DOCUMENT_20 int64 0 1	AMT_REQ_CREDIT_BUREAU_MON float64 0 17	AMT_REQ_CREDIT_BUREAU_QRT float64 0 6	AMT_REQ_CREDIT_BUREAU_YEAR float64 0 9
274,722	0	Cash loans	F	N	Y	0	157,500	938,304	31,140	810,000	Family	Commercial associate	Secondary / secondary special	Single / not married	House / apartment	0.025164	-14,585	-2,718	-8,113	-4,373	7	1	1	0	1	0	0	Laborers	1	2	2	TUESDAY	14	0	0	0	0	0	Self-employed	0.356323	0.265256	0.7463	0.0928	0.0873	0.9806	0.7348	0.0135	0	0.2069	0.1667	0.2083	0.0909	0.0756	0.0874	0	0	0.0945	0.0906	0.9806	0.7452	0.0136	0	0.2069	0.1667	0.2083	0.093	0.0826	0.091	0	0	0.0937	0.0873	0.9806	0.7383	0.0135	0	0.2069	0.1667	0.2083	0.0925	0.077	0.0889	0	0	reg oper account	block of flats	0.0757	Panel	No	6	0	6	0	-490	1	0	0	0	0	0	0	0	0	8
315,280	0	Cash loans	F	N	Y	1	135,000	900,000	40,671	900,000	Family	Commercial associate	Secondary / secondary special	Married	House / apartment	0.026392	-12,638	-5,247	-2,086	-4,564	7	1	1	1	1	1	0	Medicine staff	3	2	2	WEDNESDAY	17	0	0	0	0	0	Medicine	0.784015	0.641822	0.718033	0.2979	0	0.997	0.8232	0	0.28	0.2414	0.375	0.2083	0	0.0504	0.2895	0	0.0626	0.3036	0	0.997	0.8301	0	0.282	0.2414	0.375	0.2083	0	0.0551	0.3016	0	0.0663	0.3008	0	0.997	0.8256	0	0.28	0.2414	0.375	0.2083	0	0.0513	0.2947	0	0.0639	reg oper account	block of flats	0.2413	Block	No	5	1	5	0	-861	0	0	0	1	0	0	0	0	0	0
262,346	0	Revolving loans	F	N	Y	1	202,500	270,000	13,500	270,000	Unaccompanied	Working	Higher education	Single / not married	House / apartment	0.003541	-12,376	-1,609	-1,939	-1,744	7	1	1	0	1	0	0	High skill tech staff	2	1	1	WEDNESDAY	16	0	0	0	0	0	Transport: type 4	0.356323	0.707755	0.713631	0.1177	0.1951	0.9921	0.8912	0.0303	0.12	0.1034	0.3417	0.3833	0.0326	0.1009	0.1056	0.0039	0.0221	0.0441	0.0159	0.9881	0.8432	0.0306	0.0806	0.069	0.3333	0.375	0.0163	0.1102	0.0574	0.0039	0.0234	0.126	0.0632	0.9935	0.9128	0.0305	0.12	0.1034	0.3333	0.375	0.0318	0.1026	0.1124	0.0039	0.0225	not specified	block of flats	0.1604	Panel	No	3	0	3	0	0	0	0	0	0	0	0	0	0	0	0
309,878	0	Revolving loans	M	N	Y	0	112,500	180,000	9,000	180,000	Unaccompanied	Commercial associate	Secondary / secondary special	Married	House / apartment	0.018209	-14,290	-847	-8,286	-4,496	7	1	1	1	1	1	0	Laborers	2	3	3	FRIDAY	8	0	0	0	0	0	Trade: type 3	0.268192	0.671927	0.73802	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-2,209	0	0	0	0	0	0	0	0	0	0
270,043	0	Cash loans	F	N	Y	0	225,000	275,040	13,504.5	180,000	Family	Working	Secondary / secondary special	Married	House / apartment	0.01885	-18,393	-3,218	-12,213	-1,922	7	1	1	0	1	0	0	Laborers	2	2	2	MONDAY	16	0	0	0	0	0	Government	0.356323	0.599488	0.243186	0.0825	0	0.9796	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0.0875	0	0	0.084	0	0.9796	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0.0911	0	0	0.0833	0	0.9796	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0.089	0	0	reg oper account	block of flats	0.0767	Panel	No	4	0	4	0	-1,855	1	0	0	0	0	0	0	0	0	3
169,876	0	Cash loans	F	N	N	1	121,500	967,500	41,121	967,500	Unaccompanied	Working	Higher education	Married	House / apartment	0.031329	-16,776	-2,162	-6,851	-290	7	1	1	0	1	0	1	Accountants	3	2	2	SUNDAY	11	0	0	0	0	0	Self-employed	0.607211	0.787712	0.638044	0.0433	0.1079	0.9722	0.8232	0	0	0.1379	0.125	0.2083	0	0.0504	0.0496	0	0.0717	0.0441	0.112	0.9722	0.8301	0	0	0.1379	0.125	0.2083	0	0.0551	0.0517	0	0.0759	0.0437	0.1079	0.9722	0.8256	0	0	0.1379	0.125	0.2083	0	0.0513	0.0505	0	0.0732	reg oper account	block of flats	0.0546	Stone, brick	No	0	0	0	0	-2,659	1	0	0	0	0	0	0	0	0	1
400,565	0	Cash loans	F	N	Y	0	121,500	879,934.5	37,413	711,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.020246	-18,759	-4,742	-182	-2,296	7	1	1	0	1	0	0	Medicine staff	2	3	3	FRIDAY	13	0	0	0	0	0	Medicine	0.356323	0.312713	0.432962	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	1	0	1	0	-272	1	0	0	0	0	0	0	0	0	1
163,129	0	Cash loans	F	Y	Y	0	81,000	835,380	35,392.5	675,000	Unaccompanied	Commercial associate	Secondary / secondary special	Married	House / apartment	0.0228	-16,987	-1,515	-3,009	-527	11	1	1	0	1	0	0	Laborers	2	2	2	THURSDAY	9	0	0	0	0	0	Business Entity Type 3	0.356323	0.732589	0.621226	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	4	0	4	0	-3,630	1	0	0	0	0	0	0	0	0	0
160,424	0	Cash loans	F	N	Y	2	112,500	427,869	26,176.5	387,000	Unaccompanied	Commercial associate	Lower secondary	Married	House / apartment	0.035792	-21,509	-112	-7,611	-4,634	7	1	1	0	1	0	0	Cleaning staff	4	2	2	FRIDAY	12	0	0	0	0	0	Self-employed	0.260935	0.426864	0.7463	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
301,175	0	Revolving loans	M	N	N	1	112,500	135,000	6,750	135,000	Unaccompanied	Commercial associate	Secondary / secondary special	Civil marriage	Municipal apartment	0.009334	-10,012	-817	-3,109	-2,647	7	1	1	0	1	0	0	Laborers	3	2	2	THURSDAY	14	1	1	1	1	1	Business Entity Type 3	0.356323	0.409579	0.684828	0.0124	0	0.9866	0.8164	0.0025	0	0.1034	0.0417	0.0833	0.0451	0.0101	0.008	0.0232	0.0238	0.0126	0	0.9866	0.8236	0.0025	0	0.1034	0.0417	0.0833	0.0461	0.011	0.0083	0.0233	0.0252	0.0125	0	0.9866	0.8189	0.0025	0	0.1034	0.0417	0.0833	0.0458	0.0103	0.0081	0.0233	0.0244	reg oper account	block of flats	0.0115	Wooden	No	1	0	1	0	-237	1	0	0	0	0	0	0	0	0	1
375,200	0	Revolving loans	M	Y	N	0	202,500	405,000	20,250	405,000	Other_B	Working	Secondary / secondary special	Married	With parents	0.019101	-11,441	-2,808	-5,553	-2,694	14	1	1	0	1	0	0	Laborers	2	2	2	MONDAY	10	0	0	0	0	0	Other	0.219708	0.557375	0.420611	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	4	0	4	0	-1,738	0	0	0	0	0	0	0	0	1	2
427,108	0	Cash loans	F	N	Y	0	76,500	254,700	16,713	225,000	Unaccompanied	Commercial associate	Secondary / secondary special	Civil marriage	House / apartment	0.00702	-11,458	-2,616	-220	-3,986	7	1	1	0	1	1	0	High skill tech staff	2	2	2	FRIDAY	14	0	0	0	1	1	Government	0.302277	0.355181	0.577969	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	1	0	1	0	-1,355	1	0	0	0	0	0	0	0	0	0
234,987	0	Cash loans	F	N	N	0	90,000	177,768	14,175	135,000	Unaccompanied	Pensioner	Secondary / secondary special	Widow	House / apartment	0.019101	-20,244	365,243	-406	-1,231	7	1	0	0	1	0	0	Laborers	1	2	2	WEDNESDAY	17	0	0	0	0	0	XNA	0.356323	0.20633	0.317032	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-151	0	0	1	0	0	0	0	0	0	4
141,238	0	Cash loans	F	N	Y	0	112,500	253,737	13,018.5	229,500	Unaccompanied	Pensioner	Secondary / secondary special	Separated	House / apartment	0.009175	-24,420	365,243	-1,480	-4,171	7	1	0	0	1	1	0	Laborers	1	2	2	MONDAY	12	0	0	0	0	0	XNA	0.356323	0.684917	0.7463	0.4835	0	0.998	0.9728	0.0634	0	0.4828	0.2083	0.0417	0.2377	0.3261	0.2593	0.3127	0.4804	0.4926	0	0.998	0.9739	0.064	0	0.4828	0.2083	0.0417	0.2431	0.3563	0.2701	0.3152	0.5086	0.4882	0	0.998	0.9732	0.0638	0	0.4828	0.2083	0.0417	0.2418	0.3318	0.2639	0.3144	0.4905	reg oper spec account	block of flats	0.3431	Stone, brick	No	0	0	0	0	-1,205	0	0	1	0	0	0	0	0	0	0
422,878	0	Cash loans	F	Y	Y	0	180,000	755,190	29,677.5	675,000	Unaccompanied	Working	Higher education	Single / not married	House / apartment	0.035792	-21,363	-452	-7,380	-4,894	3	1	1	0	1	0	0	Laborers	1	2	2	FRIDAY	14	0	0	0	1	1	Business Entity Type 3	0.851347	0.696788	0.517297	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	2	0	2	0	-693	0	0	1	0	0	0	0	0	4	1
441,534	0	Cash loans	F	N	Y	1	180,000	548,307	30,744	468,000	Unaccompanied	Commercial associate	Secondary / secondary special	Single / not married	House / apartment	0.025164	-15,761	-1,876	-9,833	-4,373	7	1	1	0	1	0	1	Private service staff	2	2	2	MONDAY	15	0	0	0	0	0	Business Entity Type 3	0.660376	0.305739	0.656158	0.0619	0.0612	0.9846	0.7892	0.0282	0	0.1379	0.1667	0.2083	0.1268	0.0504	0.0631	0	0	0.063	0.0635	0.9846	0.7975	0.0284	0	0.1379	0.1667	0.2083	0.1297	0.0551	0.0658	0	0	0.0625	0.0612	0.9846	0.792	0.0284	0	0.1379	0.1667	0.2083	0.129	0.0513	0.0643	0	0	not specified	block of flats	0.0651	Panel	No	1	0	1	0	-1,618	1	0	0	0	0	0	0	1	0	1
248,670	0	Cash loans	F	N	Y	0	180,000	567,000	24,151.5	567,000	Unaccompanied	Commercial associate	Secondary / secondary special	Civil marriage	House / apartment	0.026392	-16,959	-1,972	-6,391	-488	7	1	1	1	1	1	0	Laborers	2	2	2	WEDNESDAY	11	0	0	0	0	0	Business Entity Type 3	0.820883	0.760218	0.733815	0.0691	0	0.9916	0.8232	0	0.08	0.069	0.3333	0.2083	0	0.0504	0.0762	0	0	0.0704	0	0.9916	0.8301	0	0.0806	0.069	0.3333	0.2083	0	0.0551	0.0794	0	0	0.0697	0	0.9916	0.8256	0	0.08	0.069	0.3333	0.2083	0	0.0513	0.0776	0	0	reg oper account	block of flats	0.06	Others	No	0	0	0	0	-2,934	1	0	0	0	0	0	0	1	0	1
429,738	0	Cash loans	F	N	Y	0	292,500	585,000	19,462.5	585,000	Unaccompanied	Pensioner	Secondary / secondary special	Widow	House / apartment	0.018209	-20,985	365,243	-10,492	-4,326	7	1	0	0	1	1	0	Laborers	1	3	3	WEDNESDAY	11	0	0	0	0	0	XNA	0.356323	0.486819	0.385915	0.1485	0.1154	0.9856	0.8232	0	0.16	0.1379	0.3333	0.2083	0.0811	0.0504	0.1044	0	0.0082	0.1513	0.1197	0.9856	0.8301	0	0.1611	0.1379	0.3333	0.2083	0.0829	0.0551	0.1088	0	0.0087	0.1499	0.1154	0.9856	0.8256	0	0.16	0.1379	0.3333	0.2083	0.0825	0.0513	0.1063	0	0.0084	reg oper account	block of flats	0.1246	Panel	No	6	0	6	0	-1,865	1	0	0	0	0	0	0	0	0	1
452,595	0	Cash loans	F	Y	Y	3	112,500	177,903	13,896	148,500	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.035792	-14,734	-1,561	-8,513	-1,561	35	1	1	0	1	0	0	Core staff	5	2	2	WEDNESDAY	9	0	0	0	0	0	Kindergarten	0.356323	0.287338	0.245851	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	3	0	3	0	-2,817	1	0	0	0	0	0	0	0	0	2
125,351	0	Cash loans	F	N	Y	0	112,500	808,650	23,773.5	675,000	Unaccompanied	Pensioner	Secondary / secondary special	Single / not married	Municipal apartment	0.009334	-18,304	365,243	-4,062	-1,863	7	1	0	0	1	0	0	Laborers	1	2	2	THURSDAY	14	0	0	0	0	0	XNA	0.356323	0.689303	0.626304	0.0825	0.0485	0.9791	0.7144	0.0087	0	0.1379	0.1667	0.2083	0.0182	0.0504	0.053	0	0	0.084	0.0503	0.9791	0.7256	0.0088	0	0.1379	0.1667	0.2083	0.0187	0.0551	0.0553	0	0	0.0833	0.0485	0.9791	0.7182	0.0088	0	0.1379	0.1667	0.2083	0.0186	0.0513	0.054	0	0	reg oper account	block of flats	0.0465	Panel	No	1	1	1	1	-2,246	0	0	1	0	0	0	0	0	1	0
408,677	0	Cash loans	M	Y	Y	0	229,500	778,801.5	42,376.5	684,000	Family	State servant	Secondary / secondary special	Married	House / apartment	0.010147	-12,380	-3,999	-3,504	-4,920	7	1	1	1	1	1	0	Core staff	2	2	2	MONDAY	11	0	0	0	0	0	Police	0.151599	0.759791	0.665855	0.0825	0.0735	0.9776	0.694	0	0	0.1724	0.1667	0.2083	0.0815	0.0672	0.0481	0	0	0.084	0.0762	0.9777	0.706	0	0	0.1724	0.1667	0.2083	0.0833	0.0735	0.0501	0	0	0.0833	0.0735	0.9776	0.6981	0	0	0.1724	0.1667	0.2083	0.0829	0.0684	0.0489	0	0	reg oper account	block of flats	0.0562	Panel	No	0	0	0	0	-2,740	1	0	0	0	0	0	0	1	0	0
434,842	0	Cash loans	M	N	N	0	180,000	254,700	27,558	225,000	Unaccompanied	State servant	Secondary / secondary special	Married	With parents	0.006629	-9,980	-1,534	-9,775	-1,480	7	1	1	0	1	0	0	Drivers	2	2	2	MONDAY	10	0	0	0	0	0	Government	0.356323	0.304728	0.718033	0.0825	0	0.9851	0.8232	0	0	0.069	0.0363	0.2083	0	0.0504	0	0	0	0.084	0	0.9841	0.8301	0	0	0.069	0.0417	0.2083	0	0.0551	0	0	0	0.0833	0	0.9846	0.8256	0	0	0.069	0.0417	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0.0166	Wooden	No	3	0	3	0	0	0	0	0	1	0	0	0	0	0	2
302,338	0	Cash loans	M	Y	N	0	180,000	562,491	21,555	454,500	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.04622	-11,139	-370	-6,517	-2,577	22	1	1	0	1	0	0	Laborers	1	1	1	WEDNESDAY	13	1	1	0	0	0	Business Entity Type 3	0.174803	0.383309	0.54781	0.1021	0.1196	0.9891	0.8504	0.0097	0	0.1724	0.1667	0.2083	0	0.0832	0.1181	0	0	0.104	0.1241	0.9891	0.8563	0.0098	0	0.1724	0.1667	0.2083	0	0.0909	0.1231	0	0	0.1031	0.1196	0.9891	0.8524	0.0097	0	0.1724	0.1667	0.2083	0	0.0847	0.1202	0	0	reg oper account	block of flats	0.0748	Panel	No	4	0	4	0	0	0	0	0	1	0	0	0	0	0	1
388,230	0	Cash loans	F	N	Y	0	90,000	454,500	16,825.5	454,500	Unaccompanied	Pensioner	Secondary / secondary special	Civil marriage	House / apartment	0.019101	-20,279	365,243	-5,410	-3,729	7	1	0	0	1	0	0	Laborers	2	2	2	TUESDAY	8	0	0	0	0	0	XNA	0.356323	0.580682	0.595456	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-256	1	0	0	0	0	0	0	0	0	3
138,462	0	Revolving loans	M	Y	Y	1	157,500	270,000	13,500	270,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.010643	-10,507	-1,141	-1,693	-2,777	19	1	1	0	1	0	0	Managers	3	2	2	TUESDAY	14	0	0	0	0	0	Other	0.173654	0.636183	0.122955	0.167	0	0.9935	0.9116	0.0363	0.16	0.1379	0.3333	0.0417	0.0214	0.1362	0.1871	0	0	0.1702	0	0.9935	0.9151	0.0366	0.1611	0.1379	0.3333	0.0417	0.0219	0.1488	0.195	0	0	0.1686	0	0.9935	0.9128	0.0365	0.16	0.1379	0.3333	0.0417	0.0217	0.1385	0.1905	0	0	reg oper spec account	block of flats	0.167	Panel	No	5	0	5	0	-883	0	0	0	0	0	0	0	0	0	1
153,478	0	Revolving loans	M	N	Y	2	112,500	270,000	13,500	270,000	Family	Pensioner	Secondary / secondary special	Married	House / apartment	0.030755	-17,929	365,243	-5,361	-1,083	7	1	0	0	1	0	1	Laborers	4	2	2	WEDNESDAY	12	0	0	0	0	0	XNA	0.639153	0.162192	0.517297	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	4	0	3	0	-308	0	0	0	0	0	0	0	0	0	0
270,045	0	Cash loans	F	N	Y	1	157,500	956,574	48,969	855,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.025164	-14,320	-2,511	-6,141	-6,156	7	1	1	1	1	1	1	Core staff	3	2	2	SUNDAY	8	0	0	0	0	0	Kindergarten	0.356323	0.632007	0.326475	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-2,672	1	0	0	0	0	0	0	0	0	4
405,177	0	Cash loans	M	Y	N	1	225,000	1,800,000	49,500	1,800,000	Unaccompanied	Working	Higher education	Married	House / apartment	0.020713	-15,854	-5,832	-2,557	-4,432	11	1	1	1	1	1	0	Sales staff	3	3	2	THURSDAY	6	0	0	0	0	0	Business Entity Type 3	0.732445	0.548548	0.203252	0.133	0	0.9965	0.9524	0.0432	0.12	0.1034	0.375	0.2083	0.3944	0.1034	0.1578	0.0232	0.1011	0.1355	0	0.9965	0.9543	0.0436	0.1208	0.1034	0.375	0.2083	0.4034	0.1129	0.1644	0.0233	0.107	0.1343	0	0.9965	0.953	0.0434	0.12	0.1034	0.375	0.2083	0.4013	0.1052	0.1606	0.0233	0.1032	reg oper account	block of flats	0.1697	Stone, brick	No	6	0	6	0	-795	0	0	0	1	1	0	1	0	1	5
269,183	0	Revolving loans	M	N	Y	0	315,000	450,000	22,500	450,000	Unaccompanied	Working	Incomplete higher	Married	House / apartment	0.011657	-19,384	-1,845	-1,731	-2,868	7	1	1	0	1	0	0	High skill tech staff	2	1	1	SATURDAY	11	1	1	0	0	0	Business Entity Type 3	0.682999	0.628971	0.622922	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-203	0	0	0	0	0	0	0	1	0	5
241,203	0	Cash loans	F	N	Y	0	247,500	785,398.5	32,116.5	702,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.031329	-18,827	-3,479	-5,568	-2,313	7	1	1	0	1	0	0	Medicine staff	2	2	2	MONDAY	15	0	0	0	0	0	Medicine	0.356323	0.631463	0.276441	0.132	0.054	0.9861	0.8096	0.0364	0.08	0.0345	0.625	0.6667	0.0765	0.1076	0.1125	0	0.0017	0.1345	0.0561	0.9861	0.8171	0.0366	0.0806	0.0345	0.625	0.6667	0.0759	0.1175	0.1169	0	0	0.1332	0.054	0.9861	0.8121	0.0367	0.08	0.0345	0.625	0.6667	0.0779	0.1095	0.1145	0	0.0018	reg oper account	block of flats	0.0886	Panel	No	0	0	0	0	-867	0	0	0	0	0	0	0	0	2	7
263,238	0	Revolving loans	F	N	Y	1	360,000	270,000	13,500	270,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.011657	-12,262	-2,700	-5,421	-4,186	7	1	1	0	1	0	0	Managers	2	1	1	FRIDAY	16	1	1	0	0	0	Self-employed	0.85115	0.677485	0.770087	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-1,697	0	0	0	0	0	0	0	9	0	0
184,549	0	Cash loans	F	N	N	0	90,000	254,700	20,250	225,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	With parents	0.018029	-8,970	-2,073	-3,737	-1,632	7	1	1	1	1	0	0	Laborers	1	3	3	WEDNESDAY	13	0	0	0	1	1	Business Entity Type 3	0.292091	0.221399	0.438281	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	2	0	2	0	-762	1	0	0	0	0	0	0	0	0	2
363,188	0	Cash loans	F	N	Y	0	247,500	781,920	61,906.5	675,000	Unaccompanied	Working	Higher education	Married	House / apartment	0.006305	-18,126	-896	-2,271	-1,656	7	1	1	0	1	0	0	Medicine staff	2	3	3	SATURDAY	7	0	0	0	1	1	Medicine	0.637028	0.316178	0.321735	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	8	0	8	0	-599	1	0	0	0	0	0	0	0	0	2
267,756	0	Cash loans	M	N	N	1	135,000	254,700	17,019	225,000	Unaccompanied	Working	Higher education	Married	House / apartment	0.018634	-11,887	-831	-5,805	-4,078	7	1	1	1	1	1	0	Core staff	3	2	2	FRIDAY	14	0	0	1	1	0	Business Entity Type 3	0.356323	0.659858	0.706205	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-740	0	1	0	0	0	0	0	0	0	3
211,949	0	Cash loans	M	Y	Y	1	157,500	728,460	46,683	675,000	Family	Pensioner	Secondary / secondary special	Married	House / apartment	0.030755	-17,981	365,243	-4,067	-1,529	12	1	0	0	1	0	0	Laborers	3	2	2	MONDAY	11	0	0	0	0	0	XNA	0.356323	0.63076	0.631355	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-428	1	0	0	0	0	0	0	0	0	1
151,124	0	Revolving loans	F	N	Y	2	112,500	405,000	20,250	405,000	Unaccompanied	Commercial associate	Secondary / secondary special	Married	House / apartment	0.035792	-17,093	-101	-2,927	-623	7	1	1	0	1	0	0	Laborers	4	2	2	THURSDAY	18	0	0	0	0	0	Construction	0.806453	0.619482	0.501075	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-852	0	0	0	0	0	0	0	0	1	2
315,129	0	Revolving loans	F	N	Y	0	135,000	157,500	7,875	157,500	Family	Working	Secondary / secondary special	Married	House / apartment	0.020713	-23,032	-1,127	-8,396	-4,146	7	1	1	0	1	0	0	Laborers	2	3	2	SATURDAY	8	0	0	0	0	0	Medicine	0.356323	0.53097	0.411849	0.1701	0.1208	0.9886	0.8436	0.1527	0.2	0.1724	0.375	0.4167	0.0227	0.1378	0.2002	0.0039	0.0525	0.1733	0.1253	0.9886	0.8497	0.1541	0.2014	0.1724	0.375	0.4167	0.0232	0.1506	0.2086	0.0039	0.0556	0.1718	0.1208	0.9886	0.8457	0.1536	0.2	0.1724	0.375	0.4167	0.0231	0.1402	0.2038	0.0039	0.0536	reg oper account	block of flats	0.1689	Panel	No	0	0	0	0	-758	0	0	0	0	0	0	0	1	0	1
384,822	0	Cash loans	F	N	Y	1	135,000	702,000	24,871.5	702,000	Unaccompanied	Commercial associate	Secondary / secondary special	Married	House / apartment	0.010276	-12,557	-1,847	-564	-4,474	7	1	1	0	1	0	0	Laborers	3	2	2	WEDNESDAY	15	0	0	0	0	0	Business Entity Type 3	0.356323	0.610223	0.149167	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	2	2	2	2	-1,603	1	0	0	0	0	0	0	0	2	5
402,961	0	Cash loans	F	Y	N	0	157,500	346,968	18,963	274,500	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.030755	-7,926	-224	-2,795	-602	6	1	1	0	1	0	0	Sales staff	1	2	2	FRIDAY	14	0	0	0	0	0	Trade: type 3	0.124289	0.370518	0.7463	0.0825	0	0.9518	0.8232	0	0	0.0345	0	0.2083	0.0069	0.0504	0.0024	0	0	0.084	0	0.9518	0.8301	0	0	0.0345	0	0.2083	0.0071	0.0551	0.0025	0	0	0.0833	0	0.9518	0.8256	0	0	0.0345	0	0.2083	0.007	0.0513	0.0025	0	0	reg oper account	block of flats	0.0021	Panel	Yes	0	0	0	0	-114	0	0	0	0	0	0	0	0	0	0
172,639	0	Cash loans	M	Y	N	2	315,000	592,560	25,236	450,000	Unaccompanied	Commercial associate	Higher education	Married	House / apartment	0.04622	-14,615	-1,546	-3,783	-5,199	13	1	1	0	1	0	0	Managers	4	1	1	MONDAY	12	1	1	0	0	0	Business Entity Type 3	0.607846	0.315795	0.652897	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-573	0	0	0	1	0	0	0	0	0	2
210,293	1	Cash loans	F	N	Y	0	90,000	640,080	31,261.5	450,000	Family	Commercial associate	Higher education	Married	House / apartment	0.030755	-15,721	-1,298	-4,180	-4,180	7	1	1	0	1	0	0	Sales staff	2	2	2	FRIDAY	11	0	0	0	0	0	Self-employed	0.425607	0.640761	0.240541	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	2	1	2	1	-532	1	0	0	0	0	0	0	0	2	3
233,560	0	Revolving loans	F	N	Y	1	292,500	810,000	40,500	810,000	Unaccompanied	Commercial associate	Higher education	Single / not married	House / apartment	0.035792	-13,698	-2,034	-4,304	-4,902	7	1	1	0	1	0	0	Medicine staff	2	2	2	MONDAY	13	0	0	0	0	0	Business Entity Type 3	0.356323	0.636324	0.593718	0.1732	0.0785	0.9935	0.8232	0	0.24	0.1034	0.4583	0.2083	0.2983	0.0504	0.1974	0	0.0266	0.1765	0.0815	0.9935	0.8301	0	0.2417	0.1034	0.4583	0.2083	0.3051	0.0551	0.2056	0	0.0281	0.1749	0.0785	0.9935	0.8256	0	0.24	0.1034	0.4583	0.2083	0.3035	0.0513	0.2009	0	0.0271	reg oper account	block of flats	0.161	Block	No	1	0	1	0	-656	0	0	0	0	0	0	0	0	1	0
336,674	0	Cash loans	M	Y	Y	1	196,564.5	225,000	6,318	225,000	Unaccompanied	State servant	Secondary / secondary special	Married	House / apartment	0.01452	-9,556	-2,255	-6,173	-1,449	10	1	1	0	1	0	0	Laborers	3	2	2	WEDNESDAY	13	0	0	0	1	1	Emergency	0.386339	0.62921	0.709189	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	7	0	5	0	-210	0	0	0	1	0	0	0	0	0	1
223,446	0	Cash loans	M	N	N	0	157,500	700,830	27,283.5	585,000	Unaccompanied	Commercial associate	Secondary / secondary special	Separated	House / apartment	0.072508	-17,745	-109	-9,449	-1,286	7	1	1	0	1	0	0	Sales staff	1	1	1	TUESDAY	19	0	0	0	0	0	Telecom	0.356323	0.74511	0.447179	0.1378	0.0783	0.9816	0.7484	0.0689	0.16	0.0917	0.5275	0.5692	0.0147	0.1118	0.0955	0.0025	0.0474	0.1334	0.0708	0.9816	0.7583	0.0184	0.1611	0.069	0.625	0.6667	0.0125	0.1166	0.0942	0.0039	0	0.1343	0.0682	0.9816	0.7518	0.0931	0.16	0.069	0.625	0.6667	0.0135	0.1095	0.0998	0.0039	0.0013	reg oper account	block of flats	0.1117	Panel	No	0	0	0	0	-2,083	1	0	0	0	0	0	0	0	0	4
429,461	0	Cash loans	F	N	Y	2	112,500	250,614	21,640.5	202,500	Family	Working	Higher education	Married	House / apartment	0.04622	-10,115	-885	-929	-810	7	1	1	0	1	0	0	Core staff	4	1	1	SUNDAY	16	0	0	0	0	0	Business Entity Type 1	0.420804	0.669933	0.216403	0.1113	0.0736	0.9965	0.9524	0.0805	0.12	0.1034	0.3333	0.375	0.0174	0.0908	0.1248	0	0	0.1134	0.0764	0.9965	0.9543	0.0812	0.1208	0.1034	0.3333	0.375	0.0178	0.0992	0.13	0	0	0.1124	0.0736	0.9965	0.953	0.081	0.12	0.1034	0.3333	0.375	0.0177	0.0923	0.127	0	0	reg oper spec account	block of flats	0.1449	Mixed	No	1	0	1	0	-340	1	0	0	0	0	0	0	1	0	5
145,498	0	Cash loans	F	Y	N	1	180,000	983,299.5	39,127.5	904,500	Family	Working	Secondary / secondary special	Married	House / apartment	0.010147	-13,261	-4,290	-3,021	-4,769	14	1	1	0	1	0	0	Laborers	3	2	2	SATURDAY	15	0	0	0	0	0	Business Entity Type 2	0.493747	0.679074	0.408359	0.0722	0.0706	0.9876	0.83	0	0	0.0345	0.1667	0.2083	0.0692	0.0588	0.0486	0	0	0.0735	0.0733	0.9876	0.8367	0	0	0.0345	0.1667	0.2083	0.0708	0.0643	0.0506	0	0	0.0729	0.0706	0.9876	0.8323	0	0	0.0345	0.1667	0.2083	0.0704	0.0599	0.0495	0	0	reg oper account	block of flats	0.0382	Stone, brick	No	5	0	5	0	-1,956	1	0	0	0	0	0	0	0	2	1
165,480	0	Cash loans	F	N	Y	0	90,000	490,495.5	26,262	454,500	Unaccompanied	State servant	Secondary / secondary special	Widow	House / apartment	0.0105	-17,130	-5,183	-10,110	-651	7	1	1	1	1	0	0	Managers	1	3	3	TUESDAY	10	0	0	0	1	1	Government	0.356323	0.639653	0.643026	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	6	0	6	0	-1,241	1	0	0	0	0	0	0	0	0	0
179,085	0	Cash loans	M	Y	Y	0	247,500	965,871	34,821	733,500	Family	Working	Secondary / secondary special	Married	House / apartment	0.035792	-20,660	-1,036	-12,716	-3,925	15	1	1	0	1	0	0	Security staff	2	2	2	SATURDAY	11	0	0	1	1	0	Security	0.356323	0.645679	0.353988	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-766	1	0	0	0	0	0	0	0	0	2
118,987	0	Cash loans	F	Y	Y	1	157,500	1,011,955.5	43,006.5	904,500	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.025164	-17,468	-8,937	-764	-1,002	65	1	1	0	1	0	0	Laborers	3	2	2	TUESDAY	10	0	0	0	0	0	Transport: type 2	0.356323	0.518903	0.749022	0.2031	0.1344	0.9906	0.8708	0.3182	0.2	0.1724	0.375	0.4167	0.1447	0.1631	0.2179	0.0116	0.0162	0.2069	0.1394	0.9906	0.8759	0.3211	0.2014	0.1724	0.375	0.4167	0.148	0.1781	0.227	0.0117	0.0172	0.2051	0.1344	0.9906	0.8725	0.3202	0.2	0.1724	0.375	0.4167	0.1472	0.1659	0.2218	0.0116	0.0165	reg oper spec account	block of flats	0.174	Panel	No	7	0	7	0	-2,521	1	0	0	0	0	0	0	0	1	0
200,848	0	Cash loans	F	Y	Y	0	283,500	1,003,500	27,724.5	1,003,500	Unaccompanied	Commercial associate	Higher education	Married	House / apartment	0.025164	-15,461	-612	-2,703	-4,593	6	1	1	0	1	0	0	Core staff	2	2	2	THURSDAY	12	0	0	1	1	0	Insurance	0.301092	0.629001	0.572683	0.1052	0.0983	0.9911	0.8776	0.0211	0.12	0.1724	0.3333	0.2083	0.02	0.0857	0.1171	0	0	0.1071	0.102	0.9911	0.8824	0.0213	0.1208	0.1724	0.3333	0.2083	0.0205	0.0937	0.122	0	0	0.1062	0.0983	0.9911	0.8792	0.0213	0.12	0.1724	0.3333	0.2083	0.0204	0.0872	0.1192	0	0	reg oper account	block of flats	0.1046	Panel	No	0	0	0	0	0	0	0	0	0	0	0	0	0	0	5
195,212	0	Revolving loans	F	N	Y	0	99,000	225,000	11,250	225,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.009549	-19,110	-1,295	-1,881	-2,651	7	1	1	0	1	0	0	High skill tech staff	1	2	2	WEDNESDAY	13	0	0	0	0	0	Business Entity Type 3	0.356323	0.602352	0.7463	0.0732	0.0792	0.9836	0.7756	0.0114	0.04	0.1724	0.25	0.2917	0.0657	0.0597	0.1232	0	0	0.0735	0.0472	0.9836	0.7844	0.0087	0	0.2069	0.1667	0.2083	0.0607	0.0643	0.0839	0	0	0.0739	0.0843	0.9836	0.7786	0.0115	0.04	0.2069	0.25	0.2917	0.0669	0.0607	0.0846	0	0	reg oper spec account	block of flats	0.2104	Stone, brick	No	0	0	0	0	-993	0	0	0	0	0	0	0	0	1	7
418,932	0	Cash loans	F	N	N	0	135,000	188,460	11,385	135,000	Unaccompanied	Working	Secondary / secondary special	Civil marriage	Municipal apartment	0.010032	-10,607	-1,459	-4,148	-3,018	7	1	1	1	1	1	0	Waiters/barmen staff	2	2	2	THURSDAY	12	0	0	0	0	0	Self-employed	0.356323	0.360598	0.683269	0.0986	0.0814	0.9861	0.8096	0.0257	0.1	0.0862	0.3542	0.4025	0.0308	0.0874	0.0918	0.0025	0.0466	0.0756	0.0616	0.9856	0.8105	0.0173	0.0806	0.069	0.3333	0.4167	0.0222	0.0661	0.0546	0	0	0.0843	0.0636	0.9856	0.8121	0.02	0.08	0.069	0.3542	0.4167	0.0323	0.0684	0.0821	0	0.0438	reg oper account	block of flats	0.0607	Panel	No	0	0	0	0	-795	1	0	0	0	0	0	0	0	0	2
251,550	0	Cash loans	F	N	Y	2	135,000	621,000	20,160	621,000	Unaccompanied	Pensioner	Secondary / secondary special	Widow	House / apartment	0.01885	-14,576	365,243	-8,751	-4,999	7	1	0	0	1	0	0	Laborers	3	2	2	FRIDAY	10	0	0	0	0	0	XNA	0.672209	0.677733	0.7463	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-1,928	0	0	1	0	0	0	0	0	0	0
409,232	0	Revolving loans	F	N	Y	1	180,000	1,237,500	61,875	1,237,500	Family	Working	Secondary / secondary special	Married	House / apartment	0.032561	-12,362	-450	-8	-4,194	7	1	1	0	1	0	0	Core staff	3	1	1	WEDNESDAY	16	0	0	0	0	0	Kindergarten	0.356323	0.716025	0.391055	0.8392	0.4221	0.9811	0.7416	0	0.88	0.7586	0.3333	0.2083	0.6043	0.0504	0.7843	0	0.345	0.855	0.438	0.9811	0.7517	0	0.8862	0.7586	0.3333	0.2083	0.6181	0.0551	0.8172	0	0.3652	0.8473	0.4221	0.9811	0.7451	0	0.88	0.7586	0.3333	0.2083	0.6148	0.0513	0.7984	0	0.3522	reg oper account	block of flats	0.6924	Panel	No	0	0	0	0	-299	0	0	0	0	0	0	0	0	0	0
211,998	0	Revolving loans	F	N	Y	0	121,500	337,500	16,875	337,500	Unaccompanied	Working	Secondary / secondary special	Civil marriage	House / apartment	0.020713	-19,498	-1,920	-2,752	-3,027	7	1	1	1	1	1	0	Sales staff	2	3	3	THURSDAY	15	0	0	0	0	0	Self-employed	0.766486	0.700925	0.472253	0.0412	0.0206	0.9886	0.8436	0.0105	0.08	0.0345	0.4583	0.5	0.0367	0.0336	0.0464	0	0.0114	0.042	0.0214	0.9886	0.8497	0.0106	0.0806	0.0345	0.4583	0.5	0.0375	0.0367	0.0484	0	0.012	0.0416	0.0206	0.9886	0.8457	0.0105	0.08	0.0345	0.4583	0.5	0.0373	0.0342	0.0472	0	0.0116	reg oper account	block of flats	0.0447	Panel	No	0	0	0	0	-1,703	0	0	0	0	0	0	0	0	0	1
278,574	0	Cash loans	F	N	N	1	171,000	720,000	38,358	720,000	Unaccompanied	Commercial associate	Higher education	Married	House / apartment	0.026392	-13,858	-1,172	-1,450	-4,062	7	1	1	0	1	1	0	Core staff	3	2	2	TUESDAY	18	0	0	0	0	0	Business Entity Type 3	0.356323	0.735594	0.362277	0.0784	0	0.9727	0.8232	0	0	0.1379	0.1667	0.2083	0.0522	0.0504	0.0614	0	0.0097	0.0798	0	0.9727	0.8301	0	0	0.1379	0.1667	0.2083	0.0534	0.0551	0.064	0	0.0103	0.0791	0	0.9727	0.8256	0	0	0.1379	0.1667	0.2083	0.0531	0.0513	0.0625	0	0.0099	reg oper account	block of flats	0.0504	Stone, brick	No	1	0	1	0	-944	1	0	0	0	0	0	0	1	0	1
289,904	0	Cash loans	F	N	Y	0	157,500	584,014.5	23,292	522,000	Unaccompanied	Pensioner	Secondary / secondary special	Single / not married	House / apartment	0.010032	-23,293	365,243	-4,077	-4,590	7	1	0	0	1	0	0	Laborers	1	2	2	SUNDAY	8	0	0	0	0	0	XNA	0.356323	0.574707	0.664248	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-651	0	0	1	0	0	0	0	0	0	3
306,349	0	Cash loans	M	N	Y	0	112,500	741,276	24,043.5	531,000	Spouse, partner	Commercial associate	Higher education	Married	House / apartment	0.019689	-20,290	-3,150	-236	-3,551	7	1	1	0	1	0	0	Managers	2	2	2	WEDNESDAY	17	0	0	0	0	0	Self-employed	0.527722	0.743816	0.636376	0.0928	0.0048	0.9786	0.7076	0.0191	0	0.2069	0.1667	0.0417	0	0.0756	0.076	0	0	0.0945	0.005	0.9786	0.719	0.0193	0	0.2069	0.1667	0.0417	0	0.0826	0.0792	0	0	0.0937	0.0048	0.9786	0.7115	0.0192	0	0.2069	0.1667	0.0417	0	0.077	0.0774	0	0	reg oper spec account	block of flats	0.0598	Panel	No	7	0	7	0	-1,631	1	0	0	0	0	0	0	0	0	4
126,698	0	Cash loans	F	N	N	0	112,500	634,482	20,466	454,500	Unaccompanied	Pensioner	Secondary / secondary special	Civil marriage	House / apartment	0.025164	-22,794	365,243	-14,916	-4,506	7	1	0	0	1	1	0	Laborers	2	2	2	MONDAY	11	0	0	0	0	0	XNA	0.356323	0.509174	0.357293	0.0825	0.0786	0.9752	0.66	0.0098	0	0.1379	0.1667	0.2083	0.0682	0.0672	0.0714	0	0	0.084	0.0816	0.9752	0.6733	0.0098	0	0.1379	0.1667	0.2083	0.0697	0.0735	0.0744	0	0	0.0833	0.0786	0.9752	0.6645	0.0098	0	0.1379	0.1667	0.2083	0.0694	0.0684	0.0727	0	0	reg oper account	block of flats	0.0615	Panel	No	0	0	0	0	-742	0	1	0	0	0	0	0	0	0	2
241,318	0	Cash loans	F	Y	Y	2	126,000	314,100	13,963.5	225,000	Family	Working	Secondary / secondary special	Married	House / apartment	0.025164	-14,673	-522	-1,206	-5,043	12	1	1	1	1	0	0	High skill tech staff	4	2	2	FRIDAY	12	0	0	0	0	0	Business Entity Type 3	0.533371	0.181112	0.479449	0.2309	0.1093	0.9816	0.7484	0.0623	0.16	0.1379	0.3333	0.375	0.0753	0.1841	0.205	0.0193	0.0481	0.2353	0.1134	0.9816	0.7583	0.0629	0.1611	0.1379	0.3333	0.375	0.077	0.2011	0.2136	0.0195	0.0509	0.2332	0.1093	0.9816	0.7518	0.0627	0.16	0.1379	0.3333	0.375	0.0766	0.1873	0.2087	0.0194	0.0491	reg oper account	block of flats	0.2063	Block	No	0	0	0	0	-2,764	1	0	0	0	0	0	0	0	0	3
325,672	0	Cash loans	M	Y	Y	2	76,500	601,470	32,760	450,000	Family	Working	Secondary / secondary special	Married	House / apartment	0.003069	-16,108	-2,549	-6,770	-5,185	31	1	1	0	1	0	0	Laborers	4	3	3	WEDNESDAY	10	0	0	0	1	1	Industry: type 11	0.740614	0.623571	0.657784	0.0412	0.0327	0.9786	0.8232	0	0	0.1724	0.1667	0.2083	0.0475	0.0504	0.0486	0	0	0.042	0.034	0.9786	0.8301	0	0	0.1724	0.1667	0.2083	0.0485	0.0551	0.0506	0	0	0.0416	0.0327	0.9786	0.8256	0	0	0.1724	0.1667	0.2083	0.0483	0.0513	0.0495	0	0	reg oper account	block of flats	0.056	Stone, brick	No	2	0	2	0	-2,153	0	0	0	1	0	0	0	0	0	3
358,685	0	Cash loans	F	N	Y	0	202,500	1,006,920	42,790.5	900,000	Family	Commercial associate	Secondary / secondary special	Married	House / apartment	0.005084	-16,579	-3,857	-1,308	-111	7	1	1	0	1	0	0	Laborers	2	2	2	THURSDAY	13	0	0	0	1	1	Business Entity Type 2	0.356323	0.595981	0.626304	0.0928	0.1021	0.9826	0.8232	0	0	0.2069	0.1667	0.2083	0	0.0504	0.0459	0	0	0.0945	0.106	0.9826	0.8301	0	0	0.2069	0.1667	0.2083	0	0.0551	0.0478	0	0	0.0937	0.1021	0.9826	0.8256	0	0	0.2069	0.1667	0.2083	0	0.0513	0.0467	0	0	reg oper account	block of flats	0.0603	Stone, brick	No	0	0	0	0	-1,542	1	0	0	0	0	0	0	0	0	7
369,897	0	Cash loans	F	N	Y	0	81,000	904,216.5	46,296	742,500	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.019101	-18,858	-751	-7,646	-2,409	7	1	1	0	1	0	0	Sales staff	2	2	2	WEDNESDAY	15	0	0	0	0	0	Trade: type 7	0.305478	0.505408	0.7463	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	1	0	1	0	-863	1	0	0	0	0	0	0	0	0	0
127,661	0	Cash loans	F	N	Y	0	112,500	450,000	21,888	450,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.031329	-11,096	-2,094	-1,739	-3,619	7	1	1	0	1	0	0	Laborers	2	2	2	MONDAY	12	0	0	0	0	0	Business Entity Type 3	0.356323	0.590932	0.347418	0.0134	0	0.9647	0.5172	0.0114	0	0.069	0.0833	0.125	0.0542	0.0101	0.0346	0.0039	0.0013	0.0137	0	0.9647	0.5361	0.0115	0	0.069	0.0833	0.125	0.0554	0.011	0.0361	0.0039	0.0014	0.0135	0	0.9647	0.5237	0.0115	0	0.069	0.0833	0.125	0.0551	0.0103	0.0353	0.0039	0.0013	reg oper account	block of flats	0.0275	Stone, brick	No	4	3	4	2	-1,099	1	0	0	0	0	0	0	0	0	1
139,133	1	Cash loans	M	N	Y	0	180,000	521,280	47,938.5	450,000	Unaccompanied	Commercial associate	Secondary / secondary special	Single / not married	With parents	0.010032	-9,753	-400	-1,798	-2,008	7	1	1	0	1	1	0	Laborers	1	2	2	MONDAY	9	0	0	0	0	0	Self-employed	0.356323	0.154471	0.576209	0.0722	0.0676	0.9791	0.7144	0.029	0	0.1379	0.1667	0.2083	0.0473	0.0588	0.0678	0.0039	0	0.0735	0.0702	0.9791	0.7256	0.0293	0	0.1379	0.1667	0.2083	0.0484	0.0643	0.0707	0.0039	0	0.0729	0.0676	0.9791	0.7182	0.0292	0	0.1379	0.1667	0.2083	0.0482	0.0599	0.0691	0.0039	0	reg oper account	block of flats	0.0692	Stone, brick	No	0	0	0	0	-11	1	0	0	0	0	0	0	0	0	2
454,119	0	Cash loans	M	Y	Y	2	103,500	302,206.5	15,561	229,500	Family	Working	Secondary / secondary special	Married	House / apartment	0.006008	-14,087	-1,597	-6,776	-4,368	9	1	1	0	1	0	0	Drivers	4	2	2	THURSDAY	15	0	0	0	0	0	Industry: type 1	0.144734	0.695617	0.726711	0.1701	0.1612	0.9861	0.8096	0.0237	0	0.3793	0.1667	0.2083	0.0945	0.1387	0.1516	0	0	0.1733	0.1673	0.9861	0.8171	0.0239	0	0.3793	0.1667	0.2083	0.0967	0.1515	0.158	0	0	0.1718	0.1612	0.9861	0.8121	0.0238	0	0.3793	0.1667	0.2083	0.0961	0.1411	0.1543	0	0	reg oper account	block of flats	0.1322	Stone, brick	No	4	2	4	0	-822	1	0	0	0	0	0	0	0	0	2
343,849	0	Cash loans	M	N	Y	2	225,000	104,256	11,074.5	90,000	Unaccompanied	State servant	Secondary / secondary special	Married	House / apartment	0.002506	-13,739	-1,915	-3,744	-4,220	7	1	1	0	1	0	0	Laborers	4	2	2	TUESDAY	3	0	0	0	0	0	Military	0.356323	0.580793	0.331251	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-572	1	0	0	0	0	0	0	1	1	1
415,682	0	Cash loans	F	N	Y	1	157,500	783,000	26,005.5	783,000	Unaccompanied	Commercial associate	Higher education	Married	House / apartment	0.025164	-12,871	-3,014	-1,757	-5,215	7	1	1	0	1	1	0	Core staff	3	2	2	TUESDAY	12	0	0	0	0	0	University	0.356323	0.763321	0.782608	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	2	0	2	0	-745	1	0	0	0	0	0	0	1	0	1
433,108	0	Cash loans	M	N	N	0	315,000	1,800,000	49,500	1,800,000	Family	Commercial associate	Higher education	Married	House / apartment	0.072508	-17,423	-956	-9,715	-966	7	1	1	1	1	1	0	Sales staff	2	1	1	WEDNESDAY	14	0	0	0	0	0	Business Entity Type 3	0.492843	0.769688	0.7463	0.1845	0.18	0.9771	0.6872	0	0	0.3103	0.1667	0.0417	0.2551	0.1505	0.1537	0	0	0.188	0.1868	0.9772	0.6994	0	0	0.3103	0.1667	0.0417	0.2609	0.1644	0.1601	0	0	0.1863	0.18	0.9771	0.6914	0	0	0.3103	0.1667	0.0417	0.2595	0.1531	0.1564	0	0	not specified	block of flats	0.1209	Panel	No	0	0	0	0	-944	1	0	0	0	0	0	0	0	0	1
110,922	0	Cash loans	M	Y	Y	0	135,000	341,280	27,094.5	270,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.035792	-15,679	-2,880	-7,225	-4,400	8	1	1	0	1	0	0	Laborers	2	2	2	FRIDAY	15	0	0	0	1	1	Business Entity Type 3	0.356323	0.529075	0.773896	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-899	1	0	0	0	0	0	0	0	0	1
351,413	0	Cash loans	F	N	N	0	270,000	1,345,500	36,999	1,345,500	Family	Working	Secondary / secondary special	Married	House / apartment	0.026392	-20,005	-4,259	-11,024	-3,499	7	1	1	0	1	0	0	Laborers	2	2	2	TUESDAY	16	0	0	0	0	0	Business Entity Type 3	0.356323	0.577505	0.802745	0.3526	0.2763	0.9841	0.8232	0	0.36	0.2586	0.3333	0.2083	0	0.0504	0.2833	0	0	0.3592	0.2868	0.9826	0.8301	0	0.3625	0.1724	0.3333	0.2083	0	0.0551	0.1971	0	0	0.356	0.2763	0.9841	0.8256	0	0.36	0.2586	0.3333	0.2083	0	0.0513	0.2884	0	0	reg oper account	block of flats	0.1745	Block	No	0	0	0	0	0	1	0	0	0	0	0	0	0	0	2
143,926	1	Cash loans	F	Y	N	0	292,500	851,778	22,599	711,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.022625	-18,092	-406	-8,119	-1,614	7	1	1	0	1	0	0	Sales staff	2	2	2	SATURDAY	9	0	0	0	0	0	Trade: type 7	0.356323	0.753124	0.723837	0.3093	0.3713	0.9786	0.7076	0.0456	0.24	0.2069	0.3333	0.375	0.1133	0.2522	0.2753	0	0.2981	0.3151	0.3853	0.9786	0.719	0.046	0.2417	0.2069	0.3333	0.375	0.1159	0.2755	0.2868	0	0.3156	0.3123	0.3713	0.9786	0.7115	0.0459	0.24	0.2069	0.3333	0.375	0.1152	0.2565	0.2802	0	0.3044	reg oper account	block of flats	0.3884	Stone, brick	No	0	0	0	0	-3	1	0	0	0	1	0	0	0	1	0
201,811	0	Cash loans	M	Y	Y	1	234,000	1,125,000	46,557	1,125,000	Unaccompanied	Working	Higher education	Married	House / apartment	0.006207	-14,094	-640	-3,926	-4,446	16	1	1	1	1	0	1	Laborers	3	2	2	THURSDAY	9	0	0	0	0	0	Business Entity Type 3	0.356323	0.469104	0.344155	0.0619	0.012	0.9752	0.66	0	0	0.1034	0.1667	0.2083	0.0258	0.0504	0.0519	0	0.0554	0.063	0.0125	0.9752	0.6733	0	0	0.1034	0.1667	0.2083	0.0263	0.0551	0.0541	0	0.0587	0.0625	0.012	0.9752	0.6645	0	0	0.1034	0.1667	0.2083	0.0262	0.0513	0.0529	0	0.0566	reg oper account	block of flats	0.0529	Panel	No	0	0	0	0	-2,066	0	0	0	1	0	0	0	1	0	2
397,470	1	Cash loans	M	N	N	0	202,500	450,000	21,888	450,000	Unaccompanied	Working	Secondary / secondary special	Married	Municipal apartment	0.007114	-10,122	-1,345	-3,593	-2,751	7	1	1	1	1	1	0	Laborers	2	2	2	TUESDAY	16	0	0	0	0	0	Industry: type 9	0.148949	0.657237	0.7463	0.0825	0	0.9891	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9891	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9891	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0.0771	Panel	No	6	2	6	2	-1,488	1	0	0	0	0	0	0	0	0	0
183,358	0	Revolving loans	F	N	Y	0	90,000	180,000	9,000	180,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.025164	-8,405	-866	-7,294	-1,063	7	1	1	0	1	0	0	Laborers	1	2	2	MONDAY	12	0	0	0	0	0	Business Entity Type 2	0.243669	0.526301	0.652897	0.1299	0.1069	0.9801	0.7348	0.0528	0	0.2759	0.1667	0.2083	0.0555	0.1	0.1091	0.0039	0.0152	0.1355	0.1109	0.9796	0.7452	0.0533	0	0.2759	0.1667	0.2083	0.0568	0.1093	0.1108	0.0039	0	0.1343	0.1069	0.9801	0.7383	0.0531	0	0.2759	0.1667	0.2083	0.0565	0.1018	0.109	0.0039	0	reg oper account	block of flats	0.0836	Panel	No	5	0	5	0	-470	0	0	0	0	0	0	0	0	0	0
231,696	0	Cash loans	F	Y	Y	0	180,000	199,080	13,432.5	157,500	Family	Working	Secondary / secondary special	Single / not married	House / apartment	0.018634	-14,857	-3,995	-1,580	-4,878	16	1	1	0	1	0	0	Laborers	1	2	2	TUESDAY	17	0	0	0	1	1	Self-employed	0.356323	0.051001	0.454321	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-481	1	0	0	0	0	0	0	0	1	2
303,599	0	Cash loans	F	N	N	0	180,000	1,546,020	42,511.5	1,350,000	Unaccompanied	Pensioner	Higher education	Married	House / apartment	0.016612	-20,907	365,243	-4,830	-4,414	7	1	0	0	1	1	0	Laborers	2	2	2	MONDAY	17	0	0	0	0	0	XNA	0.356323	0.494803	0.621226	0.3691	0.1914	0.993	0.9048	0	0.36	0.3103	0.375	0.2083	0.0437	0.0504	0.4031	0	0.0622	0.3761	0.1987	0.993	0.9085	0	0.3625	0.3103	0.375	0.2083	0.0447	0.0551	0.42	0	0.0659	0.3726	0.1914	0.993	0.9061	0	0.36	0.3103	0.375	0.2083	0.0445	0.0513	0.4103	0	0.0635	org spec account	block of flats	0.3306	Panel	No	1	0	1	0	-2,194	1	0	0	0	0	0	0	0	0	1
120,479	0	Cash loans	F	N	Y	3	112,500	521,280	27,423	450,000	Unaccompanied	Working	Secondary / secondary special	Married	Municipal apartment	0.006629	-13,644	-1,357	-1,299	-1,764	7	1	1	0	1	0	0	Cleaning staff	5	2	2	TUESDAY	12	0	0	0	0	0	Business Entity Type 3	0.426781	0.044754	0.328063	0.0124	0	0.9821	0.762	0.0236	0	0.1034	0.0417	0.0833	0.0447	0.0101	0.0145	0	0.007	0.0126	0	0.9826	0.7713	0.0238	0	0.1034	0.0417	0.0833	0.0457	0.011	0.015	0	0.0074	0.0125	0	0.9826	0.7652	0.0238	0	0.1034	0.0417	0.0833	0.0454	0.0103	0.0148	0	0.0071	not specified	block of flats	0.0128	Wooden	Yes	1	0	1	0	-311	1	0	0	0	0	0	0	1	0	2
181,604	0	Cash loans	M	Y	Y	0	180,000	503,676	22,315.5	382,500	Family	Commercial associate	Higher education	Married	House / apartment	0.006008	-19,208	-1,937	-8,280	-2,651	0	1	1	1	1	0	0	Laborers	2	2	2	MONDAY	10	0	0	0	1	1	Business Entity Type 3	0.356323	0.675331	0.128504	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	1	0	1	0	0	1	0	0	0	0	0	0	1	2	4
372,338	0	Cash loans	M	Y	N	2	157,500	225,000	8,469	225,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.026392	-14,790	-6,505	-1,118	-4,728	11	1	1	0	1	0	0	Laborers	4	2	2	TUESDAY	14	0	0	0	0	0	Business Entity Type 2	0.356323	0.61094	0.081726	0.2165	0	0.993	0.8232	0	0.08	0.069	0.3333	0.2083	0	0.0504	0.1621	0	0	0.2206	0	0.993	0.8301	0	0.0806	0.069	0.3333	0.2083	0	0.0551	0.1689	0	0	0.2186	0	0.993	0.8256	0	0.08	0.069	0.3333	0.2083	0	0.0513	0.165	0	0	reg oper account	block of flats	0.1275	Stone, brick	No	2	0	2	0	-6	1	0	0	0	0	0	0	0	0	1
272,089	0	Cash loans	F	N	Y	2	135,000	528,633	22,527	472,500	Unaccompanied	State servant	Secondary / secondary special	Married	House / apartment	0.006207	-13,495	-2,561	-3,975	-3,975	7	1	1	0	1	0	0	Laborers	4	2	2	TUESDAY	15	0	0	0	0	0	Other	0.500818	0.626559	0.490258	0.2351	0	0.9831	0.8232	0	0.12	0.1034	0.3333	0.2083	0	0.0504	0.2341	0	0.0642	0.2395	0	0.9831	0.8301	0	0.1208	0.1034	0.3333	0.2083	0	0.0551	0.2439	0	0.0679	0.2373	0	0.9831	0.8256	0	0.12	0.1034	0.3333	0.2083	0	0.0513	0.2383	0	0.0655	reg oper account	block of flats	0.2086	Stone, brick	No	2	0	2	0	-2,058	1	0	0	0	0	0	0	0	0	0
102,089	0	Cash loans	F	N	Y	0	144,000	783,927	34,659	688,500	Unaccompanied	Commercial associate	Higher education	Civil marriage	House / apartment	0.02461	-18,158	-5,890	-12,018	-1,657	7	1	1	1	1	1	0	Accountants	2	2	2	THURSDAY	17	0	0	0	0	0	Industry: type 7	0.356323	0.646049	0.670652	0.0392	0	0.9831	0.7008	0	0	0.1379	0.2083	0.2083	0.0507	0.0572	0.0513	0	0.0003	0.0084	0	0.9782	0.7125	0	0	0.1379	0.2083	0.2083	0.0519	0.0624	0.0744	0	0	0.0396	0	0.9781	0.7048	0	0	0.1379	0.2083	0.2083	0.0516	0.0581	0.0727	0	0	org spec account	block of flats	0.0562	Panel	No	0	0	0	0	-1,054	1	0	0	0	0	0	0	0	0	3
128,982	1	Cash loans	F	Y	Y	2	193,500	512,064	23,998.5	360,000	Unaccompanied	Commercial associate	Secondary / secondary special	Civil marriage	House / apartment	0.025164	-12,336	-648	-186	-3,970	21	1	1	0	1	0	1	Laborers	4	2	2	SATURDAY	9	0	0	0	1	1	Business Entity Type 3	0.114926	0.442737	0.075966	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-1,024	1	0	0	0	0	0	0	1	0	3
323,240	0	Cash loans	M	N	Y	1	135,000	360,000	18,976.5	360,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.026392	-11,347	-1,235	-2,112	-3,549	7	1	1	0	1	0	0	Laborers	3	2	2	MONDAY	15	0	0	0	0	0	Business Entity Type 3	0.356323	0.480222	0.45611	0.0825	0.0806	0.9781	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0.0721	0	0	0.084	0.0836	0.9782	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0.0751	0	0	0.0833	0.0806	0.9781	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0.0734	0	0	reg oper account	block of flats	0.0567	Panel	No	1	1	1	1	0	1	0	0	0	0	0	0	0	0	2
126,941	0	Cash loans	M	Y	N	0	130,500	463,275	12,739.5	366,516	Family	Commercial associate	Secondary / secondary special	Married	House / apartment	0.005084	-19,028	-245	-9,839	-2,561	28	1	1	1	1	1	0	Drivers	2	2	2	TUESDAY	18	0	0	0	0	0	Business Entity Type 3	0.356323	0.656054	0.445396	0.0619	0.0512	0.9866	0.8232	0	0	0.2414	0.1667	0.2083	0	0.0504	0.056	0	0	0.063	0.0531	0.9866	0.8301	0	0	0.2414	0.1667	0.2083	0	0.0551	0.0583	0	0	0.0625	0.0512	0.9866	0.8256	0	0	0.2414	0.1667	0.2083	0	0.0513	0.057	0	0	reg oper account	block of flats	0.044	Block	No	0	0	0	0	-709	0	0	0	1	0	1	0	0	2	4
291,703	0	Cash loans	M	N	N	0	135,000	1,185,282	34,785	1,035,000	Unaccompanied	Pensioner	Secondary / secondary special	Married	With parents	0.003069	-23,342	365,243	-8,986	-4,637	7	1	0	0	1	0	0	Laborers	2	3	3	SATURDAY	15	0	0	0	0	0	XNA	0.801975	0.531406	0.7463	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	1	1	1	1	-1,205	1	0	0	0	0	0	0	0	0	0
335,985	0	Cash loans	F	Y	Y	0	112,500	323,460	23,134.5	270,000	Unaccompanied	Commercial associate	Secondary / secondary special	Married	House / apartment	0.030755	-18,505	-2,471	-2,002	-2,035	4	1	1	0	1	0	1	Sales staff	2	2	2	TUESDAY	18	0	0	0	0	0	Business Entity Type 3	0.70814	0.668132	0.621226	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-470	1	0	0	0	0	0	0	0	0	2
356,730	0	Cash loans	F	Y	Y	1	216,000	495,000	31,765.5	495,000	Unaccompanied	Working	Secondary / secondary special	Single / not married	House / apartment	0.010966	-11,532	-2,491	-473	-2,359	1	1	1	0	1	0	0	Laborers	2	2	2	FRIDAY	14	0	0	0	0	0	Business Entity Type 2	0.356323	0.570709	0.450747	0.1134	0.1009	0.9896	0.8232	0.0278	0.12	0.1034	0.375	0.2083	0.0965	0.0925	0.1199	0.0039	0.0403	0.1155	0.1047	0.9896	0.8301	0.0281	0.1208	0.1034	0.375	0.2083	0.0988	0.101	0.1249	0.0039	0.0427	0.1145	0.1009	0.9896	0.8256	0.028	0.12	0.1034	0.375	0.2083	0.0982	0.0941	0.122	0.0039	0.0411	reg oper account	block of flats	0.1325	Stone, brick	No	0	0	0	0	-1,250	1	0	0	0	0	0	0	0	0	6
162,810	0	Cash loans	F	N	N	0	202,500	450,000	43,839	450,000	Unaccompanied	Pensioner	Secondary / secondary special	Single / not married	House / apartment	0.010006	-22,785	365,243	-359	-4,441	7	1	0	0	1	0	0	Laborers	1	2	1	FRIDAY	17	0	0	0	0	0	XNA	0.668739	0.799837	0.656158	0.1856	0.1338	0.9861	0.8096	0.055	0.2	0.1724	0.3333	0.375	0.1245	0.1513	0.2242	0	0	0.1891	0.1388	0.9861	0.8171	0.0555	0.2014	0.1724	0.3333	0.375	0.1274	0.1653	0.2336	0	0	0.1874	0.1338	0.9861	0.8121	0.0553	0.2	0.1724	0.3333	0.375	0.1267	0.1539	0.2282	0	0	reg oper account	block of flats	0.2064	Panel	No	0	0	0	0	-370	1	0	0	0	0	0	0	1	0	0
147,159	0	Cash loans	F	Y	Y	0	85,500	284,400	16,456.5	225,000	Unaccompanied	Pensioner	Secondary / secondary special	Married	House / apartment	0.04622	-21,832	365,243	-10,741	-3,978	4	1	0	0	1	1	0	Laborers	2	1	1	FRIDAY	14	0	0	0	0	0	XNA	0.356323	0.77186	0.46866	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	1	0	1	0	-419	0	0	1	0	0	0	0	0	0	0
422,614	0	Cash loans	F	Y	Y	2	225,000	781,920	47,835	675,000	Unaccompanied	Commercial associate	Higher education	Married	Municipal apartment	0.072508	-13,280	-980	-4,068	-2,045	6	1	1	0	1	1	0	Core staff	4	1	1	WEDNESDAY	14	0	0	0	0	0	Business Entity Type 3	0.470725	0.736673	0.7463	0.266	0.0901	0.9945	0.9252	0	0.32	0.1379	0.6667	0	0	0.2169	0.2908	0	0.0531	0.271	0.0935	0.9945	0.9281	0	0.3222	0.1379	0.6667	0	0	0.2369	0.3029	0	0.0562	0.2686	0.0901	0.9945	0.9262	0	0.32	0.1379	0.6667	0	0	0.2206	0.296	0	0.0542	reg oper spec account	block of flats	0.2402	Panel	No	0	0	0	0	-1,204	0	0	0	1	0	0	0	0	0	0
173,525	0	Cash loans	M	N	N	0	225,000	1,113,840	57,001.5	900,000	Unaccompanied	Working	Secondary / secondary special	Separated	Municipal apartment	0.003818	-16,085	-3,018	-10,206	-4,586	7	1	1	0	1	0	0	Laborers	1	2	2	SATURDAY	4	0	0	0	0	0	Business Entity Type 3	0.356323	0.5162	0.600658	0.1773	0.1573	0.9811	0.7484	0.072	0	0.4138	0.1667	0.2083	0	0.1437	0.1695	0.0039	0.0088	0.1807	0.1633	0.9811	0.7583	0.0727	0	0.4138	0.1667	0.2083	0	0.157	0.1754	0.0039	0.0093	0.179	0.1573	0.9811	0.7518	0.0725	0	0.4138	0.1667	0.2083	0	0.1462	0.1726	0.0039	0.009	reg oper account	block of flats	0.1673	Panel	No	0	0	0	0	-1,736	1	0	0	0	0	0	0	0	0	3
360,704	0	Cash loans	F	N	N	0	202,500	305,221.5	17,172	252,000	Other_B	State servant	Secondary / secondary special	Married	House / apartment	0.006852	-20,566	-9,930	-4,754	-3,166	7	1	1	0	1	0	0	High skill tech staff	2	3	3	WEDNESDAY	6	0	0	0	0	0	Security Ministries	0.872588	0.555378	0.470456	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	7	1	7	0	-1,829	1	0	0	0	0	0	0	0	0	1
217,116	0	Cash loans	F	N	Y	0	81,000	112,500	7,960.5	112,500	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.015221	-14,406	-1,842	-1,792	-4,336	7	1	1	1	1	1	0	Laborers	2	2	2	FRIDAY	13	0	0	0	0	0	Government	0.356323	0.386156	0.659406	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1
280,387	0	Cash loans	F	N	Y	0	135,000	454,500	25,375.5	454,500	Unaccompanied	Pensioner	Secondary / secondary special	Married	House / apartment	0.026392	-21,032	365,243	-6,741	-3,841	7	1	0	0	1	0	0	Laborers	2	2	2	TUESDAY	10	0	0	0	0	0	XNA	0.356323	0.685756	0.670652	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	6	2	6	2	-2,741	0	0	1	0	0	0	0	1	0	2
279,673	0	Cash loans	F	N	Y	0	225,000	1,029,658.5	34,159.5	922,500	Unaccompanied	State servant	Higher education	Married	House / apartment	0.025164	-18,950	-723	-6,247	-2,432	7	1	1	0	1	1	0	Laborers	2	2	2	MONDAY	14	0	0	0	0	0	Other	0.768494	0.636658	0.342529	0.3557	0.1881	0.9826	0.762	0	0.38	0.3276	0.3333	0.375	0	0.29	0.387	0	0	0.1523	0.1951	0.9826	0.7713	0	0.1611	0.1379	0.3333	0.375	0	0.1331	0.1783	0	0	0.3591	0.1881	0.9826	0.7652	0	0.38	0.3276	0.3333	0.375	0	0.295	0.3939	0	0	reg oper account	block of flats	0.4741	Panel	No	0	0	0	0	-969	1	0	0	0	0	0	0	1	0	0
159,399	0	Cash loans	F	N	N	1	157,500	1,061,599.5	31,041	927,000	Unaccompanied	Working	Secondary / secondary special	Married	House / apartment	0.02461	-13,384	-98	-5,075	-5,075	7	1	1	0	1	1	0	Laborers	3	2	2	THURSDAY	9	0	0	1	1	0	Trade: type 6	0.497888	0.652225	0.7463	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	1	0	1	0	-1,477	1	0	0	0	0	0	0	0	0	0
433,850	0	Cash loans	M	Y	N	0	112,500	916,470	26,928	765,000	Family	Working	Higher education	Single / not married	Municipal apartment	0.02461	-9,420	-1,837	-3,786	-2,056	23	1	1	0	1	1	0	Laborers	1	2	2	TUESDAY	17	0	0	0	0	0	Business Entity Type 2	0.219761	0.773178	0.375711	0.0576	0.0382	0.9767	0.6804	0.0055	0	0.1103	0.1542	0.1958	0.0339	0.0455	0.0484	0.0069	0.0101	0.042	0.0219	0.9791	0.7256	0.0044	0	0.1379	0.1667	0.2083	0	0.0367	0.037	0	0	0.0645	0.0368	0.9796	0.7249	0.0062	0	0.1379	0.1667	0.2083	0.0494	0.0479	0.0544	0	0	reg oper account	block of flats	0.0303	Stone, brick	No	0	0	0	0	-961	1	0	0	0	0	0	0	1	0	2
277,331	0	Cash loans	M	Y	N	1	94,500	403,249.5	18,927	283,500	Unaccompanied	Working	Incomplete higher	Separated	House / apartment	0.00733	-10,787	-217	-5,130	-3,333	21	1	1	0	1	0	0	Laborers	2	2	2	WEDNESDAY	18	0	0	0	1	1	Other	0.356323	0.570366	0.474051	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-2,240	0	0	0	1	0	0	0	0	0	2
241,462	0	Cash loans	M	N	Y	1	157,500	285,723	24,651	238,500	Unaccompanied	Commercial associate	Secondary / secondary special	Married	House / apartment	0.022625	-13,829	-4,454	-2	-4,595	7	1	1	0	1	0	1	Laborers	3	2	2	FRIDAY	10	0	0	0	0	0	Business Entity Type 3	0.356323	0.372463	0.7463	0.0825	0	0.9871	0.8232	0	0	0.1379	0.1667	0.2083	0	0.0504	0	0	0	0.084	0	0.9871	0.8301	0	0	0.1379	0.1667	0.2083	0	0.0551	0	0	0	0.0833	0	0.9871	0.8256	0	0	0.1379	0.1667	0.2083	0	0.0513	0	0	0	reg oper account	block of flats	0	Panel	No	0	0	0	0	-303	1	0	0	0	0	0	0	0	0	0