diff --git a/test/csv_data/HOME_CREDIT_DEFAULT_RISK/APPLICATION.csv b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/APPLICATION.csv new file mode 100644 index 00000000..d57150ed --- /dev/null +++ b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/APPLICATION.csv @@ -0,0 +1,201 @@ +SK_ID_CURR,TARGET,NAME_CONTRACT_TYPE,CODE_GENDER,FLAG_OWN_CAR,FLAG_OWN_REALTY,CNT_CHILDREN,AMT_INCOME_TOTAL,AMT_CREDIT,AMT_ANNUITY,AMT_GOODS_PRICE,NAME_TYPE_SUITE,NAME_INCOME_TYPE,NAME_EDUCATION_TYPE,NAME_FAMILY_STATUS,NAME_HOUSING_TYPE,REGION_POPULATION_RELATIVE,DAYS_BIRTH,DAYS_EMPLOYED,DAYS_REGISTRATION,DAYS_ID_PUBLISH,OWN_CAR_AGE,FLAG_MOBIL,FLAG_EMP_PHONE,FLAG_WORK_PHONE,FLAG_CONT_MOBILE,FLAG_PHONE,FLAG_EMAIL,OCCUPATION_TYPE,CNT_FAM_MEMBERS,REGION_RATING_CLIENT,REGION_RATING_CLIENT_W_CITY,WEEKDAY_APPR_PROCESS_START,HOUR_APPR_PROCESS_START,REG_REGION_NOT_LIVE_REGION,REG_REGION_NOT_WORK_REGION,LIVE_REGION_NOT_WORK_REGION,REG_CITY_NOT_LIVE_CITY,REG_CITY_NOT_WORK_CITY,LIVE_CITY_NOT_WORK_CITY,ORGANIZATION_TYPE,EXT_SOURCE_1,EXT_SOURCE_2,EXT_SOURCE_3,APARTMENTS_AVG,BASEMENTAREA_AVG,YEARS_BEGINEXPLUATATION_AVG,YEARS_BUILD_AVG,COMMONAREA_AVG,ELEVATORS_AVG,ENTRANCES_AVG,FLOORSMAX_AVG,FLOORSMIN_AVG,LANDAREA_AVG,LIVINGAPARTMENTS_AVG,LIVINGAREA_AVG,NONLIVINGAPARTMENTS_AVG,NONLIVINGAREA_AVG,APARTMENTS_MODE,BASEMENTAREA_MODE,YEARS_BEGINEXPLUATATION_MODE,YEARS_BUILD_MODE,COMMONAREA_MODE,ELEVATORS_MODE,ENTRANCES_MODE,FLOORSMAX_MODE,FLOORSMIN_MODE,LANDAREA_MODE,LIVINGAPARTMENTS_MODE,LIVINGAREA_MODE,NONLIVINGAPARTMENTS_MODE,NONLIVINGAREA_MODE,APARTMENTS_MEDI,BASEMENTAREA_MEDI,YEARS_BEGINEXPLUATATION_MEDI,YEARS_BUILD_MEDI,COMMONAREA_MEDI,ELEVATORS_MEDI,ENTRANCES_MEDI,FLOORSMAX_MEDI,FLOORSMIN_MEDI,LANDAREA_MEDI,LIVINGAPARTMENTS_MEDI,LIVINGAREA_MEDI,NONLIVINGAPARTMENTS_MEDI,NONLIVINGAREA_MEDI,FONDKAPREMONT_MODE,HOUSETYPE_MODE,TOTALAREA_MODE,WALLSMATERIAL_MODE,EMERGENCYSTATE_MODE,OBS_30_CNT_SOCIAL_CIRCLE,DEF_30_CNT_SOCIAL_CIRCLE,OBS_60_CNT_SOCIAL_CIRCLE,DEF_60_CNT_SOCIAL_CIRCLE,DAYS_LAST_PHONE_CHANGE,FLAG_DOCUMENT_2,FLAG_DOCUMENT_3,FLAG_DOCUMENT_4,FLAG_DOCUMENT_5,FLAG_DOCUMENT_6,FLAG_DOCUMENT_7,FLAG_DOCUMENT_8,FLAG_DOCUMENT_9,FLAG_DOCUMENT_10,FLAG_DOCUMENT_11,FLAG_DOCUMENT_12,FLAG_DOCUMENT_13,FLAG_DOCUMENT_14,FLAG_DOCUMENT_15,FLAG_DOCUMENT_16,FLAG_DOCUMENT_17,FLAG_DOCUMENT_18,FLAG_DOCUMENT_19,FLAG_DOCUMENT_20,FLAG_DOCUMENT_21,AMT_REQ_CREDIT_BUREAU_HOUR,AMT_REQ_CREDIT_BUREAU_DAY,AMT_REQ_CREDIT_BUREAU_WEEK,AMT_REQ_CREDIT_BUREAU_MON,AMT_REQ_CREDIT_BUREAU_QRT,AMT_REQ_CREDIT_BUREAU_YEAR +100002,1,Cash loans,M,N,Y,0,202500.0,406597.5,24700.5,351000.0,Unaccompanied,Working,Secondary / secondary special,Single / not married,House / apartment,0.018801,-9461,-637,-3648.0,-2120,,1,1,0,1,1,0,Laborers,1.0,2,2,WEDNESDAY,10,0,0,0,0,0,0,Business Entity Type 3,0.08303696739132256,0.2629485927471776,0.13937578009978951,0.0247,0.0369,0.9722,0.6192,0.0143,0.0,0.069,0.0833,0.125,0.0369,0.0202,0.019,0.0,0.0,0.0252,0.0383,0.9722,0.6341,0.0144,0.0,0.069,0.0833,0.125,0.0377,0.022,0.0198,0.0,0.0,0.025,0.0369,0.9722,0.6243,0.0144,0.0,0.069,0.0833,0.125,0.0375,0.0205,0.0193,0.0,0.0,reg oper account,block of flats,0.0149,"Stone, brick",No,2.0,2.0,2.0,2.0,-1134.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100003,0,Cash loans,F,N,N,0,270000.0,1293502.5,35698.5,1129500.0,Family,State servant,Higher education,Married,House / apartment,0.003540999999999999,-16765,-1188,-1186.0,-291,,1,1,0,1,1,0,Core staff,2.0,1,1,MONDAY,11,0,0,0,0,0,0,School,0.3112673113812225,0.6222457752555098,,0.0959,0.0529,0.9851,0.7959999999999999,0.0605,0.08,0.0345,0.2917,0.3333,0.013,0.0773,0.0549,0.0039,0.0098,0.0924,0.0538,0.9851,0.804,0.0497,0.0806,0.0345,0.2917,0.3333,0.0128,0.079,0.0554,0.0,0.0,0.0968,0.0529,0.9851,0.7987,0.0608,0.08,0.0345,0.2917,0.3333,0.0132,0.0787,0.0558,0.0039,0.01,reg oper account,block of flats,0.0714,Block,No,1.0,0.0,1.0,0.0,-828.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100004,0,Revolving loans,M,Y,Y,0,67500.0,135000.0,6750.0,135000.0,Unaccompanied,Working,Secondary / secondary special,Single / not married,House / apartment,0.010032,-19046,-225,-4260.0,-2531,26.0,1,1,1,1,1,0,Laborers,1.0,2,2,MONDAY,9,0,0,0,0,0,0,Government,,0.5559120833904428,0.7295666907060153,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-815.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100006,0,Cash loans,F,N,Y,0,135000.0,312682.5,29686.5,297000.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,House / apartment,0.008019,-19005,-3039,-9833.0,-2437,,1,1,0,1,0,0,Laborers,2.0,2,2,WEDNESDAY,17,0,0,0,0,0,0,Business Entity Type 3,,0.6504416904014653,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-617.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100007,0,Cash loans,M,N,Y,0,121500.0,513000.0,21865.5,513000.0,Unaccompanied,Working,Secondary / secondary special,Single / not married,House / apartment,0.028663,-19932,-3038,-4311.0,-3458,,1,1,0,1,0,0,Core staff,1.0,2,2,THURSDAY,11,0,0,0,0,1,1,Religion,,0.3227382869704046,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1106.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100008,0,Cash loans,M,N,Y,0,99000.0,490495.5,27517.5,454500.0,"Spouse, partner",State servant,Secondary / secondary special,Married,House / apartment,0.035792000000000004,-16941,-1588,-4970.0,-477,,1,1,1,1,1,0,Laborers,2.0,2,2,WEDNESDAY,16,0,0,0,0,0,0,Other,,0.3542247319929012,0.6212263380626669,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-2536.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,1.0 +100009,0,Cash loans,F,Y,Y,1,171000.0,1560726.0,41301.0,1395000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.035792000000000004,-13778,-3130,-1213.0,-619,17.0,1,1,0,1,1,0,Accountants,3.0,2,2,SUNDAY,16,0,0,0,0,0,0,Business Entity Type 3,0.7747614130547695,0.7239998516953141,0.4920600938649263,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,0.0,1.0,0.0,-1562.0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,1.0,2.0 +100010,0,Cash loans,M,Y,Y,0,360000.0,1530000.0,42075.0,1530000.0,Unaccompanied,State servant,Higher education,Married,House / apartment,0.0031219999999999998,-18850,-449,-4597.0,-2379,8.0,1,1,1,1,0,0,Managers,2.0,3,3,MONDAY,16,0,0,0,0,1,1,Other,,0.7142792864482229,0.5406544504453575,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-1070.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100011,0,Cash loans,F,N,Y,0,112500.0,1019610.0,33826.5,913500.0,Children,Pensioner,Secondary / secondary special,Married,House / apartment,0.018634,-20099,365243,-7427.0,-3514,,1,0,0,1,0,0,,2.0,2,2,WEDNESDAY,14,0,0,0,0,0,0,XNA,0.5873340468730377,0.20574728800732814,0.7517237147741489,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,0.0,1.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100012,0,Revolving loans,M,N,Y,0,135000.0,405000.0,20250.0,405000.0,Unaccompanied,Working,Secondary / secondary special,Single / not married,House / apartment,0.019688999999999998,-14469,-2019,-14437.0,-3992,,1,1,0,1,0,0,Laborers,1.0,2,2,THURSDAY,8,0,0,0,0,0,0,Electricity,,0.7466436294590924,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-1673.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100014,0,Cash loans,F,N,Y,1,112500.0,652500.0,21177.0,652500.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.0228,-10197,-679,-4427.0,-738,,1,1,0,1,0,0,Core staff,3.0,2,2,SATURDAY,15,0,0,0,0,0,0,Medicine,0.3197601716755032,0.6518623334244781,0.363945238612397,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-844.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100015,0,Cash loans,F,N,Y,0,38419.155,148365.0,10678.5,135000.0,Children,Pensioner,Secondary / secondary special,Married,House / apartment,0.015221,-20417,365243,-5246.0,-2512,,1,0,0,1,1,0,,2.0,2,2,FRIDAY,7,0,0,0,0,0,0,XNA,0.7220444501416448,0.5551831615131809,0.6528965519806539,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-2396.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100016,0,Cash loans,F,N,Y,0,67500.0,80865.0,5881.5,67500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.031329,-13439,-2717,-311.0,-3227,,1,1,1,1,1,0,Laborers,2.0,2,2,FRIDAY,10,0,0,0,0,0,0,Business Entity Type 2,0.4648311169632833,0.7150418188660659,0.1766525794312139,0.0825,,0.9811,,,0.0,0.2069,0.1667,,0.0135,,0.0778,,0.0,0.084,,0.9811,,,0.0,0.2069,0.1667,,0.0138,,0.081,,0.0,0.0833,,0.9811,,,0.0,0.2069,0.1667,,0.0137,,0.0792,,0.0,reg oper account,block of flats,0.0612,,No,0.0,0.0,0.0,0.0,-2370.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100017,0,Cash loans,M,Y,N,1,225000.0,918468.0,28966.5,697500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.016612000000000002,-14086,-3028,-643.0,-4911,23.0,1,1,0,1,0,0,Drivers,3.0,2,2,THURSDAY,13,0,0,0,0,0,0,Self-employed,,0.5669066132460429,0.7700870700124128,0.1474,0.0973,0.9806,0.7348,0.0582,0.16,0.1379,0.3333,0.375,0.0931,0.1202,0.1397,0.0,0.0,0.1502,0.101,0.9806,0.7452,0.0587,0.1611,0.1379,0.3333,0.375,0.0952,0.1313,0.1456,0.0,0.0,0.1489,0.0973,0.9806,0.7383,0.0585,0.16,0.1379,0.3333,0.375,0.0947,0.1223,0.1422,0.0,0.0,reg oper account,block of flats,0.1417,Panel,No,0.0,0.0,0.0,0.0,-4.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100018,0,Cash loans,F,N,Y,0,189000.0,773680.5,32778.0,679500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.010006000000000001,-14583,-203,-615.0,-2056,,1,1,0,1,0,0,Laborers,2.0,2,1,MONDAY,9,0,0,0,0,0,0,Transport: type 2,0.7219397686622343,0.6426562048311103,,0.3495,0.1335,0.9985,0.9796,0.1143,0.4,0.1724,0.6667,0.7083,0.1758,0.2849,0.3774,0.0193,0.1001,0.3561,0.1386,0.9985,0.9804,0.1153,0.4028,0.1724,0.6667,0.7083,0.1798,0.3113,0.3932,0.0195,0.106,0.3529,0.1335,0.9985,0.9799,0.115,0.4,0.1724,0.6667,0.7083,0.1789,0.2899,0.3842,0.0194,0.1022,reg oper account,block of flats,0.3811,Panel,No,0.0,0.0,0.0,0.0,-188.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100019,0,Cash loans,M,Y,Y,0,157500.0,299772.0,20160.0,247500.0,Family,Working,Secondary / secondary special,Single / not married,Rented apartment,0.020713,-8728,-1157,-3494.0,-1368,17.0,1,1,0,1,0,0,Laborers,1.0,3,3,SATURDAY,6,0,0,0,1,1,0,Business Entity Type 2,0.11563433726229973,0.34663398139668,0.6785676886853644,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-925.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100020,0,Cash loans,M,N,N,0,108000.0,509602.5,26149.5,387000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.018634,-12931,-1317,-6392.0,-3866,,1,1,0,1,0,0,Drivers,2.0,2,2,THURSDAY,12,0,0,0,1,1,0,Government,,0.2363778398884225,0.06210303783729682,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-3.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0 +100021,0,Revolving loans,F,N,Y,1,81000.0,270000.0,13500.0,270000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.010966,-9776,-191,-4143.0,-2427,,1,1,0,1,0,0,Laborers,3.0,2,2,MONDAY,10,0,0,0,1,1,0,Construction,,0.6835133461914255,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,0.0,4.0,0.0,-2811.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100022,0,Revolving loans,F,N,Y,0,112500.0,157500.0,7875.0,157500.0,Other_A,Working,Secondary / secondary special,Widow,House / apartment,0.04622,-17718,-7804,-8751.0,-1259,,1,1,0,1,1,0,Laborers,1.0,1,1,FRIDAY,13,0,0,0,0,0,0,Housing,,0.7064284028871654,0.5567274263630174,0.0278,0.0617,0.9881,0.8368,0.0018,0.0,0.1034,0.0833,0.125,0.0279,0.0227,0.029,0.0,0.0,0.0284,0.064,0.9881,0.8432,0.0018,0.0,0.1034,0.0833,0.125,0.0286,0.0248,0.0302,0.0,0.0,0.0281,0.0617,0.9881,0.8390000000000001,0.0018,0.0,0.1034,0.0833,0.125,0.0284,0.0231,0.0295,0.0,0.0,reg oper account,block of flats,0.0238,"Stone, brick",No,8.0,0.0,8.0,0.0,-239.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100023,0,Cash loans,F,N,Y,1,90000.0,544491.0,17563.5,454500.0,Unaccompanied,State servant,Higher education,Single / not married,House / apartment,0.015221,-11348,-2038,-1021.0,-3964,,1,1,1,1,1,0,Core staff,2.0,2,2,MONDAY,12,0,0,0,0,0,0,Kindergarten,,0.5866171400119664,0.4776491548517548,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1850.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100024,0,Revolving loans,M,Y,Y,0,135000.0,427500.0,21375.0,427500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.015221,-18252,-4286,-298.0,-1800,7.0,1,1,0,1,0,0,Laborers,2.0,2,2,FRIDAY,13,0,0,0,0,0,0,Self-employed,0.5656548824667073,0.11337451271992707,,0.0722,0.0801,0.9781,0.7008,,0.0,0.1379,0.1667,0.0417,0.0534,0.0588,0.0619,0.0,0.0,0.0735,0.0831,0.9782,0.7125,,0.0,0.1379,0.1667,0.0417,0.0546,0.0643,0.0645,0.0,0.0,0.0729,0.0801,0.9781,0.7048,,0.0,0.1379,0.1667,0.0417,0.0543,0.0599,0.063,0.0,0.0,reg oper account,block of flats,0.053,"Stone, brick",No,0.0,0.0,0.0,0.0,-296.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100025,0,Cash loans,F,Y,Y,1,202500.0,1132573.5,37561.5,927000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.025164,-14815,-1652,-2299.0,-2299,14.0,1,1,0,1,0,0,Sales staff,3.0,2,2,MONDAY,9,0,0,0,0,0,0,Trade: type 7,0.43770901984754174,0.2337669575081463,0.5424451438613613,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,4.0 +100026,0,Cash loans,F,N,N,1,450000.0,497520.0,32521.5,450000.0,Unaccompanied,Working,Secondary / secondary special,Married,Rented apartment,0.020713,-11146,-4306,-114.0,-2518,,1,1,0,1,0,0,Sales staff,3.0,3,2,THURSDAY,6,0,0,0,0,0,0,Self-employed,,0.457142971588935,0.35895122857839673,0.0907,0.0795,0.9786,0.7076,0.012,0.0,0.2069,0.1667,0.2083,0.0898,0.0723,0.0873,0.0077,0.0044,0.0924,0.0825,0.9786,0.7190000000000001,0.0121,0.0,0.2069,0.1667,0.2083,0.0918,0.079,0.091,0.0078,0.0047,0.0916,0.0795,0.9786,0.7115,0.012,0.0,0.2069,0.1667,0.2083,0.0913,0.0735,0.0889,0.0078,0.0045,reg oper account,block of flats,0.0696,Panel,No,0.0,0.0,0.0,0.0,-468.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100027,0,Cash loans,F,N,Y,0,83250.0,239850.0,23850.0,225000.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.006296,-24827,365243,-9012.0,-3684,,1,0,0,1,1,0,,2.0,3,3,FRIDAY,12,0,0,0,0,0,0,XNA,,0.6243047373592765,0.6690566947824041,0.1443,0.0848,0.9876,0.83,0.1064,0.14,0.1207,0.375,0.4167,0.2371,0.1173,0.1484,0.0019,0.0007,0.1261,0.0754,0.9876,0.8367,0.0,0.1208,0.1034,0.375,0.4167,0.2425,0.1102,0.0923,0.0,0.0,0.1457,0.0848,0.9876,0.8323,0.1071,0.14,0.1207,0.375,0.4167,0.2412,0.1193,0.151,0.0019,0.0007,org spec account,block of flats,0.16399999999999998,Mixed,No,0.0,0.0,0.0,0.0,-795.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100029,0,Cash loans,M,Y,N,2,135000.0,247500.0,12703.5,247500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.026392000000000002,-11286,-746,-108.0,-3729,7.0,1,1,0,1,0,0,Drivers,4.0,2,2,THURSDAY,14,0,0,0,0,1,1,Business Entity Type 3,,0.7861793090532118,0.5656079814115492,0.1433,0.1455,0.9861,0.8096,0.0212,0.0,0.3103,0.1667,0.2083,0.0861,0.1168,0.1217,0.0,0.0043,0.146,0.1509,0.9861,0.8171,0.0214,0.0,0.3103,0.1667,0.2083,0.0881,0.1276,0.1268,0.0,0.0045,0.1447,0.1455,0.9861,0.8121,0.0214,0.0,0.3103,0.1667,0.2083,0.0876,0.1189,0.1239,0.0,0.0044,reg oper account,block of flats,0.0967,Panel,No,1.0,1.0,1.0,0.0,-4.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100030,0,Cash loans,F,N,Y,0,90000.0,225000.0,11074.5,225000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.028663,-19334,-3494,-2419.0,-2893,,1,1,0,1,1,0,Cleaning staff,2.0,2,2,SATURDAY,8,0,0,0,0,0,0,Business Entity Type 3,0.5619484093041138,0.6514056365297631,0.4614823912998385,0.0722,0.0147,0.9781,0.7008,0.001,0.0,0.1379,0.1667,0.0417,0.0498,0.0588,0.067,0.0,0.0,0.0735,0.0153,0.9782,0.7125,0.001,0.0,0.1379,0.1667,0.0417,0.0509,0.0643,0.0698,0.0,0.0,0.0729,0.0147,0.9781,0.7048,0.001,0.0,0.1379,0.1667,0.0417,0.0506,0.0599,0.0682,0.0,0.0,reg oper account,block of flats,0.0533,"Stone, brick",No,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 +100031,1,Cash loans,F,N,Y,0,112500.0,979992.0,27076.5,702000.0,Unaccompanied,Working,Secondary / secondary special,Widow,House / apartment,0.018029,-18724,-2628,-6573.0,-1827,,1,1,0,1,0,0,Cooking staff,1.0,3,2,MONDAY,9,0,0,0,0,0,0,Business Entity Type 3,,0.5484771599678789,0.190705947811054,0.0165,0.0089,0.9732,,,0.0,0.069,0.0417,,0.0265,,0.0094,,0.0,0.0168,0.0092,0.9732,,,0.0,0.069,0.0417,,0.0271,,0.0083,,0.0,0.0167,0.0089,0.9732,,,0.0,0.069,0.0417,,0.027000000000000003,,0.0096,,0.0,,block of flats,0.0085,Wooden,Yes,10.0,1.0,10.0,0.0,-161.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,2.0 +100032,0,Cash loans,M,N,Y,1,112500.0,327024.0,23827.5,270000.0,Family,Working,Secondary / secondary special,Married,House / apartment,0.019101,-15948,-1234,-5782.0,-3153,,1,1,0,1,0,0,Laborers,3.0,2,2,SATURDAY,10,0,0,0,0,1,1,Industry: type 11,,0.5411237022695412,0.6594055320683344,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-2.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100033,0,Cash loans,M,Y,Y,0,270000.0,790830.0,57676.5,675000.0,Unaccompanied,State servant,Higher education,Single / not married,House / apartment,0.04622,-9994,-1796,-4668.0,-2661,1.0,1,1,0,1,0,1,,1.0,1,1,WEDNESDAY,11,0,1,1,0,0,0,Military,0.6003959050009468,0.6850109901296888,0.524496446363472,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-849.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,1.0 +100034,0,Revolving loans,M,N,Y,0,90000.0,180000.0,9000.0,180000.0,Unaccompanied,Working,Higher education,Single / not married,With parents,0.030755,-10341,-1010,-4799.0,-3015,,1,1,0,1,0,0,Laborers,1.0,2,2,TUESDAY,16,0,0,0,0,0,0,Business Entity Type 3,0.2979135090150507,0.5027790378786304,,0.1505,0.0838,0.9831,0.7688,0.0188,0.16,0.1379,0.3333,0.375,0.0872,0.121,0.1412,0.0077,0.0061,0.1534,0.087,0.9831,0.7779,0.019,0.1611,0.1379,0.3333,0.375,0.0892,0.1322,0.1471,0.0078,0.0065,0.152,0.0838,0.9831,0.7719,0.0189,0.16,0.1379,0.3333,0.375,0.0887,0.1231,0.1437,0.0078,0.0063,reg oper account,block of flats,0.1227,Panel,No,0.0,0.0,0.0,0.0,-599.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100035,0,Cash loans,F,N,Y,0,292500.0,665892.0,24592.5,477000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Civil marriage,House / apartment,0.025164,-15280,-2668,-5266.0,-3787,,1,1,0,1,0,1,,2.0,2,2,WEDNESDAY,13,0,0,0,0,0,0,Business Entity Type 3,,0.479987342189869,0.4101025731788671,0.0124,,0.9697,,,0.0,0.069,0.0417,,,,0.0149,,0.0,0.0126,,0.9697,,,0.0,0.069,0.0417,,,,0.0155,,0.0,0.0125,,0.9697,,,0.0,0.069,0.0417,,,,0.0152,,0.0,,block of flats,0.0117,Others,No,0.0,0.0,0.0,0.0,-1634.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,5.0 +100036,0,Cash loans,F,N,Y,0,112500.0,512064.0,25033.5,360000.0,Family,Working,Secondary / secondary special,Civil marriage,House / apartment,0.008575,-11144,-1104,-7846.0,-2904,,1,1,0,1,0,0,Private service staff,2.0,2,2,TUESDAY,12,0,0,0,0,0,0,Services,0.2744223724911185,0.6273004007953609,,0.3670000000000001,0.3751,0.9901,,,0.28,0.4828,0.375,,0.1569,,0.2574,,,0.3739,0.3893,0.9901,,,0.282,0.4828,0.375,,0.1604,,0.2682,,,0.3706,0.3751,0.9901,,,0.28,0.4828,0.375,,0.1596,,0.262,,,,block of flats,0.3388,Block,No,2.0,0.0,2.0,0.0,-397.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,5.0 +100037,0,Cash loans,F,N,N,0,90000.0,199008.0,20893.5,180000.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,House / apartment,0.010032,-12974,-4404,-7123.0,-4464,,1,1,1,1,0,0,Laborers,2.0,2,2,SATURDAY,11,0,0,0,0,0,0,Business Entity Type 2,,0.5594667916353414,0.7981372313187245,0.0928,,0.9801,,,0.0,0.2069,0.1667,,,,0.0602,,0.0436,0.0945,,0.9801,,,0.0,0.2069,0.1667,,,,0.0627,,0.0461,0.0937,,0.9801,,,0.0,0.2069,0.1667,,,,0.0613,,0.0445,,block of flats,0.0684,Panel,No,0.0,0.0,0.0,0.0,-2766.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100039,0,Cash loans,M,Y,N,1,360000.0,733315.5,39069.0,679500.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.015221,-11694,-2060,-3557.0,-3557,3.0,1,1,0,1,0,0,Drivers,3.0,2,2,THURSDAY,10,0,0,0,1,1,0,Self-employed,,0.32174489566177183,0.41184855592423975,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-697.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,1.0 +100040,0,Cash loans,F,N,Y,0,135000.0,1125000.0,32895.0,1125000.0,Unaccompanied,State servant,Higher education,Married,House / apartment,0.019688999999999998,-15997,-4585,-5735.0,-4067,,1,1,0,1,0,0,Core staff,2.0,2,2,FRIDAY,14,0,0,0,0,0,0,Security Ministries,,0.17249750814777715,,0.0825,0.0804,0.9762,0.6736,0.0056,0.0,0.1379,0.1667,0.2083,0.038,0.0672,0.0637,0.0,0.0,0.084,0.0835,0.9762,0.6864,0.0057,0.0,0.1379,0.1667,0.2083,0.0389,0.0735,0.0664,0.0,0.0,0.0833,0.0804,0.9762,0.6779999999999999,0.0057,0.0,0.1379,0.1667,0.2083,0.0387,0.0684,0.0648,0.0,0.0,reg oper account,block of flats,0.0532,"Stone, brick",No,0.0,0.0,0.0,0.0,-3019.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100041,0,Cash loans,F,N,N,0,112500.0,450000.0,44509.5,450000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.008575,-12158,-1275,-6265.0,-2009,,1,1,1,1,1,0,Sales staff,2.0,2,2,MONDAY,19,0,0,0,0,0,0,Self-employed,,0.6631580756296298,0.6785676886853644,0.0948,0.0792,0.9861,0.8096,,0.0,0.1724,0.1667,,0.0888,,0.0582,,,0.0966,0.0822,0.9861,0.8171,,0.0,0.1724,0.1667,,0.0908,,0.0606,,,0.0958,0.0792,0.9861,0.8121,,0.0,0.1724,0.1667,,0.0903,,0.0592,,,reg oper account,block of flats,0.0749,"Stone, brick",No,0.0,0.0,0.0,0.0,-1285.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100043,0,Cash loans,F,N,Y,2,198000.0,641173.5,23157.0,553500.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.01885,-17199,-768,-63.0,-735,,1,1,1,1,1,0,Private service staff,4.0,2,2,THURSDAY,13,0,0,0,0,0,0,Other,0.8427634659543568,0.6816988025574287,0.7544061731797895,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-2411.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,1.0 +100044,0,Cash loans,M,N,Y,0,121500.0,454500.0,15151.5,454500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.030755,-21077,-1288,-5474.0,-4270,,1,1,0,1,1,0,Drivers,2.0,2,2,FRIDAY,10,0,0,0,0,1,1,Transport: type 4,0.8045861213121414,0.7197985370372056,0.722392890081304,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1541.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100045,0,Cash loans,F,N,Y,0,99000.0,247275.0,17338.5,225000.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.006207,-23920,365243,-9817.0,-4969,,1,0,0,1,1,0,,2.0,2,2,FRIDAY,11,0,0,0,0,0,0,XNA,,0.6507647995068742,0.7517237147741489,,,0.9851,,,0.04,0.0345,0.3333,,0.0566,,0.0922,,,,,0.9851,,,0.0403,0.0345,0.3333,,0.0579,,0.096,,,,,0.9851,,,0.04,0.0345,0.3333,,0.0576,,0.0938,,,,block of flats,0.0786,"Stone, brick",No,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100046,0,Revolving loans,M,Y,Y,0,180000.0,540000.0,27000.0,540000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.025164,-16126,-1761,-8236.0,-4292,3.0,1,1,0,1,0,0,Managers,2.0,2,2,TUESDAY,8,0,0,0,0,0,0,Business Entity Type 3,,0.7380532835697358,0.6058362647264226,0.0814,0.0994,0.9831,0.7688,0.0142,0.0,0.2069,0.1667,0.2083,0.1404,0.0656,0.0771,0.0039,0.0227,0.083,0.1032,0.9831,0.7779,0.0143,0.0,0.2069,0.1667,0.2083,0.1436,0.0716,0.0804,0.0039,0.0241,0.0822,0.0994,0.9831,0.7719,0.0143,0.0,0.2069,0.1667,0.2083,0.1429,0.0667,0.0785,0.0039,0.0232,org spec account,block of flats,0.0734,"Stone, brick",No,1.0,0.0,1.0,0.0,-540.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,1.0 +100047,1,Cash loans,M,N,Y,0,202500.0,1193580.0,35028.0,855000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.025164,-17482,-1262,-1182.0,-1029,,1,1,0,1,0,0,Laborers,2.0,2,2,TUESDAY,9,0,0,0,0,0,0,Business Entity Type 3,,0.30684058604830505,0.3201633668633456,0.1309,0.125,0.996,0.9456,0.0822,0.16,0.1379,0.25,0.2917,0.0142,0.1059,0.1267,0.0039,0.0078,0.1334,0.1297,0.996,0.9477,0.083,0.1611,0.1379,0.25,0.2917,0.0145,0.1157,0.132,0.0039,0.0082,0.1322,0.125,0.996,0.9463,0.0827,0.16,0.1379,0.25,0.2917,0.0144,0.1077,0.129,0.0039,0.0079,org spec account,block of flats,0.1463,"Stone, brick",No,0.0,0.0,0.0,0.0,-1075.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,2.0,0.0,4.0 +100048,0,Cash loans,F,N,Y,0,202500.0,604152.0,29196.0,540000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.009175,-16971,-475,-3148.0,-513,,1,1,0,1,1,0,Laborers,2.0,2,2,MONDAY,12,0,1,1,0,1,1,Industry: type 1,,0.03731523556121631,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,0.0,4.0,0.0,-458.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100049,1,Cash loans,F,N,N,0,135000.0,288873.0,16258.5,238500.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,House / apartment,0.007305,-13384,-3597,-45.0,-4409,,1,1,1,1,1,0,Sales staff,2.0,3,3,THURSDAY,11,0,0,0,0,0,0,Self-employed,0.4682080567974757,0.6742032101473874,0.3996756156233169,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,0.0,1.0,0.0,-1480.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100050,0,Cash loans,F,N,Y,0,108000.0,746280.0,42970.5,675000.0,Unaccompanied,Pensioner,Higher education,Single / not married,House / apartment,0.010966,-23548,365243,-5745.0,-4576,,1,0,0,1,0,0,,1.0,2,2,WEDNESDAY,9,0,0,0,0,0,0,XNA,,0.7661378050275851,0.6848276586890367,0.2186,0.1232,0.9851,0.7959999999999999,0.0528,0.24,0.2069,0.3333,0.375,0.1154,0.1774,0.2113,0.0039,0.0051,0.2227,0.1279,0.9851,0.804,0.0533,0.2417,0.2069,0.3333,0.375,0.1181,0.1938,0.2202,0.0039,0.0054,0.2207,0.1232,0.9851,0.7987,0.0531,0.24,0.2069,0.3333,0.375,0.1175,0.1804,0.2151,0.0039,0.0052,reg oper spec account,block of flats,0.1903,Panel,No,0.0,0.0,0.0,0.0,-491.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100051,0,Cash loans,M,N,Y,0,202500.0,661702.5,48280.5,598500.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,House / apartment,0.007114,-9827,-758,-4166.0,-2380,,1,1,1,1,0,0,,2.0,2,2,WEDNESDAY,12,0,0,0,0,1,1,Business Entity Type 3,,0.6315186311742824,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,0.0,1.0,0.0,-556.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100052,0,Revolving loans,F,N,Y,1,90000.0,180000.0,9000.0,180000.0,Family,Working,Secondary / secondary special,Civil marriage,House / apartment,0.009334,-7974,-895,-6591.0,-642,,1,1,1,1,0,0,Sales staff,3.0,2,2,MONDAY,10,0,0,0,0,0,0,Self-employed,,0.535542260363498,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,-462.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100053,0,Cash loans,F,N,Y,0,202500.0,305221.5,17649.0,252000.0,Family,Pensioner,Secondary / secondary special,Single / not married,House / apartment,0.019688999999999998,-20373,365243,-7760.0,-1993,,1,0,0,1,0,0,,1.0,2,2,MONDAY,8,0,0,0,0,0,0,XNA,,0.24766471733561626,0.475849908720221,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-649.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,4.0 +100054,0,Cash loans,F,N,Y,0,99000.0,260640.0,26838.0,225000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.022625,-20121,-5332,-9197.0,-3283,,1,1,1,1,1,0,Medicine staff,2.0,2,2,WEDNESDAY,16,0,0,0,0,1,1,Business Entity Type 3,,0.08924065344241718,0.7281412993111438,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,0.0,4.0,0.0,-1247.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100055,0,Cash loans,F,N,N,0,130500.0,1350000.0,37255.5,1350000.0,Unaccompanied,State servant,Secondary / secondary special,Married,House / apartment,0.020713,-19727,-4411,-6225.0,-3199,,1,1,1,1,1,0,Managers,2.0,3,3,THURSDAY,10,0,0,0,0,0,0,Government,0.7104273289168539,0.5891866296961207,0.4668640059537032,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-784.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100056,0,Cash loans,M,Y,Y,0,360000.0,1506816.0,49927.5,1350000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.010006000000000001,-18264,-9523,-5504.0,-1797,3.0,1,1,0,1,0,0,Laborers,2.0,2,2,THURSDAY,10,0,0,0,0,1,1,Transport: type 2,,0.5239340474953537,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,-1498.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100058,0,Revolving loans,F,N,Y,0,54000.0,135000.0,6750.0,135000.0,Unaccompanied,State servant,Higher education,Married,House / apartment,0.014519999999999996,-12406,-1176,-1149.0,-2576,,1,1,0,0,0,0,Core staff,2.0,2,2,THURSDAY,9,0,0,0,0,0,0,School,0.6562248044601879,0.4508497225560816,0.4794489811780563,0.0664,0.0442,0.998,,,0.08,0.0552,0.4083,0.45,0.0085,,0.0651,,0.016,0.0441,0.0306,0.998,,,0.0806,0.069,0.375,0.4167,0.0078,,0.0487,,0.0168,0.0822,0.0408,0.998,,,0.08,0.069,0.375,0.4167,0.0087,,0.0747,,0.0163,,block of flats,0.0403,Panel,No,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100059,0,Cash loans,M,Y,Y,1,540000.0,675000.0,34596.0,675000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.026392000000000002,-18632,-6977,-3904.0,-1937,7.0,1,1,0,1,1,0,Managers,3.0,2,2,TUESDAY,10,0,0,0,0,0,0,Services,0.3115099249880457,0.7133545848531052,0.3092753558842053,0.5309,0.2491,0.9811,0.7416,,0.88,0.3793,0.4583,0.0,0.3977,,0.5878,,0.0487,0.541,0.2585,0.9811,0.7517,,0.8862,0.3793,0.4583,0.0,0.4067,,0.6124,,0.0516,0.5361,0.2491,0.9811,0.7451,,0.88,0.3793,0.4583,0.0,0.4046,,0.5983,,0.0498,,block of flats,0.5149,Panel,No,2.0,0.0,2.0,0.0,-1285.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,3.0 +100060,0,Cash loans,M,Y,N,0,76500.0,454500.0,14661.0,454500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.028663,-12282,-778,-1824.0,-1992,13.0,1,1,1,1,0,0,,2.0,2,2,TUESDAY,10,0,0,0,0,0,0,Emergency,0.24456163253546154,0.705947456699447,0.7992967832109371,0.0227,,0.9806,,,,0.1034,0.0417,,,,0.0114,,0.0226,0.0231,,0.9806,,,,0.1034,0.0417,,,,0.0119,,0.0239,0.0229,,0.9806,,,,0.1034,0.0417,,,,0.0116,,0.023,,block of flats,0.0139,"Stone, brick",No,4.0,0.0,4.0,0.0,-466.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100061,0,Cash loans,F,N,Y,2,225000.0,314055.0,16164.0,238500.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.006629,-10473,-1392,-2025.0,-1240,,1,1,0,1,0,0,Core staff,4.0,2,2,THURSDAY,3,0,0,0,1,1,0,Self-employed,0.18959579955018274,0.7029791046049891,0.7016957740576931,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-570.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100062,0,Cash loans,M,Y,N,0,81000.0,675000.0,32472.0,675000.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.010006000000000001,-18611,365243,-6936.0,-2142,8.0,1,0,0,1,1,0,,2.0,2,2,TUESDAY,17,0,0,0,0,0,0,XNA,,0.6628649268152181,0.7380196196295241,0.2165,0.1678,0.9846,0.7892,,0.24,0.2069,0.3333,0.375,0.1071,,,,0.0151,0.2206,0.1741,0.9846,0.7975,,0.2417,0.2069,0.3333,0.375,0.1095,,,,0.016,0.2186,0.1678,0.9846,0.792,,0.24,0.2069,0.3333,0.375,0.1089,,,,0.0154,reg oper account,block of flats,0.2048,Panel,No,0.0,0.0,0.0,0.0,-462.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100063,0,Cash loans,F,N,Y,0,180000.0,837427.5,45558.0,666000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.022625,-12955,-4106,-7054.0,-5164,,1,1,0,1,1,1,Managers,2.0,2,2,MONDAY,15,0,0,0,0,0,0,Medicine,0.5527719020519871,0.6166372926426479,0.07010884382735824,0.1186,0.066,0.9801,0.728,0.0385,0.04,0.0345,0.3333,0.0417,0.0606,0.0958,0.0822,0.0039,0.0002,0.1208,0.0685,0.9801,0.7387,0.0388,0.0403,0.0345,0.3333,0.0417,0.062,0.1047,0.0856,0.0039,0.0002,0.1197,0.066,0.9801,0.7316,0.0387,0.04,0.0345,0.3333,0.0417,0.0616,0.0975,0.0837,0.0039,0.0002,reg oper spec account,block of flats,0.0857,"Stone, brick",No,1.0,1.0,1.0,1.0,-1547.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,4.0 +100064,0,Cash loans,F,N,N,0,67500.0,298728.0,15381.0,202500.0,Family,Pensioner,Secondary / secondary special,Single / not married,Municipal apartment,0.019101,-21621,365243,-2019.0,-1344,,1,0,0,1,0,0,,1.0,2,2,MONDAY,9,0,0,0,0,0,0,XNA,,0.6227082733555896,0.1694287272664794,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,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 +100068,0,Revolving loans,M,N,Y,0,81000.0,247500.0,12375.0,247500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.031329,-18248,-2351,-4375.0,-1721,,1,1,1,1,1,0,Security staff,2.0,2,2,WEDNESDAY,14,0,0,0,0,1,1,Security,0.2377197192577024,0.6091352920795285,0.5136937663039473,0.1227,0.1572,0.9886,0.8436,0.0029,0.0,0.3448,0.1667,0.2083,0.0554,0.0992,0.1177,0.0039,0.0052,0.125,0.1631,0.9886,0.8497,0.0029,0.0,0.3448,0.1667,0.2083,0.0566,0.1084,0.1226,0.0039,0.0055,0.1239,0.1572,0.9886,0.8457,0.0029,0.0,0.3448,0.1667,0.2083,0.0563,0.1009,0.1198,0.0039,0.0053,org spec account,block of flats,0.0926,Panel,No,2.0,0.0,2.0,0.0,-167.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100069,0,Cash loans,M,Y,Y,1,360000.0,640458.0,27265.5,517500.0,Unaccompanied,Working,Secondary / secondary special,Separated,House / apartment,0.00733,-14186,-1743,-2128.0,-4982,10.0,1,1,0,1,0,0,Laborers,2.0,2,2,MONDAY,11,0,1,1,0,1,1,Transport: type 4,,0.2567370429595146,0.7076993447402619,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-112.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,3.0 +100070,0,Cash loans,M,Y,Y,0,540000.0,1227901.5,46899.0,1129500.0,Unaccompanied,Working,Higher education,Widow,House / apartment,0.032561,-20544,-2091,-6846.0,-566,2.0,1,1,1,1,0,0,Managers,1.0,1,1,TUESDAY,14,0,0,0,0,0,0,Business Entity Type 3,,0.6535972121081295,0.33928769990891394,0.0256,0.0,0.9354,0.116,0.0076,0.0,0.1172,0.1,0.1417,0.0664,0.0202,0.0305,0.0039,0.0084,0.0063,0.0,0.9136,0.0,0.0006,0.0,0.069,0.0833,0.125,0.0819,0.0055,0.0072,0.0,0.0,0.0104,0.0,0.9136,0.0,0.0015,0.0,0.069,0.0833,0.125,0.0815,0.0086,0.006999999999999999,0.0039,0.0013,reg oper account,block of flats,0.0058,"Stone, brick",No,0.0,0.0,0.0,0.0,-1377.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100071,0,Cash loans,F,N,Y,0,180000.0,1663987.5,86989.5,1588500.0,Family,Commercial associate,Secondary / secondary special,Married,House / apartment,0.018801,-20121,-2446,-6755.0,-2177,,1,1,0,1,0,0,Accountants,2.0,2,2,MONDAY,12,0,0,0,0,0,0,Industry: type 11,,0.5706663563799912,0.6971469077844458,0.0876,0.0496,0.9841,0.7824,0.0096,0.04,0.0345,0.4583,0.5,0.0208,0.0698,0.0767,0.0077,0.021,0.0893,0.0515,0.9841,0.7909,0.0097,0.0403,0.0345,0.4583,0.5,0.0213,0.0762,0.0799,0.0078,0.0222,0.0885,0.0496,0.9841,0.7853,0.0097,0.04,0.0345,0.4583,0.5,0.0212,0.071,0.0781,0.0078,0.0214,reg oper spec account,block of flats,0.0701,"Stone, brick",No,0.0,0.0,0.0,0.0,-1572.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,2.0,0.0,1.0 +100072,0,Cash loans,M,N,N,0,180000.0,1080000.0,44118.0,1080000.0,Unaccompanied,Working,Incomplete higher,Single / not married,With parents,0.010006000000000001,-7907,-1324,-4557.0,-586,,1,1,0,1,0,1,Sales staff,1.0,2,1,TUESDAY,9,0,0,0,0,0,0,Trade: type 2,,0.0265407750366898,0.43473324875017305,0.0928,0.0955,0.9856,0.8028,0.013,0.0,0.2069,0.1667,0.2083,0.1147,0.0756,0.0913,0.0,0.0,0.0945,0.0991,0.9856,0.8105,0.0131,0.0,0.2069,0.1667,0.2083,0.1173,0.0826,0.0951,0.0,0.0,0.0937,0.0955,0.9856,0.8054,0.0131,0.0,0.2069,0.1667,0.2083,0.1167,0.077,0.0929,0.0,0.0,reg oper account,block of flats,0.0804,Panel,No,0.0,0.0,0.0,0.0,-725.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,4.0 +100073,0,Cash loans,M,Y,Y,0,324000.0,1130760.0,40189.5,810000.0,Unaccompanied,Pensioner,Higher education,Civil marriage,House / apartment,0.01885,-22843,365243,-1042.0,-3967,10.0,1,0,0,1,0,0,,2.0,2,2,THURSDAY,9,0,0,0,0,0,0,XNA,,0.7330511930996613,0.2340151665320674,0.1928,0.2309,0.9955,,,0.16,0.1379,0.6667,,0.1427,,0.2818,,0.1341,0.1964,0.2396,0.9955,,,0.1611,0.1379,0.6667,,0.1459,,0.2936,,0.142,0.1947,0.2309,0.9955,,,0.16,0.1379,0.6667,,0.1452,,0.2869,,0.1369,,block of flats,0.2522,"Stone, brick",No,0.0,0.0,0.0,0.0,-2385.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,1.0 +100075,0,Cash loans,F,N,N,0,112500.0,95940.0,10462.5,90000.0,Family,Working,Higher education,Single / not married,House / apartment,0.00496,-12240,-3720,-5246.0,-4541,,1,1,0,1,0,0,,1.0,2,2,MONDAY,14,0,0,0,0,0,0,University,0.2996061411205129,0.6645439411246608,0.4920600938649263,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-280.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100076,0,Cash loans,M,Y,N,0,180000.0,315000.0,9679.5,315000.0,,Commercial associate,Secondary / secondary special,Married,House / apartment,0.028663,-13866,-2546,-5448.0,-4097,1.0,1,1,0,1,0,0,Drivers,2.0,2,2,MONDAY,12,0,0,0,0,0,0,Transport: type 3,,0.5848873555356944,0.09507039584133267,0.0124,,0.9677,0.5579999999999999,0.0013,0.0,0.069,0.0417,0.0417,0.0489,0.0101,0.01,0.0,0.0,0.0126,,0.9677,0.5753,0.0013,0.0,0.069,0.0417,0.0417,0.05,0.011,0.0105,0.0,0.0,0.0125,,0.9677,0.5639,0.0013,0.0,0.069,0.0417,0.0417,0.0498,0.0103,0.0102,0.0,0.0,reg oper account,block of flats,0.0079,Block,No,0.0,0.0,0.0,0.0,-3.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100077,0,Cash loans,M,N,Y,0,180000.0,1256400.0,40657.5,900000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Single / not married,House / apartment,0.072508,-12049,-579,-6105.0,-1,,1,1,0,1,0,0,Core staff,1.0,1,1,WEDNESDAY,12,0,0,0,0,0,0,Police,0.2867830789116058,0.6473478219828046,0.5620604831738043,0.1433,0.0993,0.9811,0.7416,0.0,0.16,0.1379,0.3333,0.375,0.0,0.1168,0.1367,0.0,0.0207,0.146,0.103,0.9811,0.7517,0.0,0.1611,0.1379,0.3333,0.375,0.0,0.1276,0.1425,0.0,0.0219,0.1447,0.0993,0.9811,0.7451,0.0,0.16,0.1379,0.3333,0.375,0.0,0.1189,0.1392,0.0,0.0211,reg oper account,block of flats,0.1114,Panel,No,4.0,0.0,4.0,0.0,-295.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,8.0 +100078,0,Cash loans,F,Y,Y,0,180000.0,1035000.0,43983.0,1035000.0,Unaccompanied,State servant,Higher education,Married,House / apartment,0.028663,-19550,-4856,-6836.0,-3084,21.0,1,1,0,1,0,0,Core staff,2.0,2,2,TUESDAY,9,0,0,0,0,0,0,Government,0.7961611232881004,0.5172704004425673,0.4294236843421945,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1594.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100079,0,Revolving loans,M,N,Y,0,225000.0,270000.0,13500.0,270000.0,Unaccompanied,Working,Secondary / secondary special,Separated,Municipal apartment,0.00733,-15359,-114,-5076.0,-2922,,1,1,0,1,0,0,Laborers,1.0,2,2,THURSDAY,9,0,0,0,0,1,1,Construction,0.20247737407460809,0.5619229565929612,0.4135967602644276,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-662.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100080,0,Revolving loans,F,N,N,1,157500.0,450000.0,22500.0,450000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Civil marriage,House / apartment,0.010966,-11956,-3154,-8118.0,-4143,,1,1,0,1,0,0,Sales staff,3.0,2,2,SUNDAY,10,0,0,0,0,0,0,Kindergarten,0.4115064104251909,0.12388829228441395,0.8327850252992314,0.2175,0.1455,0.9891,0.8504,0.0443,0.24,0.2069,0.3333,0.375,0.1343,0.1774,0.2129,0.0,0.0039,0.2216,0.1509,0.9891,0.8563,0.0447,0.2417,0.2069,0.3333,0.375,0.1373,0.1938,0.2218,0.0,0.0041,0.2196,0.1455,0.9891,0.8524,0.0445,0.24,0.2069,0.3333,0.375,0.1366,0.1804,0.2167,0.0,0.004,reg oper spec account,block of flats,0.1925,Panel,No,,,,,-1711.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100081,0,Cash loans,M,Y,N,0,180000.0,450000.0,21109.5,450000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Civil marriage,House / apartment,0.014519999999999996,-10848,-121,-4809.0,-3494,20.0,1,1,0,1,0,0,Laborers,2.0,2,2,SATURDAY,9,0,0,0,0,0,0,Other,,0.6454384930609306,,0.067,0.0,0.9752,0.66,0.0068,0.0,0.1379,0.1667,0.2083,0.0483,0.0538,0.0506,0.0039,0.0465,0.0683,0.0,0.9752,0.6733,0.0069,0.0,0.1379,0.1667,0.2083,0.0494,0.0588,0.0528,0.0039,0.0492,0.0677,0.0,0.9752,0.6645,0.0069,0.0,0.1379,0.1667,0.2083,0.0491,0.0547,0.0516,0.0039,0.0475,reg oper account,block of flats,0.0436,"Stone, brick",No,1.0,0.0,1.0,0.0,-2519.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100082,0,Cash loans,M,N,N,2,180000.0,450000.0,21109.5,450000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.01885,-12009,-2844,-1377.0,-3656,,1,1,1,1,1,0,Laborers,4.0,2,2,MONDAY,12,0,0,0,0,0,0,Business Entity Type 3,0.35770654726206136,0.6865047975453018,0.39449540531239935,0.0722,0.0487,0.9826,0.762,0.0085,0.0,0.1379,0.1667,0.2083,0.0176,0.0588,0.0505,0.0,0.0,0.0735,0.0505,0.9826,0.7713,0.0086,0.0,0.1379,0.1667,0.2083,0.018000000000000002,0.0643,0.0526,0.0,0.0,0.0729,0.0487,0.9826,0.7652,0.0086,0.0,0.1379,0.1667,0.2083,0.0179,0.0599,0.0514,0.0,0.0,reg oper spec account,block of flats,0.0444,Panel,No,0.0,0.0,0.0,0.0,-1003.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,2.0 +100083,0,Cash loans,M,Y,Y,0,103500.0,573628.5,24435.0,463500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.009656999999999999,-15406,-892,-341.0,-4176,22.0,1,1,0,1,0,0,Laborers,2.0,2,2,MONDAY,18,0,0,0,0,0,0,Business Entity Type 3,0.2707661633733818,0.7071263161734994,0.5971924268337128,0.1464,0.1291,0.9861,0.8096,0.108,0.04,0.0345,0.3333,0.375,0.0,0.1194,0.0933,0.0,0.0,0.1492,0.134,0.9861,0.8171,0.109,0.0403,0.0345,0.3333,0.375,0.0,0.1304,0.0972,0.0,0.0,0.1478,0.1291,0.9861,0.8121,0.1087,0.04,0.0345,0.3333,0.375,0.0,0.1214,0.0949,0.0,0.0,reg oper account,block of flats,0.1324,"Stone, brick",No,2.0,1.0,2.0,1.0,-2053.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100084,0,Cash loans,M,N,Y,2,225000.0,495351.0,26140.5,459000.0,Unaccompanied,Working,Secondary / secondary special,Separated,House / apartment,0.02461,-14860,-1156,-23.0,-1072,,1,1,0,1,0,0,Laborers,3.0,2,2,FRIDAY,10,0,0,0,0,0,0,Business Entity Type 3,,0.5705270507243844,0.6940926425266661,0.0165,0.0,0.9727,0.626,,0.0,0.069,0.0417,,0.0249,,0.011,,0.0,0.0168,0.0,0.9727,0.6406,,0.0,0.069,0.0417,,0.0255,,0.0114,,0.0,0.0167,0.0,0.9727,0.631,,0.0,0.069,0.0417,,0.0254,,0.0112,,0.0,,block of flats,0.0093,Block,No,1.0,0.0,1.0,0.0,-1475.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,0.0 +100085,0,Cash loans,M,N,Y,1,157500.0,755190.0,28894.5,675000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.016612000000000002,-11187,-2224,-3253.0,-3723,,1,1,1,1,0,0,Drivers,3.0,2,2,WEDNESDAY,12,0,0,0,0,0,0,Business Entity Type 1,,0.3687189849837431,0.35895122857839673,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7.0,0.0,7.0,0.0,-1175.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100086,0,Cash loans,F,N,Y,1,135000.0,675000.0,21775.5,675000.0,Unaccompanied,Commercial associate,Higher education,Widow,House / apartment,0.019101,-14264,-2492,-4327.0,-4517,,1,1,0,1,0,0,Laborers,2.0,2,2,THURSDAY,12,0,0,0,0,0,0,Self-employed,,0.5698732368655826,0.1986200451074864,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1597.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,4.0,2.0 +100087,0,Cash loans,F,N,Y,1,202500.0,1288350.0,37800.0,1125000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.003069,-17542,-2011,-1529.0,-988,,1,1,0,1,0,0,Cooking staff,3.0,3,3,FRIDAY,11,0,0,0,0,0,0,Self-employed,,0.5720641471414096,0.19182160241360605,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,1.0,2.0,1.0,-1230.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100088,0,Revolving loans,F,N,N,0,112500.0,135000.0,6750.0,135000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.0228,-19467,-4066,-4623.0,-2975,,1,1,0,1,0,0,,2.0,2,2,THURSDAY,15,0,0,0,0,0,0,School,,0.5851740300889305,0.4083588531230431,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1537.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100089,0,Cash loans,M,N,Y,0,135000.0,337761.0,15781.5,256500.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,House / apartment,0.025164,-9666,-2811,-4437.0,-2342,,1,1,0,1,1,0,Laborers,2.0,2,2,TUESDAY,12,0,0,0,0,0,0,Self-employed,,0.5500579930157645,0.5352762504724826,0.0722,0.0752,0.6508,0.6736,0.008,0.0,0.1379,0.1667,0.2083,0.0671,0.0664,0.0639,0.0039,0.0029,0.063,0.0653,0.0,0.6864,0.0081,0.0,0.1379,0.1667,0.2083,0.0581,0.0725,0.0555,0.0039,0.0031,0.0729,0.08,0.9762,0.6779999999999999,0.0081,0.0,0.1379,0.1667,0.2083,0.0659,0.0676,0.0701,0.0039,0.003,reg oper account,block of flats,0.0472,Panel,No,2.0,0.0,2.0,0.0,-92.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100093,0,Cash loans,F,N,Y,1,94500.0,585000.0,28273.5,585000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.028663,-18253,-721,-1701.0,-1779,,1,1,0,1,1,0,Core staff,3.0,2,2,TUESDAY,16,0,0,0,0,0,0,Postal,0.5927009939219194,0.4885999153777029,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100094,0,Cash loans,F,N,Y,0,108000.0,113760.0,5301.0,90000.0,Unaccompanied,Pensioner,Higher education,Single / not married,House / apartment,0.030755,-22935,365243,-12623.0,-3442,,1,0,0,1,0,0,,1.0,2,2,THURSDAY,10,0,0,0,0,0,0,XNA,,0.5827354769124312,0.4525335592581747,0.1474,0.0669,0.9578,,,0.0,0.3103,0.2083,,0.0663,,0.1648,,0.0427,0.1502,0.0694,0.9578,,,0.0,0.3103,0.2083,,0.0679,,0.1717,,0.0452,0.1489,0.0669,0.9578,,,0.0,0.3103,0.2083,,0.0675,,0.1678,,0.0436,,block of flats,0.1584,"Stone, brick",No,3.0,0.0,3.0,0.0,-260.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100095,0,Revolving loans,F,N,Y,2,67500.0,135000.0,6750.0,135000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.020246,-18693,-1434,-10255.0,-2241,,1,1,0,1,1,0,Sales staff,4.0,3,3,THURSDAY,8,0,0,0,0,0,0,Trade: type 7,0.5866975916234531,0.3045061145430549,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1040.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100096,1,Cash loans,F,N,Y,0,81000.0,252000.0,14593.5,252000.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.028663,-24794,365243,-5391.0,-4199,,1,0,0,1,0,0,,2.0,2,2,THURSDAY,10,0,0,0,0,0,0,XNA,,0.0239523667712844,0.7209441499436497,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,1.0,1.0,1.0,0.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100097,0,Cash loans,M,Y,Y,0,157500.0,760225.5,30280.5,679500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.035792000000000004,-17527,-2442,-3500.0,-983,20.0,1,1,0,1,0,0,,2.0,2,2,THURSDAY,10,0,0,0,0,1,1,Business Entity Type 3,,0.3573422337147276,0.6446794549585961,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,6.0,0.0,6.0,0.0,-371.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,0.0 +100098,0,Revolving loans,M,Y,N,0,225000.0,270000.0,13500.0,270000.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,House / apartment,0.01885,-17390,-924,-7211.0,-907,1.0,1,1,0,1,0,0,Drivers,2.0,2,2,WEDNESDAY,9,0,0,0,0,0,0,Transport: type 3,,0.5970811533321667,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-617.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100099,0,Cash loans,F,N,Y,0,360000.0,733315.5,41076.0,679500.0,Unaccompanied,Pensioner,Secondary / secondary special,Separated,House / apartment,0.009175,-23032,365243,-9506.0,-793,,1,0,0,1,0,0,,1.0,2,2,THURSDAY,12,1,0,0,0,0,0,XNA,,0.6605789818593445,0.3425288720742255,0.0454,0.0108,0.9742,,,0.0,0.1034,0.125,,0.0292,,0.036000000000000004,,0.0148,0.0462,0.0112,0.9742,,,0.0,0.1034,0.125,,0.0299,,0.0375,,0.0157,0.0458,0.0108,0.9742,,,0.0,0.1034,0.125,,0.0297,,0.0367,,0.0152,,block of flats,0.0315,"Stone, brick",No,4.0,0.0,4.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100100,0,Cash loans,M,Y,Y,2,202500.0,796396.5,38443.5,643500.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.008019,-15909,-1094,-3134.0,-4180,65.0,1,1,0,1,0,1,Managers,4.0,2,2,FRIDAY,17,0,0,0,0,1,1,Industry: type 11,0.4476751393608083,0.49576514071749606,0.8245949709919925,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1876.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100101,0,Cash loans,F,Y,Y,0,202500.0,343377.0,22072.5,283500.0,Unaccompanied,State servant,Higher education,Single / not married,House / apartment,0.072508,-18138,-969,-7421.0,-1681,5.0,1,1,0,1,0,0,High skill tech staff,1.0,1,1,WEDNESDAY,13,0,0,0,0,0,0,Business Entity Type 1,,0.7162122102538987,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1585.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100102,0,Cash loans,F,N,N,1,126000.0,327024.0,10264.5,270000.0,Unaccompanied,Working,Secondary / secondary special,Single / not married,House / apartment,0.02461,-14321,-192,-6913.0,-5942,,1,1,0,1,1,0,Laborers,2.0,2,2,SUNDAY,13,0,0,0,0,0,0,Transport: type 4,0.4147940693543055,0.6611083077510267,0.4776491548517548,0.0041,,0.9722,0.6192,,,0.0345,0.0,0.0417,0.0144,0.0034,0.0048,0.0,0.0,0.0042,,0.9722,0.6341,,,0.0345,0.0,0.0417,0.0147,0.0037,0.005,0.0,0.0,0.0042,,0.9722,0.6243,,,0.0345,0.0,0.0417,0.0146,0.0034,0.0049,0.0,0.0,reg oper account,block of flats,0.0083,Others,No,1.0,0.0,1.0,0.0,-2.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0.0,0.0,0.0,6.0,0.0,0.0 +100103,0,Cash loans,F,N,Y,0,72000.0,450000.0,16965.0,450000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.009175,-21112,-1694,-6057.0,-4013,,1,1,1,1,0,0,,2.0,2,2,FRIDAY,12,0,0,0,0,0,0,School,,0.7180575365896832,0.511891801533151,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,0.0,4.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100104,0,Cash loans,F,N,Y,0,90000.0,547344.0,30690.0,472500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.022625,-18556,-862,-6769.0,-2045,,1,1,0,1,1,0,Waiters/barmen staff,2.0,2,2,WEDNESDAY,17,0,0,0,0,0,0,Business Entity Type 3,0.7631370618175837,0.6446273721560554,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,0.0,1.0,0.0,-2591.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100105,0,Cash loans,F,N,Y,0,193500.0,225000.0,23755.5,225000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.031329,-19810,-8862,-4493.0,-3043,,1,1,1,1,1,0,Managers,2.0,2,2,TUESDAY,11,0,0,0,0,0,0,Government,0.765153942091246,0.25475995714691185,0.41184855592423975,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1733.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,4.0 +100108,0,Cash loans,F,N,Y,3,171000.0,545040.0,31288.5,450000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.006629,-12780,-1415,-5146.0,-870,,1,1,1,1,1,0,Sales staff,5.0,2,2,WEDNESDAY,11,0,0,0,0,1,1,Business Entity Type 3,,0.7566679797246073,0.6413682574954046,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.0,0.0,3.0,0.0,-546.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100110,0,Cash loans,M,Y,Y,3,135000.0,373140.0,25065.0,337500.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.035792000000000004,-10744,-741,-442.0,-2381,21.0,1,1,0,1,0,0,Laborers,5.0,2,2,WEDNESDAY,9,0,0,0,0,1,1,Housing,,0.6405493008893001,0.3280631605201915,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,2.0 +100111,0,Cash loans,F,Y,N,1,112500.0,862560.0,27954.0,720000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,With parents,0.0228,-10485,-1249,-4628.0,-3110,17.0,1,1,0,1,0,0,Sales staff,3.0,2,2,MONDAY,11,0,0,0,0,0,0,Business Entity Type 3,0.5633231337420023,0.608604105963283,0.22888341670067305,0.2619,0.1186,0.9876,0.83,,0.32,0.2759,0.3333,0.375,0.0856,,0.2675,,0.1749,0.2668,0.1231,0.9876,0.8367,,0.3222,0.2759,0.3333,0.375,0.0876,,0.2787,,0.1852,0.2644,0.1186,0.9876,0.8323,,0.32,0.2759,0.3333,0.375,0.0871,,0.2723,,0.1786,reg oper account,block of flats,0.2576,"Stone, brick",No,1.0,0.0,1.0,0.0,-1234.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100112,1,Cash loans,M,Y,Y,0,315000.0,953460.0,64107.0,900000.0,Family,Commercial associate,Incomplete higher,Single / not married,With parents,0.030755,-10199,-2015,-4802.0,-1038,2.0,1,1,0,1,0,0,,1.0,2,2,SUNDAY,13,0,0,0,0,1,1,Industry: type 4,,0.4323402118056743,0.07749854649006513,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-591.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100113,0,Cash loans,M,Y,N,0,76500.0,135000.0,6696.0,135000.0,Unaccompanied,Working,Secondary / secondary special,Single / not married,House / apartment,0.028663,-15137,-7980,-9176.0,-4576,11.0,1,1,1,1,0,0,Low-skill Laborers,1.0,2,2,MONDAY,10,0,0,0,0,0,0,Agriculture,0.4757617930038634,0.5930185238421518,0.7898803468924867,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1981.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100114,0,Cash loans,F,N,Y,0,135000.0,284400.0,22599.0,225000.0,Unaccompanied,Commercial associate,Higher education,Single / not married,House / apartment,0.030755,-10734,-693,-7913.0,-1362,,1,1,0,1,0,0,Laborers,1.0,2,2,MONDAY,14,0,0,0,1,1,0,Restaurant,0.3957242668511344,0.1549370735653434,0.2650494299443805,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-227.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100115,0,Cash loans,F,N,N,0,90000.0,315000.0,14683.5,315000.0,"Spouse, partner",Working,Secondary / secondary special,Married,House / apartment,0.028663,-15371,-367,-3071.0,-4211,,1,1,1,1,1,0,,2.0,2,2,SUNDAY,11,0,0,0,0,1,1,Business Entity Type 3,,0.3343001962973505,,0.0247,0.0,0.9707,,,0.0,0.1034,0.0417,,0.0671,,0.0243,,0.0,0.0252,0.0,0.9707,,,0.0,0.1034,0.0417,,0.0686,,0.0253,,0.0,0.025,0.0,0.9707,,,0.0,0.1034,0.0417,,0.0682,,0.0248,,0.0,,block of flats,0.021,Block,No,0.0,0.0,0.0,0.0,-40.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,2.0 +100116,0,Cash loans,F,N,Y,0,243000.0,900000.0,32017.5,900000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.010006000000000001,-14751,-6737,-3390.0,-4788,,1,1,0,1,0,1,Core staff,2.0,2,1,THURSDAY,11,0,0,0,0,1,1,Kindergarten,0.6712718925800566,0.7002735745029195,0.07105512466873665,0.1474,0.4212,0.9975,0.966,,0.12,0.1034,0.375,0.375,0.0135,0.1059,0.18600000000000005,0.0656,0.1969,0.1502,0.4371,0.9975,0.9673,,0.1208,0.1034,0.375,0.375,0.0138,0.1157,0.1937,0.0661,0.2084,0.1489,0.4212,0.9975,0.9665,,0.12,0.1034,0.375,0.375,0.0138,0.1077,0.1893,0.066,0.201,reg oper spec account,block of flats,0.217,"Stone, brick",No,2.0,0.0,2.0,0.0,-1083.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100118,0,Cash loans,F,N,Y,0,90000.0,675000.0,26541.0,675000.0,Unaccompanied,Pensioner,Secondary / secondary special,Widow,House / apartment,0.026392000000000002,-22471,365243,-217.0,-4323,,1,0,0,1,0,0,,1.0,2,2,TUESDAY,15,0,0,0,0,0,0,XNA,,0.6263029188866104,,0.1361,0.0761,0.996,0.9456,0.0525,0.14,0.1207,0.375,0.0417,0.0814,0.1097,0.1539,0.0058,0.0168,0.0777,0.04,0.996,0.9477,0.0295,0.0806,0.069,0.375,0.0417,0.0501,0.0652,0.0788,0.0,0.0,0.1374,0.0761,0.996,0.9463,0.0529,0.14,0.1207,0.375,0.0417,0.0828,0.1116,0.1567,0.0058,0.0172,reg oper account,block of flats,0.2241,Panel,No,3.0,2.0,3.0,1.0,0.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100119,0,Revolving loans,F,N,Y,0,54000.0,180000.0,9000.0,180000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.015221,-11142,-2419,-4987.0,-467,,1,1,0,1,0,0,Medicine staff,2.0,2,2,SATURDAY,16,0,0,0,0,0,0,Medicine,,0.5002642944981995,0.07749854649006513,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-149.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100120,0,Cash loans,F,N,N,0,135000.0,781920.0,28215.0,675000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.019688999999999998,-9650,-2953,-4329.0,-367,,1,1,1,1,0,0,Core staff,2.0,2,2,FRIDAY,15,0,0,0,0,1,1,Government,0.2543516601822173,0.16995295093717294,0.12140828616312165,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,0.0,1.0,0.0,-17.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100121,0,Cash loans,M,N,Y,0,126000.0,787131.0,26145.0,679500.0,Unaccompanied,Working,Secondary / secondary special,Married,With parents,0.018209,-16798,-669,-9388.0,-347,,1,1,1,1,1,0,Low-skill Laborers,2.0,3,3,FRIDAY,7,0,0,0,0,0,0,Business Entity Type 2,,0.5861504130199274,0.5814837058057234,,0.1117,0.9781,,,,0.2069,0.1667,,,,0.0987,,,,0.1159,0.9782,,,,0.2069,0.1667,,,,0.1028,,,,0.1117,0.9781,,,,0.2069,0.1667,,,,0.1004,,,,,0.0776,Panel,No,5.0,2.0,5.0,2.0,-319.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.0,1.0,0.0,0.0,0.0,1.0 +100122,0,Cash loans,F,N,N,1,76500.0,808650.0,26217.0,675000.0,Unaccompanied,Commercial associate,Higher education,Married,With parents,0.0228,-10954,-2469,-550.0,-596,,1,1,0,1,1,0,Core staff,3.0,2,2,TUESDAY,11,0,0,0,0,0,0,Other,0.4055643396822132,0.04729142440452983,0.4066174366275036,0.3887,0.2438,0.999,0.9864,0.1221,0.4264,0.1838,0.5833,0.625,0.1498,0.2564,0.3606,0.278,0.0267,0.2174,0.2108,0.999,0.9869,0.0678,0.2417,0.1034,0.5833,0.625,0.0965,0.1534,0.225,0.1556,0.0133,0.3872,0.2032,0.999,0.9866,0.1201,0.4,0.1724,0.5833,0.625,0.104,0.2608,0.3475,0.2601,0.0234,reg oper account,block of flats,0.2094,Panel,No,5.0,1.0,5.0,1.0,-663.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100123,0,Cash loans,F,N,N,0,103500.0,675000.0,19737.0,675000.0,Unaccompanied,Working,Secondary / secondary special,Widow,House / apartment,0.020246,-23719,-8466,-3917.0,-4036,,1,1,1,1,0,0,Security staff,1.0,3,3,SATURDAY,16,0,0,0,0,0,0,Medicine,,0.3993660764222056,0.6738300778602003,0.0567,0.0629,0.9732,0.6328,0.0484,0.0,0.1034,0.1667,0.2083,0.0314,0.042,0.0308,0.0193,0.0148,0.0578,0.0652,0.9732,0.6472,0.0488,0.0,0.1034,0.1667,0.2083,0.0322,0.0459,0.0321,0.0195,0.0156,0.0573,0.0629,0.9732,0.6377,0.0487,0.0,0.1034,0.1667,0.2083,0.032,0.0428,0.0313,0.0194,0.0151,reg oper account,block of flats,0.0396,"Stone, brick",No,0.0,0.0,0.0,0.0,-1689.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100124,0,Cash loans,M,N,Y,0,225000.0,448272.0,28647.0,396000.0,Unaccompanied,Pensioner,Secondary / secondary special,Widow,House / apartment,0.072508,-24051,365243,-7040.0,-4053,,1,0,0,1,1,1,,1.0,1,1,WEDNESDAY,17,0,0,0,0,0,0,XNA,,0.7103178570703124,0.5549467685334323,0.2959,0.1785,0.9786,0.7076,0.0,0.32,0.2759,0.3333,0.375,0.0,0.2412,0.2693,0.0,0.0061,0.3015,0.1853,0.9786,0.7190000000000001,0.0,0.3222,0.2759,0.3333,0.375,0.0,0.2635,0.2805,0.0,0.0064,0.2987,0.1785,0.9786,0.7115,0.0,0.32,0.2759,0.3333,0.375,0.0,0.2454,0.2741,0.0,0.0062,reg oper account,block of flats,0.2131,Panel,No,0.0,0.0,0.0,0.0,-1080.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,8.0 +100125,0,Cash loans,F,N,N,0,126000.0,263686.5,26208.0,238500.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.009549,-21613,365243,-2376.0,-2434,,1,0,0,1,1,0,,2.0,2,2,MONDAY,11,0,0,0,0,0,0,XNA,,0.5713305828391398,0.5549467685334323,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1165.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100126,0,Revolving loans,M,N,Y,2,135000.0,180000.0,9000.0,180000.0,Family,Working,Secondary / secondary special,Married,House / apartment,0.04622,-12900,-782,-2124.0,-3888,,1,1,1,1,0,0,,4.0,1,1,FRIDAY,21,0,0,0,0,1,1,Transport: type 4,,0.7050933282515942,0.5744466170995097,0.0165,0.0309,0.9732,,,,0.069,0.0417,,,,0.0126,,,0.0168,0.0321,0.9732,,,,0.069,0.0417,,,,0.0131,,,0.0167,0.0309,0.9732,,,,0.069,0.0417,,,,0.0128,,,,block of flats,0.0099,"Stone, brick",No,1.0,1.0,1.0,1.0,-1091.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100127,0,Cash loans,M,N,Y,0,112500.0,52128.0,5341.5,45000.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.02461,-21341,365243,-10150.0,-1403,,1,0,0,1,1,0,,2.0,2,2,FRIDAY,7,0,0,0,0,0,0,XNA,,0.6870034445422084,,0.0742,0.0,0.9861,0.8096,,0.08,0.069,0.3333,0.0417,0.0435,0.0605,0.0736,0.0,0.0,0.0756,0.0,0.9861,0.8171,,0.0806,0.069,0.3333,0.0417,0.0445,0.0661,0.0766,0.0,0.0,0.0749,0.0,0.9861,0.8121,,0.08,0.069,0.3333,0.0417,0.0443,0.0616,0.0749,0.0,0.0,reg oper account,block of flats,0.0766,Panel,No,0.0,0.0,0.0,0.0,-2279.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100129,0,Revolving loans,F,Y,Y,1,85500.0,135000.0,6750.0,135000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.018029,-9415,-225,-4066.0,-2104,5.0,1,1,0,0,0,0,,3.0,3,2,MONDAY,8,0,0,0,0,0,0,Business Entity Type 1,0.4795441447548665,0.6102072901939566,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1.0,0.0,0.0,0.0,0.0,0.0 +100130,1,Cash loans,F,N,Y,1,157500.0,723996.0,30802.5,585000.0,Unaccompanied,Commercial associate,Incomplete higher,Separated,House / apartment,0.007273999999999998,-10526,-267,-387.0,-3190,,1,1,0,1,1,0,Sales staff,2.0,2,2,SUNDAY,12,0,1,1,0,1,1,Trade: type 2,,0.2820694905045227,0.1206410299309233,0.1485,0.0604,0.9881,0.8368,0.0882,0.04,0.0345,0.3333,0.375,0.1368,0.1202,0.1012,0.0039,0.0027,0.1513,0.0627,0.9881,0.8432,0.08900000000000001,0.0403,0.0345,0.3333,0.375,0.1399,0.1313,0.1055,0.0039,0.0029,0.1499,0.0604,0.9881,0.8390000000000001,0.0888,0.04,0.0345,0.3333,0.375,0.1392,0.1223,0.103,0.0039,0.0028,reg oper account,block of flats,0.1284,"Stone, brick",No,0.0,0.0,0.0,0.0,-56.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100131,0,Cash loans,F,N,Y,0,270000.0,891072.0,45625.5,720000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Single / not married,House / apartment,0.072508,-13830,-1169,-7953.0,-4802,,1,1,0,1,0,0,Realty agents,1.0,1,1,THURSDAY,15,0,0,0,0,0,0,Other,0.3394026084270504,0.7079724741176917,0.4525335592581747,0.1423,0.0785,0.9841,0.7824,0.2632,0.24,0.1034,0.4583,0.5,0.0216,0.111,0.1627,0.0232,0.0479,0.145,0.0814,0.9841,0.7909,0.2656,0.2417,0.1034,0.4583,0.5,0.0221,0.1212,0.1695,0.0233,0.0507,0.1436,0.0785,0.9841,0.7853,0.2649,0.24,0.1034,0.4583,0.5,0.022,0.1129,0.1656,0.0233,0.0489,reg oper account,block of flats,0.1439,Panel,No,2.0,1.0,2.0,1.0,-734.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,4.0 +100132,0,Cash loans,F,N,Y,0,202500.0,1136439.0,73611.0,1089000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Widow,House / apartment,0.032561,-23656,-968,-14666.0,-4456,,1,1,0,1,1,0,Cleaning staff,1.0,1,1,TUESDAY,14,0,0,0,0,0,0,Business Entity Type 2,0.7748801671358985,0.7112888072636568,0.5971924268337128,0.332,,0.9801,,,0.36,0.3103,0.3333,,0.2208,,0.3263,,0.0478,0.3382,,0.9801,,,0.3625,0.3103,0.3333,,0.2259,,0.34,,0.0506,0.3352,,0.9801,,,0.36,0.3103,0.3333,,0.2247,,0.3322,,0.0488,,block of flats,0.267,Panel,No,0.0,0.0,0.0,0.0,-905.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100133,0,Cash loans,F,N,N,0,67500.0,384048.0,18810.0,270000.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,With parents,0.002134,-9207,-1043,-4069.0,-1882,,1,1,0,1,0,0,Core staff,2.0,3,3,WEDNESDAY,10,0,0,0,0,1,1,Government,0.5486469663609839,0.3167548800416005,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-591.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100134,0,Revolving loans,F,N,N,0,202500.0,180000.0,9000.0,180000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.018634,-10085,-465,-9649.0,-1666,,1,1,0,0,0,0,Secretaries,2.0,2,2,MONDAY,17,0,0,0,0,0,0,Medicine,0.3291857814541987,0.7492408359410063,0.6940926425266661,,,0.9816,,,,,,,,,0.2365,,,,,0.9816,,,,,,,,,0.2464,,,,,0.9816,,,,,,,,,0.2407,,,,,0.2688,,No,4.0,0.0,4.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100135,0,Cash loans,M,N,Y,0,135000.0,391194.0,26271.0,319500.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.00733,-19829,-215,-4730.0,-3368,,1,1,0,1,0,0,Laborers,2.0,2,2,SATURDAY,10,1,1,0,1,1,0,Business Entity Type 3,,0.7206401576263843,0.3201633668633456,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1209.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100136,0,Cash loans,M,Y,N,1,157500.0,1571931.0,49356.0,1435500.0,Unaccompanied,State servant,Secondary / secondary special,Married,House / apartment,0.04622,-15949,-239,-1146.0,-4321,9.0,1,1,0,1,1,1,Laborers,3.0,1,1,SUNDAY,13,0,0,0,0,0,0,Business Entity Type 3,,0.6820166294931829,,0.5351,0.0118,0.998,0.9728,0.2781,0.68,0.2759,0.6667,0.5,0.0749,0.4194,0.5357,0.0772,0.5209,0.5452,0.0122,0.998,0.9739,0.2807,0.6848,0.2759,0.6667,0.5,0.0766,0.4582,0.5582,0.0778,0.5514,0.5402,0.0118,0.998,0.9732,0.2799,0.68,0.2759,0.6667,0.5,0.0762,0.4267,0.5453,0.0776,0.5318,reg oper spec account,block of flats,0.701,Monolithic,No,0.0,0.0,0.0,0.0,-2397.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100137,0,Cash loans,F,Y,Y,0,225000.0,891072.0,45625.5,720000.0,Family,Pensioner,Secondary / secondary special,Married,House / apartment,0.020246,-20284,365243,-1990.0,-2556,2.0,1,0,0,1,0,0,,2.0,3,3,FRIDAY,8,0,0,0,0,0,0,XNA,0.8864868897220826,0.08671938658524453,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,12.0,0.0,12.0,0.0,0.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100138,0,Cash loans,M,Y,N,0,135000.0,824823.0,29223.0,688500.0,Unaccompanied,Pensioner,Higher education,Married,House / apartment,0.04622,-14339,365243,-1104.0,-4620,5.0,1,0,0,1,0,0,,2.0,1,1,TUESDAY,14,0,0,0,0,0,0,XNA,0.6674963344753486,0.6075618184170141,0.5726825047161584,0.3247,,,,,0.56,0.2414,0.625,,,,0.4549,,0.0708,0.3309,,,,,0.5639,0.2414,0.625,,,,0.4739,,0.0749,0.3279,,,,,0.56,0.2414,0.625,,,,0.463,,0.0722,,block of flats,0.481,Panel,No,0.0,0.0,0.0,0.0,-242.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100139,0,Cash loans,F,N,N,1,157500.0,302341.5,24016.5,261000.0,Family,Working,Secondary / secondary special,Married,House / apartment,0.010276,-13286,-2305,-6685.0,-4955,,1,1,0,1,0,1,,3.0,2,2,WEDNESDAY,10,0,0,0,1,1,0,Business Entity Type 3,0.5677754906901958,0.6014083651352106,0.0963186927645401,0.0897,0.1127,0.9866,0.8164,0.028,0.0,0.2069,0.1667,0.2083,0.0406,0.0731,0.0898,0.0,0.0,0.0914,0.117,0.9866,0.8236,0.0283,0.0,0.2069,0.1667,0.2083,0.0416,0.0799,0.0936,0.0,0.0,0.0906,0.1127,0.9866,0.8189,0.0282,0.0,0.2069,0.1667,0.2083,0.0413,0.0744,0.0915,0.0,0.0,reg oper spec account,block of flats,0.086,Panel,No,6.0,0.0,6.0,0.0,-1868.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1.0,0.0,0.0,3.0 +100140,0,Revolving loans,F,N,N,0,157500.0,675000.0,33750.0,675000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.030755,-9223,-802,-4067.0,-505,,1,1,0,1,0,0,High skill tech staff,2.0,2,2,FRIDAY,9,0,0,0,1,1,0,Business Entity Type 3,0.3703423626276125,0.7158609528990171,,0.0515,0.0557,0.9851,0.7959999999999999,0.027000000000000003,0.0,0.1379,0.1667,0.0417,0.0518,0.042,0.0618,0.1931,0.0,0.0525,0.0578,0.9851,0.804,0.0272,0.0,0.1379,0.1667,0.0417,0.0529,0.0459,0.0643,0.1946,0.0,0.052000000000000005,0.0557,0.9851,0.7987,0.0271,0.0,0.1379,0.1667,0.0417,0.0527,0.0428,0.0629,0.1941,0.0,reg oper account,block of flats,0.0633,"Stone, brick",No,0.0,0.0,0.0,0.0,-120.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100142,0,Cash loans,M,Y,Y,1,360000.0,579195.0,27994.5,468000.0,"Spouse, partner",State servant,Higher education,Civil marriage,House / apartment,0.018801,-13379,-5387,-6869.0,-4540,7.0,1,1,0,1,0,0,High skill tech staff,3.0,2,2,FRIDAY,11,0,0,0,0,1,1,Transport: type 2,,0.0648582778736916,0.3092753558842053,0.0918,0.0,0.9836,,,0.0,0.2069,0.1667,,0.0,,0.0788,,0.0308,0.0935,0.0,0.9836,,,0.0,0.2069,0.1667,,0.0,,0.0821,,0.0326,0.0926,0.0,0.9836,,,0.0,0.2069,0.1667,,0.0,,0.0802,,0.0314,,block of flats,0.0686,Panel,No,2.0,0.0,1.0,0.0,-1759.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100143,0,Revolving loans,M,N,Y,0,162000.0,270000.0,13500.0,270000.0,Unaccompanied,State servant,Higher education,Married,House / apartment,0.035792000000000004,-22881,-3420,-1481.0,-4802,,1,1,0,1,0,0,Core staff,2.0,2,2,TUESDAY,10,0,0,0,0,0,0,Government,0.6594043693464781,0.6781247611812603,0.6832688314232291,0.1732,0.0785,0.994,,,0.24,0.1034,0.4583,,0.2983,,0.1974,,0.0266,0.1765,0.0815,0.994,,,0.2417,0.1034,0.4583,,0.3051,,0.2056,,0.0281,0.1749,0.0785,0.994,,,0.24,0.1034,0.4583,,0.3035,,0.2009,,0.0271,,block of flats,0.161,Block,No,0.0,0.0,0.0,0.0,-1499.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,4.0 +100144,0,Cash loans,F,N,N,0,112500.0,535500.0,30028.5,535500.0,Unaccompanied,Working,Secondary / secondary special,Separated,House / apartment,0.028663,-16759,-4560,-3079.0,-296,,1,1,0,1,0,0,Sales staff,1.0,2,2,THURSDAY,17,0,0,0,0,0,0,Self-employed,,0.6116366959675879,,0.0845,0.0651,0.9757,0.6668,0.0506,0.0,0.1379,0.1667,0.2083,0.0421,0.0605,0.0641,0.0386,0.0241,0.0861,0.0675,0.9757,0.6798,0.051,0.0,0.1379,0.1667,0.2083,0.043,0.0661,0.0668,0.0389,0.0255,0.0854,0.0651,0.9757,0.6713,0.0509,0.0,0.1379,0.1667,0.2083,0.0428,0.0616,0.0652,0.0388,0.0246,reg oper account,block of flats,0.0833,Panel,No,9.0,2.0,9.0,0.0,-1282.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100145,0,Cash loans,F,Y,Y,1,202500.0,260725.5,16789.5,198000.0,Family,Working,Secondary / secondary special,Separated,House / apartment,0.01885,-16282,-4375,-762.0,-1494,8.0,1,1,0,1,0,0,Laborers,2.0,2,2,TUESDAY,11,0,0,0,0,0,0,Self-employed,0.6470448716896019,0.7464864055627681,0.7394117535524816,0.0928,0.1,0.9801,0.728,0.0463,0.0,0.2069,0.1667,0.2083,0.0437,0.0756,0.0903,0.0,0.0,0.0945,0.1038,0.9801,0.7387,0.0467,0.0,0.2069,0.1667,0.2083,0.0447,0.0826,0.0941,0.0,0.0,0.0937,0.1,0.9801,0.7316,0.0466,0.0,0.2069,0.1667,0.2083,0.0445,0.077,0.0919,0.0,0.0,reg oper spec account,block of flats,0.071,Panel,No,6.0,0.0,6.0,0.0,-1782.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100146,0,Cash loans,M,Y,Y,0,117000.0,327024.0,12456.0,270000.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.00733,-22959,365243,-1730.0,-4047,13.0,1,0,0,1,0,0,,2.0,2,2,WEDNESDAY,9,0,0,0,0,0,0,XNA,,0.28232640421904515,0.7557400501752248,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-909.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100147,0,Cash loans,F,N,Y,1,135000.0,518562.0,22099.5,463500.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.0038130000000000004,-16142,-2832,-3440.0,-3970,,1,1,0,1,0,0,Laborers,3.0,2,2,SUNDAY,7,0,0,0,0,0,0,Business Entity Type 3,0.6846964453639659,0.4109070009841619,0.7380196196295241,0.1144,0.0775,0.9826,,,0.0,0.1379,0.1667,,0.063,,0.0654,,0.0242,0.1166,0.0804,0.9826,,,0.0,0.1379,0.1667,,0.0644,,0.0681,,0.0256,0.1155,0.0775,0.9826,,,0.0,0.1379,0.1667,,0.0641,,0.0666,,0.0247,,block of flats,0.0567,Panel,No,1.0,0.0,1.0,0.0,-1198.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,4.0 +100148,0,Cash loans,F,N,Y,0,247500.0,755190.0,36459.0,675000.0,Family,Commercial associate,Secondary / secondary special,Married,House / apartment,0.008575,-16340,-8647,-4182.0,-4259,,1,1,0,1,0,0,Medicine staff,2.0,2,2,MONDAY,17,0,0,0,0,0,0,Other,0.6177157988717764,0.6605593694772599,0.21155076420525776,0.0495,0.0623,0.9737,,,0.0,0.1034,0.125,,0.0486,,,,,0.0504,0.0646,0.9737,,,0.0,0.1034,0.125,,0.0497,,,,,0.05,0.0623,0.9737,,,0.0,0.1034,0.125,,0.0495,,,,,,block of flats,0.0318,"Stone, brick",No,0.0,0.0,0.0,0.0,-2415.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100149,0,Cash loans,M,Y,N,0,171000.0,539590.5,26374.5,445500.0,Family,Working,Secondary / secondary special,Married,House / apartment,0.030755,-9203,-481,-1642.0,-1639,4.0,1,1,0,1,0,0,Low-skill Laborers,2.0,2,2,TUESDAY,17,0,0,0,0,0,0,Self-employed,0.0531827887508412,0.16446313944142296,0.0920128093981064,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,1.0,0.0,1.0,0.0,-395.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100151,0,Cash loans,M,N,N,0,135000.0,182016.0,11772.0,144000.0,Unaccompanied,Commercial associate,Higher education,Single / not married,House / apartment,0.019101,-16522,-1451,-4101.0,-66,,1,1,0,1,0,0,Accountants,1.0,2,2,MONDAY,10,0,0,0,0,0,0,Business Entity Type 3,,0.6952191372191353,0.7295666907060153,0.0567,0.0331,0.9791,0.7144,0.0208,0.04,0.0345,0.3333,0.375,0.0256,0.0454,0.0434,0.0039,0.0072,0.0578,0.0343,0.9791,0.7256,0.021,0.0403,0.0345,0.3333,0.375,0.0262,0.0496,0.0452,0.0039,0.0076,0.0573,0.0331,0.9791,0.7182,0.0209,0.04,0.0345,0.3333,0.375,0.0261,0.0462,0.0442,0.0039,0.0073,reg oper account,block of flats,0.0471,"Stone, brick",No,0.0,0.0,0.0,0.0,-398.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,1.0 +100152,0,Cash loans,F,N,Y,0,157500.0,254412.0,9720.0,166500.0,Unaccompanied,Working,Secondary / secondary special,Married,Municipal apartment,0.010032,-16083,-2764,-7358.0,-4654,,1,1,0,1,0,0,Sales staff,2.0,2,2,WEDNESDAY,11,0,0,0,0,0,0,Self-employed,,0.1654420733377721,0.7490217048463391,0.0742,0.0457,0.9821,0.7552,0.0,0.08,0.069,0.3333,0.375,0.0,0.0605,0.0783,0.0,0.0,0.0756,0.0474,0.9821,0.7648,0.0,0.0806,0.069,0.3333,0.375,0.0,0.0661,0.0815,0.0,0.0,0.0749,0.0457,0.9821,0.7585,0.0,0.08,0.069,0.3333,0.375,0.0,0.0616,0.0797,0.0,0.0,reg oper account,block of flats,0.0752,Panel,No,0.0,0.0,0.0,0.0,-1761.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,4.0 +100153,0,Cash loans,M,Y,Y,0,202500.0,1107981.0,32526.0,967500.0,Family,Working,Secondary / secondary special,Married,House / apartment,0.031329,-18413,-1895,-10826.0,-1947,15.0,1,1,0,1,0,0,Drivers,2.0,2,2,SATURDAY,10,0,0,0,0,0,0,Construction,,0.6680204349150283,0.3539876078507373,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1192.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100154,0,Revolving loans,M,N,N,0,144000.0,180000.0,9000.0,180000.0,"Spouse, partner",Working,Secondary / secondary special,Married,House / apartment,0.030755,-12157,-2995,-4055.0,-267,,1,1,0,1,0,0,Drivers,2.0,2,2,THURSDAY,11,0,0,0,0,0,0,Self-employed,0.12739294667525167,0.4949615763457107,0.7380196196295241,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-329.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100155,0,Cash loans,M,N,N,0,157500.0,675000.0,21906.0,675000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.015221,-11944,-2899,-5812.0,-2722,,1,1,1,1,1,0,Laborers,2.0,2,2,THURSDAY,11,0,1,1,0,1,1,Construction,,0.2820783472350259,0.5656079814115492,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-524.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100156,0,Cash loans,F,Y,N,2,157500.0,945000.0,39127.5,945000.0,Family,Commercial associate,Secondary / secondary special,Married,With parents,0.018209,-14235,-5411,-2248.0,-5376,65.0,1,1,0,1,0,0,Medicine staff,4.0,3,3,THURSDAY,14,0,0,0,0,0,0,Medicine,,0.5978227034457954,0.746300213050371,0.0289,0.0698,0.9682,0.5648,0.0044,0.0,0.1034,0.125,0.125,0.0437,0.0202,0.0264,0.0154,0.0326,0.0294,0.0725,0.9682,0.5818,0.0045,0.0,0.1034,0.125,0.125,0.0447,0.022,0.0275,0.0156,0.0345,0.0291,0.0698,0.9682,0.5706,0.0045,0.0,0.1034,0.125,0.125,0.0444,0.0205,0.0269,0.0155,0.0333,reg oper account,block of flats,0.0278,"Stone, brick",No,0.0,0.0,0.0,0.0,-2703.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,1.0 +100157,0,Cash loans,M,N,Y,0,180000.0,1755000.0,61132.5,1755000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.014519999999999996,-16086,-1549,-3174.0,-4584,,1,1,0,1,0,0,,2.0,2,2,MONDAY,7,0,0,0,0,0,0,Business Entity Type 3,0.8678716871178579,0.14768481724551802,0.6690566947824041,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,3.0,0.0,3.0,0.0,0.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,2.0 +100158,0,Cash loans,M,N,N,0,180000.0,590337.0,27486.0,477000.0,Unaccompanied,Commercial associate,Incomplete higher,Married,House / apartment,0.0228,-12348,-1821,-1909.0,-4800,,1,1,0,1,1,0,Core staff,2.0,2,2,WEDNESDAY,12,0,0,0,0,0,0,Culture,,0.6837025341222017,,0.1515,0.0969,0.995,0.9252,0.0289,0.1332,0.1148,0.375,0.4167,0.0184,0.1219,0.1517,0.0077,0.026,0.1345,0.0659,0.9926,0.902,0.0292,0.1208,0.1034,0.375,0.4167,0.0009,0.1166,0.1351,0.0,0.0,0.1405,0.1091,0.9945,0.9262,0.0291,0.12,0.1034,0.375,0.4167,0.0009,0.1154,0.1587,0.0039,0.0121,reg oper account,block of flats,0.1178,"Stone, brick",No,0.0,0.0,0.0,0.0,-2041.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100159,0,Cash loans,F,N,Y,0,225000.0,1515415.5,41800.5,1354500.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.0038179999999999998,-14645,-4027,-7154.0,-1969,,1,1,1,1,1,0,Sales staff,2.0,2,2,FRIDAY,3,0,0,0,0,0,0,Trade: type 7,0.5458589248298449,0.5712502464772474,0.7898803468924867,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-700.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0 +100160,1,Cash loans,M,N,Y,0,292500.0,675000.0,36747.0,675000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.035792000000000004,-16667,-200,-5239.0,-114,,1,1,1,1,1,0,Managers,2.0,2,2,FRIDAY,18,1,1,0,1,1,0,Business Entity Type 3,0.3203218651732389,0.6319612327366237,0.28961123838200553,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-106.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100161,0,Cash loans,F,N,Y,0,90000.0,370629.0,13972.5,306000.0,Family,Commercial associate,Secondary / secondary special,Married,House / apartment,0.007120000000000001,-16219,-2599,-9329.0,-4325,,1,1,0,1,0,0,Sales staff,2.0,2,2,MONDAY,9,0,0,0,0,1,1,Self-employed,,0.2653117484731741,0.31703177858344445,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-306.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100162,0,Cash loans,F,N,Y,0,112500.0,547344.0,18216.0,472500.0,Family,Pensioner,Secondary / secondary special,Single / not married,House / apartment,0.020246,-21061,365243,-5439.0,-4488,,1,0,0,1,0,0,,1.0,3,3,MONDAY,6,0,0,0,0,0,0,XNA,0.5935670746654023,0.5982432424547262,0.23272477626794336,0.0907,0.0992,0.9771,0.6872,0.0,0.0,0.2069,0.1667,0.2083,0.0456,0.0735,0.0854,0.0019,0.003,0.0903,0.1016,0.9772,0.6994,0.0,0.0,0.2069,0.1667,0.2083,0.0419,0.0781,0.087,0.0,0.0,0.0916,0.0992,0.9771,0.6914,0.0,0.0,0.2069,0.1667,0.2083,0.0464,0.0748,0.087,0.0019,0.003,reg oper account,block of flats,0.0669,Panel,No,1.0,1.0,1.0,1.0,-1594.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100163,0,Cash loans,F,N,Y,0,130500.0,550489.5,19773.0,454500.0,Unaccompanied,Working,Higher education,Separated,House / apartment,0.018209,-19718,-5717,-8940.0,-3200,,1,1,1,1,1,0,,1.0,3,3,FRIDAY,11,0,0,0,0,0,0,Other,0.6569383528999653,0.3909932576851988,0.09507039584133267,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5.0,0.0,5.0,0.0,-1691.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100164,0,Cash loans,F,Y,N,1,450000.0,407434.5,43362.0,387000.0,Unaccompanied,Commercial associate,Higher education,Civil marriage,House / apartment,0.0105,-16097,-2630,-110.0,-3852,3.0,1,1,0,1,0,0,Core staff,3.0,3,3,WEDNESDAY,17,0,0,0,0,0,0,Self-employed,,0.6220298665860468,0.3280631605201915,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-845.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100165,0,Cash loans,F,Y,Y,0,175500.0,1293502.5,35568.0,1129500.0,Family,Pensioner,Secondary / secondary special,Married,House / apartment,0.01885,-21961,365243,-8887.0,-4379,9.0,1,0,0,1,1,0,,2.0,2,2,TUESDAY,16,0,0,0,0,0,0,XNA,0.5311064035337159,0.6466885821859959,0.8128226070575616,0.068,0.073,0.9876,0.83,0.0283,0.0,0.1724,0.1667,0.125,0.0366,0.0546,0.0714,0.0039,0.0094,0.0693,0.0758,0.9876,0.8367,0.0286,0.0,0.1724,0.1667,0.125,0.0374,0.0597,0.0744,0.0039,0.01,0.0687,0.073,0.9876,0.8323,0.0285,0.0,0.1724,0.1667,0.125,0.0372,0.0556,0.0727,0.0039,0.0096,reg oper account,block of flats,0.0737,Panel,No,0.0,0.0,0.0,0.0,-396.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100166,0,Cash loans,F,N,Y,3,58500.0,152820.0,15241.5,135000.0,Unaccompanied,Working,Secondary / secondary special,Married,Municipal apartment,0.025164,-14359,-1894,-2908.0,-4480,,1,1,1,1,0,0,Core staff,5.0,2,2,FRIDAY,8,0,0,0,0,1,1,Government,,0.5248175794365513,0.15663982703141147,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-160.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,4.0 +100167,0,Cash loans,F,N,Y,0,180000.0,427500.0,46170.0,427500.0,Unaccompanied,Commercial associate,Secondary / secondary special,Civil marriage,House / apartment,0.026392000000000002,-15127,-1039,-4221.0,-652,,1,1,0,1,1,0,,2.0,2,2,FRIDAY,16,0,0,0,0,1,1,Hotel,,0.5513078693516321,0.16146308000577247,0.0082,,0.9732,,,0.0,0.069,0.0417,,,,0.0084,,0.0,0.0084,,0.9732,,,0.0,0.069,0.0417,,,,0.0088,,0.0,0.0083,,0.9732,,,0.0,0.069,0.0417,,,,0.0086,,0.0,,block of flats,0.0066,"Stone, brick",No,0.0,0.0,0.0,0.0,-1914.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100173,0,Cash loans,F,N,N,0,117000.0,781920.0,26725.5,675000.0,Unaccompanied,Working,Higher education,Single / not married,House / apartment,0.02461,-11633,-2596,-5430.0,-3851,,1,1,0,1,1,0,Core staff,1.0,2,2,TUESDAY,17,0,0,0,0,0,0,Government,0.7239404653083322,0.6363951652298555,0.4525335592581747,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,1.0,0.0,1.0,0.0,-1166.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100174,0,Revolving loans,F,N,Y,2,180000.0,225000.0,11250.0,225000.0,"Spouse, partner",Working,Incomplete higher,Married,Municipal apartment,0.032561,-14597,-1997,-8491.0,-3681,,1,1,1,1,1,0,Sales staff,4.0,1,1,FRIDAY,15,0,0,0,0,0,0,Self-employed,,0.7047931325938472,0.5656079814115492,0.0557,,0.9752,,,0.04,0.0345,0.3333,,0.0361,,0.0383,,0.0028,0.0567,,0.9752,,,0.0403,0.0345,0.3333,,0.0369,,0.04,,0.003,0.0562,,0.9752,,,0.04,0.0345,0.3333,,0.0367,,0.039,,0.0029,,,0.0308,Panel,No,0.0,0.0,0.0,0.0,-307.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100175,0,Cash loans,F,N,Y,1,202500.0,1251072.0,45067.5,1080000.0,Unaccompanied,Working,Secondary / secondary special,Civil marriage,House / apartment,0.010147,-16296,-266,-164.0,-4568,,1,1,0,1,0,0,,3.0,2,2,TUESDAY,19,0,0,0,0,0,0,Industry: type 7,0.5803669462489124,0.7636485619996934,0.3296550543128238,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1683.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100176,0,Cash loans,F,N,Y,0,135000.0,1078200.0,31653.0,900000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.010006000000000001,-17682,-4319,-2630.0,-1211,,1,1,0,1,1,0,Laborers,2.0,2,2,WEDNESDAY,6,0,0,0,0,0,0,Government,,0.5852908069048889,0.816092360478441,0.0701,0.0533,0.996,0.9456,0.018000000000000002,0.08,0.069,0.3333,0.375,0.0096,0.0555,0.07,0.0077,0.0164,0.0714,0.0553,0.996,0.9477,0.0182,0.0806,0.069,0.3333,0.375,0.0098,0.0606,0.0729,0.0078,0.0174,0.0708,0.0533,0.996,0.9463,0.0181,0.08,0.069,0.3333,0.375,0.0098,0.0564,0.0713,0.0078,0.0168,reg oper account,block of flats,0.0685,Panel,No,1.0,0.0,1.0,0.0,-131.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100177,0,Cash loans,M,N,N,1,112500.0,312682.5,33309.0,297000.0,Family,Working,Secondary / secondary special,Civil marriage,House / apartment,0.010643000000000001,-14311,-334,-8401.0,-4248,,1,1,1,1,0,0,,3.0,2,2,THURSDAY,10,0,1,1,0,1,1,Self-employed,0.31935653689296545,0.6036550365741279,0.5954562029091491,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-328.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100178,0,Cash loans,F,N,Y,0,119250.0,679500.0,28917.0,679500.0,Unaccompanied,Working,Higher education,Separated,House / apartment,0.008865999999999999,-19286,-1485,-7887.0,-2835,,1,1,1,1,1,0,,1.0,2,2,MONDAY,13,0,0,0,0,0,0,Self-employed,0.7233712633792718,0.7651254360605889,0.4170996682522097,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-2085.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100179,0,Cash loans,F,Y,N,0,202500.0,675000.0,53329.5,675000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.031329,-11375,-2311,-180.0,-2009,4.0,1,1,0,1,0,0,Managers,2.0,2,2,MONDAY,13,0,0,0,0,0,0,Trade: type 7,0.6748315126672113,0.6161564242321512,0.6738300778602003,0.5845,0.457,0.9945,0.9252,0.3468,0.6,0.2414,0.9167,0.5,0.2847,0.4287,0.7187,0.2201,0.7729,0.5956,0.4742,0.9945,0.9281,0.35,0.6042,0.2414,0.9167,0.5,0.2912,0.4683,0.7488,0.2218,0.8183,0.5902,0.457,0.9945,0.9262,0.349,0.6,0.2414,0.9167,0.5,0.2896,0.4361,0.7317,0.2213,0.7892,reg oper account,block of flats,0.7334,Monolithic,No,0.0,0.0,0.0,0.0,-1792.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,4.0 +100180,0,Cash loans,F,N,Y,1,315000.0,1288350.0,37800.0,1125000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.020713,-15581,-4940,-9520.0,-5239,,1,1,0,1,0,0,Accountants,3.0,3,2,FRIDAY,15,0,0,0,0,1,1,Transport: type 4,0.7290899091709767,0.5098519541101603,0.6754132910917112,0.0907,0.1072,0.9811,0.7416,0.0189,0.0,0.2069,0.1667,0.2083,0.2668,0.07400000000000001,0.0839,0.0,0.0,0.0924,0.1113,0.9811,0.7517,0.019,0.0,0.2069,0.1667,0.2083,0.2729,0.0808,0.0874,0.0,0.0,0.0916,0.1072,0.9811,0.7451,0.019,0.0,0.2069,0.1667,0.2083,0.2715,0.0752,0.0854,0.0,0.0,reg oper account,block of flats,0.0763,Panel,No,1.0,0.0,1.0,0.0,-1020.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,2.0,0.0,3.0 +100181,1,Cash loans,F,N,Y,0,157500.0,245619.0,12667.5,166500.0,Unaccompanied,Working,Secondary / secondary special,Single / not married,House / apartment,0.022625,-17538,-7676,-774.0,-1082,,1,1,0,1,1,0,Private service staff,1.0,2,2,TUESDAY,9,0,0,0,0,0,0,Business Entity Type 3,,0.18217137418039608,0.4436153084085652,0.066,,0.9757,,,0.0,0.1379,0.1667,,0.046,,0.0519,,,0.0672,,0.9757,,,0.0,0.1379,0.1667,,0.0471,,0.0541,,,0.0666,,0.9757,,,0.0,0.1379,0.1667,,0.0468,,0.0529,,,,block of flats,0.0552,Block,No,0.0,0.0,0.0,0.0,-216.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,6.0 +100182,0,Revolving loans,F,N,Y,1,112500.0,135000.0,6750.0,135000.0,Unaccompanied,Working,Secondary / secondary special,Separated,House / apartment,0.020246,-13558,-4758,-6426.0,-4360,,1,1,0,1,0,0,Core staff,2.0,3,3,THURSDAY,8,0,0,0,0,0,0,Government,0.4643561769338667,0.7518692268821991,0.4206109640437848,0.067,0.0806,0.9747,0.6532,0.0086,0.0,0.1379,0.1667,0.2083,0.0547,0.0538,0.0332,0.0039,0.1078,0.0683,0.0836,0.9747,0.6668,0.0087,0.0,0.1379,0.1667,0.2083,0.056,0.0588,0.0346,0.0039,0.1141,0.0677,0.0806,0.9747,0.6578,0.0086,0.0,0.1379,0.1667,0.2083,0.0557,0.0547,0.0338,0.0039,0.1101,reg oper account,block of flats,0.0496,"Stone, brick",No,0.0,0.0,0.0,0.0,-1933.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100183,0,Cash loans,F,N,Y,0,103500.0,239850.0,23494.5,225000.0,Unaccompanied,Pensioner,Secondary / secondary special,Separated,House / apartment,0.018634,-24729,365243,-4047.0,-4523,,1,0,0,1,1,0,,1.0,2,2,THURSDAY,12,0,0,0,0,0,0,XNA,,0.60043294901342,0.7958031328748403,0.0247,0.0612,0.9757,,,0.0,0.1034,0.0833,,0.027000000000000003,,0.0304,,0.0131,0.0252,0.0635,0.9757,,,0.0,0.1034,0.0833,,0.0276,,0.0317,,0.0139,0.025,0.0612,0.9757,,,0.0,0.1034,0.0833,,0.0275,,0.0309,,0.0134,,block of flats,0.0267,"Stone, brick",No,0.0,0.0,0.0,0.0,-1183.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100185,0,Cash loans,M,N,Y,0,58500.0,187704.0,10903.5,148500.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.018029,-20215,365243,-3508.0,-3558,,1,0,0,1,0,0,,2.0,3,2,SATURDAY,7,0,0,0,0,0,0,XNA,,0.557347622511613,0.7713615919194317,0.0619,0.0473,0.9771,0.6872,0.0228,0.0,0.1379,0.1667,0.2083,0.0335,0.0504,0.0544,0.0,0.0,0.063,0.0491,0.9772,0.6994,0.023,0.0,0.1379,0.1667,0.2083,0.0343,0.0551,0.0567,0.0,0.0,0.0625,0.0473,0.9771,0.6914,0.023,0.0,0.1379,0.1667,0.2083,0.0341,0.0513,0.0554,0.0,0.0,reg oper account,block of flats,0.0553,Panel,No,1.0,0.0,1.0,0.0,-1792.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,5.0 +100186,0,Cash loans,F,N,Y,0,117000.0,269550.0,13095.0,225000.0,Unaccompanied,Pensioner,Secondary / secondary special,Single / not married,House / apartment,0.00702,-21861,365243,-830.0,-4830,,1,0,0,1,1,0,,1.0,2,2,TUESDAY,12,0,0,0,0,0,0,XNA,,0.6413041903506802,0.5190973382084597,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,4.0,0.0,4.0,0.0,-2025.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100188,0,Cash loans,F,N,N,1,225000.0,1325475.0,56290.5,1125000.0,Unaccompanied,Working,Higher education,Married,Office apartment,0.002506,-15323,-5785,-5368.0,-3602,,1,1,0,1,0,0,Core staff,3.0,2,2,FRIDAY,4,0,0,0,0,1,1,School,0.7280918134588762,0.7024628947445616,0.5460231970049609,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-573.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,1.0 +100189,0,Cash loans,F,N,Y,0,135000.0,263844.0,14440.5,189000.0,Unaccompanied,Working,Incomplete higher,Separated,House / apartment,0.020713,-16807,-1094,-8184.0,-339,,1,1,0,1,1,0,Sales staff,1.0,3,2,THURSDAY,6,0,0,0,0,1,1,Trade: type 7,,0.01027164882622892,,0.0082,0.0,0.9727,0.626,0.0007,0.0,0.0345,0.0417,0.0833,0.0115,0.0067,0.0054,0.0,0.0,0.0084,0.0,0.9727,0.6406,0.0008,0.0,0.0345,0.0417,0.0833,0.0117,0.0073,0.0056,0.0,0.0,0.0083,0.0,0.9727,0.631,0.0007,0.0,0.0345,0.0417,0.0833,0.0117,0.0068,0.0055,0.0,0.0,reg oper account,block of flats,0.0046,Block,No,1.0,0.0,1.0,0.0,-581.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100190,0,Cash loans,M,Y,N,0,162000.0,263686.5,24781.5,238500.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.022625,-13972,-4472,-464.0,-4529,3.0,1,1,0,1,1,0,Laborers,2.0,2,2,THURSDAY,16,0,0,0,0,0,0,Government,0.5349985744410304,0.5858586300023704,0.7886807751817684,0.3093,0.1973,0.9891,0.8504,0.0,0.4,0.2414,0.4583,0.5,0.4101,0.2522,0.3564,0.0,0.0168,0.3151,0.2047,0.9891,0.8563,0.0,0.4028,0.2414,0.4583,0.5,0.4195,0.2755,0.3713,0.0,0.0178,0.3123,0.1973,0.9891,0.8524,0.0,0.4,0.2414,0.4583,0.5,0.4173,0.2565,0.3628,0.0,0.0172,reg oper account,block of flats,0.4064,Panel,No,5.0,0.0,5.0,0.0,-1161.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100191,0,Cash loans,F,N,Y,0,112500.0,544491.0,17563.5,454500.0,Unaccompanied,Working,Higher education,Separated,House / apartment,0.030755,-21819,-8355,-8440.0,-4474,,1,1,0,1,0,0,High skill tech staff,1.0,2,2,TUESDAY,18,0,0,0,0,0,0,Business Entity Type 2,,0.6887921778530354,0.5226973172821112,0.0412,0.0619,0.9762,0.6668,0.0535,0.0,0.069,0.1667,0.2083,0.031,0.0336,0.0372,0.0,0.0,0.042,0.0642,0.9762,0.6798,0.054000000000000006,0.0,0.069,0.1667,0.2083,0.0317,0.0367,0.0387,0.0,0.0,0.0416,0.0619,0.9762,0.6713,0.0538,0.0,0.069,0.1667,0.2083,0.0315,0.0342,0.0378,0.0,0.0,reg oper spec account,block of flats,0.0377,"Stone, brick",No,0.0,0.0,0.0,0.0,-2576.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100192,1,Cash loans,F,N,N,0,111915.0,225000.0,21037.5,225000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Single / not married,With parents,0.018801,-7989,-150,-2570.0,-646,,1,1,1,1,0,0,Core staff,1.0,2,2,FRIDAY,16,0,0,0,0,1,1,Trade: type 3,,0.08625291491113196,0.5136937663039473,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-122.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100193,0,Cash loans,F,Y,N,0,225000.0,296280.0,15124.5,225000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Separated,House / apartment,0.020246,-17879,-940,-2294.0,-1441,15.0,1,1,1,1,0,0,,1.0,3,3,SUNDAY,15,0,0,0,0,0,0,Other,0.7311052466018223,0.7488544429116339,0.5082869913916046,0.1546,0.084,0.9776,0.6940000000000001,0.019,0.0,0.1034,0.1667,0.2083,0.0149,0.1261,0.0568,0.0,0.0,0.1576,0.0871,0.9777,0.706,0.0191,0.0,0.1034,0.1667,0.2083,0.0153,0.1377,0.0591,0.0,0.0,0.1561,0.084,0.9776,0.6981,0.0191,0.0,0.1034,0.1667,0.2083,0.0152,0.1283,0.0578,0.0,0.0,reg oper account,block of flats,0.055,"Stone, brick",No,1.0,0.0,1.0,0.0,-2553.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,1.0,6.0 +100194,0,Revolving loans,F,N,Y,2,157500.0,315000.0,15750.0,315000.0,Unaccompanied,Working,Higher education,Civil marriage,House / apartment,0.020246,-12805,-5258,-3262.0,-3884,,1,1,0,1,1,0,Laborers,4.0,3,3,WEDNESDAY,11,0,0,0,0,0,0,Industry: type 3,0.4348784763127847,0.1117667170159572,0.19294222771695085,0.0784,0.0806,0.9742,0.6464,0.008,0.0,0.1379,0.1667,0.2083,0.0438,0.0614,0.0592,0.0116,0.0124,0.0798,0.0837,0.9742,0.6602,0.0081,0.0,0.1379,0.1667,0.2083,0.0448,0.067,0.0617,0.0117,0.0131,0.0791,0.0806,0.9742,0.6511,0.0081,0.0,0.1379,0.1667,0.2083,0.0446,0.0624,0.0603,0.0116,0.0127,reg oper account,block of flats,0.0536,"Stone, brick",No,0.0,0.0,0.0,0.0,-215.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,2.0 +100195,0,Cash loans,M,Y,Y,0,90000.0,336150.0,9373.5,202500.0,Unaccompanied,Commercial associate,Higher education,Single / not married,House / apartment,0.030755,-10887,-341,-5333.0,-2828,8.0,1,1,0,1,0,0,,1.0,2,2,FRIDAY,12,0,0,0,0,1,1,Trade: type 3,0.3563551035088492,0.5477730476270279,0.7490217048463391,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-114.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100196,0,Cash loans,F,Y,Y,0,164250.0,755190.0,32125.5,675000.0,Unaccompanied,Working,Higher education,Married,House / apartment,0.018029,-11568,-2331,-1082.0,-824,8.0,1,1,0,1,0,0,Secretaries,2.0,3,3,TUESDAY,7,0,0,0,0,0,0,Construction,0.5925473429253104,0.593340422792271,0.3031463744186309,,,0.9811,,,,0.1552,0.25,,,,,,,,,0.9786,,,,0.1034,0.1667,,,,,,,,,0.9811,,,,0.1552,0.25,,,,,,,,block of flats,0.0713,Panel,No,0.0,0.0,0.0,0.0,-1606.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,4.0 +100197,0,Cash loans,F,N,N,2,157500.0,497520.0,28692.0,450000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.0038130000000000004,-12019,-1148,-682.0,-2588,,1,1,0,1,0,0,Sales staff,4.0,2,2,MONDAY,11,0,0,0,0,0,0,Self-employed,0.7217605119102734,0.4722858229404335,,0.0763,0.041,0.9796,,,0.0,0.1379,0.1667,,,,0.0558,,0.0242,0.0777,0.0425,0.9796,,,0.0,0.1379,0.1667,,,,0.0581,,0.0256,0.077,0.041,0.9796,,,0.0,0.1379,0.1667,,,,0.0568,,0.0247,,block of flats,0.0491,"Stone, brick",No,3.0,0.0,3.0,0.0,-2575.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100198,0,Cash loans,M,Y,Y,1,135000.0,531000.0,32616.0,531000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.028663,-13116,-1786,-7237.0,-3168,1.0,1,1,0,1,0,0,Drivers,3.0,2,2,MONDAY,10,0,0,0,0,0,0,Self-employed,,0.7489161279000881,0.6397075677637197,0.0722,0.002,0.9781,0.7008,0.0078,0.0,0.1379,0.1667,0.0,0.0701,0.0588,0.0677,0.0,0.0016,0.0735,0.002,0.9782,0.7125,0.0079,0.0,0.1379,0.1667,0.0,0.0717,0.0643,0.0706,0.0,0.0017,0.0729,0.002,0.9781,0.7048,0.0079,0.0,0.1379,0.1667,0.0,0.0713,0.0599,0.0689,0.0,0.0016,reg oper account,block of flats,0.0579,"Stone, brick",No,0.0,0.0,0.0,0.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100199,0,Cash loans,F,N,Y,0,112500.0,269550.0,18891.0,225000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.022625,-20858,-472,-8167.0,-4411,,1,1,0,1,0,0,Cleaning staff,2.0,2,2,WEDNESDAY,15,0,0,0,0,1,1,Industry: type 3,,0.7044244680571375,0.2764406945454034,0.0825,0.0756,0.9896,0.8572,0.014,0.0,0.0345,0.1667,0.2083,0.0131,0.0672,0.049,0.0,0.0,0.084,0.0785,0.9896,0.8628,0.0141,0.0,0.0345,0.1667,0.2083,0.0134,0.0735,0.0511,0.0,0.0,0.0833,0.0756,0.9896,0.8591,0.0141,0.0,0.0345,0.1667,0.2083,0.0134,0.0684,0.0499,0.0,0.0,reg oper account,block of flats,0.0462,"Stone, brick",No,0.0,0.0,0.0,0.0,-738.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100200,0,Cash loans,F,N,N,0,216000.0,450000.0,27193.5,450000.0,Unaccompanied,Working,Secondary / secondary special,Widow,House / apartment,0.026392000000000002,-16891,-2730,-7519.0,-434,,1,1,1,1,1,0,,1.0,2,2,MONDAY,10,0,0,0,0,0,0,Business Entity Type 3,,0.640040616163284,0.6940926425266661,0.1959,0.1741,0.9841,,,0.0,0.4483,0.1667,,,,0.1762,,,0.1996,0.1807,0.9841,,,0.0,0.4483,0.1667,,,,0.1835,,,0.1978,0.1741,0.9841,,,0.0,0.4483,0.1667,,,,0.1793,,,,block of flats,0.1795,Panel,No,4.0,0.0,3.0,0.0,-332.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100201,0,Cash loans,F,N,Y,1,180000.0,675000.0,36747.0,675000.0,Unaccompanied,Commercial associate,Higher education,Single / not married,House / apartment,0.035792000000000004,-12147,-2178,-6189.0,-1719,,1,1,0,1,0,0,Core staff,2.0,2,2,SATURDAY,10,0,0,0,0,0,0,Trade: type 2,0.7649171875783758,0.6015603738443187,0.3506958432829587,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.0,0.0,10.0,0.0,-1754.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,6.0 +100202,0,Cash loans,F,N,N,0,67500.0,127350.0,6597.0,112500.0,Unaccompanied,Pensioner,Secondary / secondary special,Single / not married,House / apartment,0.019101,-22994,365243,-9705.0,-4078,,1,0,0,1,0,0,,1.0,2,2,TUESDAY,12,0,0,0,0,0,0,XNA,,0.12190594054259885,0.2692857999073816,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2.0,0.0,2.0,0.0,-632.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,5.0 +100203,0,Cash loans,F,N,N,0,54000.0,119925.0,11097.0,112500.0,Other_B,Pensioner,Secondary / secondary special,Widow,House / apartment,0.010276,-25104,365243,-4182.0,-4210,,1,0,0,1,0,0,,1.0,2,2,TUESDAY,9,0,0,0,0,0,0,XNA,,0.6405140556837132,0.5442347412142162,,,,,,,,0.0,,,,,,,,,,,,,,0.0,,,,,,,,,,,,,,0.0,,,,,,,,,0.0026,Wooden,No,0.0,0.0,0.0,0.0,-2.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100204,0,Cash loans,F,N,Y,1,81000.0,532494.0,30699.0,454500.0,Unaccompanied,Pensioner,Secondary / secondary special,Married,House / apartment,0.009334,-19525,365243,-5077.0,-1589,,1,0,0,1,1,0,,3.0,2,2,WEDNESDAY,9,0,0,0,0,0,0,XNA,,0.1715351212035425,0.5406544504453575,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-7.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,0.0 +100205,0,Cash loans,F,N,Y,0,63000.0,808650.0,26217.0,675000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.018209,-18302,-1373,-10539.0,-1210,,1,1,0,1,0,0,Laborers,2.0,3,3,TUESDAY,11,0,0,0,0,0,0,Housing,,0.046215527379862266,0.5495965024956946,0.1392,0.1753,0.9856,0.8028,0.2698,0.0,0.3448,0.1667,0.0417,0.0957,0.1135,0.1203,,0.041,0.1418,0.1819,0.9856,0.8105,0.2723,0.0,0.3448,0.1667,0.0417,0.0979,0.124,0.1253,,0.0434,0.1405,0.1753,0.9856,0.8054,0.2715,0.0,0.3448,0.1667,0.0417,0.0974,0.1154,0.1224,,0.0419,reg oper account,block of flats,0.1475,"Stone, brick",No,0.0,0.0,0.0,0.0,-1111.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100206,0,Cash loans,M,Y,N,1,157500.0,318528.0,25294.5,252000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.0228,-12027,-1720,-3867.0,-4420,12.0,1,1,0,1,1,1,Drivers,3.0,2,2,FRIDAY,8,0,0,0,0,1,1,Business Entity Type 3,,0.16425890585653596,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,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,,,,,, +100207,0,Cash loans,F,N,Y,0,157500.0,700830.0,22738.5,585000.0,"Spouse, partner",Working,Secondary / secondary special,Civil marriage,House / apartment,0.01885,-16518,-3592,-3627.0,-44,,1,1,0,1,0,0,Waiters/barmen staff,2.0,2,2,SATURDAY,10,0,0,0,0,0,0,Government,,0.6717825437089173,0.5937175866150576,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-2709.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100208,0,Cash loans,M,N,N,1,180000.0,888840.0,29016.0,675000.0,Family,Commercial associate,Secondary / secondary special,Civil marriage,House / apartment,0.007114,-12648,-2802,-2109.0,-4594,,1,1,0,1,0,0,Laborers,3.0,2,2,FRIDAY,11,0,0,0,0,0,0,Self-employed,0.34271221048651057,0.6344549499357989,0.7062051096536562,0.0351,0.0547,0.9886,0.8436,0.0099,0.0,0.1034,0.1667,0.2083,,0.0286,0.0451,0.0039,0.0062,0.0357,0.0568,0.9886,0.8497,0.01,0.0,0.1034,0.1667,0.2083,,0.0312,0.047,0.0039,0.0066,0.0354,0.0547,0.9886,0.8457,0.01,0.0,0.1034,0.1667,0.2083,,0.0291,0.0459,0.0039,0.0063,reg oper account,block of flats,0.0409,Mixed,No,0.0,0.0,0.0,0.0,-1127.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,3.0,2.0 +100209,1,Revolving loans,M,N,Y,3,180000.0,540000.0,27000.0,540000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.02461,-15326,-1038,-782.0,-792,,1,1,0,1,0,0,High skill tech staff,5.0,2,2,THURSDAY,18,0,0,0,0,0,0,Construction,,0.3721102589242765,0.5064842396679806,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-429.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100210,0,Cash loans,F,N,Y,1,202500.0,771493.5,25627.5,666000.0,Unaccompanied,Working,Higher education,Separated,House / apartment,0.005313,-16475,-17,-1225.0,-25,,1,1,0,1,0,0,Core staff,2.0,2,2,MONDAY,12,0,0,0,0,0,0,School,,0.6219784526230758,0.7449321846094795,0.1763,0.0933,0.998,,,0.12,0.1034,0.3333,,0.064,,0.0866,,0.0,0.1796,0.0968,0.998,,,0.1208,0.1034,0.3333,,0.0655,,0.0903,,0.0,0.17800000000000002,0.0933,0.998,,,0.12,0.1034,0.3333,,0.0651,,0.0882,,0.0,,block of flats,0.1562,Panel,No,0.0,0.0,0.0,0.0,-1488.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,1.0 +100211,0,Cash loans,M,N,N,3,225000.0,746280.0,49873.5,675000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.006233,-14033,-328,-544.0,-554,,1,1,1,1,0,0,Cooking staff,5.0,2,2,TUESDAY,14,0,0,0,1,1,0,Other,,0.5750860506591902,0.3077366963789207,0.0742,,0.9846,,,0.08,0.069,0.3333,,,,0.0757,,0.0169,0.0756,,0.9846,,,0.0806,0.069,0.3333,,,,0.0789,,0.0178,0.0749,,0.9846,,,0.08,0.069,0.3333,,,,0.0771,,0.0172,,block of flats,0.064,Panel,No,0.0,0.0,0.0,0.0,-534.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,6.0 +100213,0,Cash loans,F,N,N,2,49500.0,278460.0,19930.5,225000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.031329,-13873,-1282,-632.0,-5042,,1,1,0,1,0,1,Laborers,4.0,2,2,SUNDAY,10,0,0,0,0,0,0,Industry: type 3,0.5497171405900174,0.4953660887502677,0.5814837058057234,0.0619,0.053,0.9771,0.6872,0.0078,0.0,0.1379,0.1667,0.2083,0.0115,,0.054000000000000006,,0.0,0.063,0.055,0.9772,0.6994,0.0079,0.0,0.1379,0.1667,0.2083,0.0118,,0.0563,,0.0,0.0625,0.053,0.9771,0.6914,0.0079,0.0,0.1379,0.1667,0.2083,0.0117,,0.055,,0.0,reg oper account,block of flats,0.0425,Panel,No,0.0,0.0,0.0,0.0,-2690.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,0.0 +100214,1,Cash loans,F,N,Y,1,202500.0,436032.0,28516.5,360000.0,Unaccompanied,Commercial associate,Higher education,Civil marriage,House / apartment,0.032561,-10127,-111,-1724.0,-337,,1,1,0,1,1,0,,3.0,1,1,WEDNESDAY,14,0,0,0,0,0,0,Business Entity Type 3,,0.5002314931327102,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,No,0.0,0.0,0.0,0.0,-130.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100215,0,Cash loans,F,Y,N,0,90000.0,227520.0,8172.0,180000.0,Unaccompanied,Pensioner,Secondary / secondary special,Civil marriage,House / apartment,0.025164,-21703,365243,-9849.0,-4980,11.0,1,0,0,1,1,0,,2.0,2,2,THURSDAY,13,0,0,0,0,0,0,XNA,,0.2653117484731741,0.6413682574954046,0.033,0.0146,0.9692,0.5784,0.0408,0.0,0.1034,0.125,0.1667,0.0145,0.021,0.038,0.027000000000000003,0.0296,0.0336,0.0152,0.9692,0.5949,0.0412,0.0,0.1034,0.125,0.1667,0.0149,0.023,0.0396,0.0272,0.0313,0.0333,0.0146,0.9692,0.584,0.0411,0.0,0.1034,0.125,0.1667,0.0148,0.0214,0.0387,0.0272,0.0302,reg oper account,block of flats,0.0586,Mixed,No,0.0,0.0,0.0,0.0,-2028.0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,5.0,0.0,5.0 +100216,0,Cash loans,F,N,N,0,90000.0,67500.0,6705.0,67500.0,Unaccompanied,Working,Secondary / secondary special,Married,Municipal apartment,0.018209,-19785,-9919,-9342.0,-3310,,1,1,1,1,1,0,Sales staff,2.0,3,3,TUESDAY,13,0,0,0,0,0,0,Business Entity Type 3,0.6200196960355097,0.7094531689636673,,0.1969,0.14300000000000002,0.9876,,,0.2,0.1724,0.3333,,0.051,,0.1281,,0.0564,0.2006,0.1484,0.9876,,,0.2014,0.1724,0.3333,,0.0521,,0.1334,,0.0598,0.1988,0.14300000000000002,0.9876,,,0.2,0.1724,0.3333,,0.0518,,0.1304,,0.0576,,block of flats,0.1658,Panel,No,1.0,0.0,1.0,0.0,-1.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100217,0,Cash loans,F,N,N,0,180000.0,254700.0,25321.5,225000.0,Family,Working,Secondary / secondary special,Separated,House / apartment,0.00496,-13620,-1403,-5451.0,-4225,,1,1,0,1,0,1,Laborers,1.0,2,2,MONDAY,14,0,0,0,0,0,0,Self-employed,0.5216328501389592,0.39143594690346734,0.42765737003502935,0.0082,,0.9518,,,,,0.0417,,,,,,,0.0084,,0.9518,,,,,0.0417,,,,,,,0.0083,,0.9518,,,,,0.0417,,,,,,,,block of flats,0.0015,,No,1.0,0.0,1.0,0.0,-252.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,1.0 +100218,0,Cash loans,M,Y,Y,0,337500.0,876078.0,49050.0,765000.0,Unaccompanied,Commercial associate,Higher education,Single / not married,House / apartment,0.072508,-13210,-225,-7318.0,-4397,3.0,1,1,0,1,0,0,Drivers,1.0,1,1,SATURDAY,12,0,0,0,0,0,0,Business Entity Type 3,0.667166655817305,0.7494092451416423,0.3376727217405312,,,0.9876,,,,,,,,,0.2256,,0.0063,,,0.9876,,,,,,,,,0.235,,0.0067,,,0.9876,,,,,,,,,0.2296,,0.0065,,block of flats,0.2152,,No,0.0,0.0,0.0,0.0,-382.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100219,0,Cash loans,M,N,Y,1,315000.0,2250000.0,83515.5,2250000.0,Unaccompanied,Commercial associate,Higher education,Married,House / apartment,0.032561,-11177,-1514,-64.0,-2793,,1,1,0,1,0,1,Core staff,3.0,1,1,FRIDAY,16,0,0,0,0,0,0,Business Entity Type 3,0.3800918342678742,0.6933579251678945,,0.4753,0.0694,0.995,,,0.52,0.1724,0.9583,,0.1213,,0.6651,,0.3558,0.4842,0.07200000000000001,0.995,,,0.5236,0.1724,0.9583,,0.1241,,0.693,,0.3767,0.4799,0.0694,0.995,,,0.52,0.1724,0.9583,,0.1234,,0.6771,,0.3633,,block of flats,0.6216,Monolithic,No,0.0,0.0,0.0,0.0,-926.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,3.0 +100220,0,Cash loans,F,N,Y,0,225000.0,1040985.0,30568.5,909000.0,Unaccompanied,Commercial associate,Higher education,Single / not married,House / apartment,0.0038179999999999998,-14823,-185,-1147.0,-4138,,1,1,0,1,0,0,Sales staff,1.0,2,2,TUESDAY,6,0,0,0,0,0,0,Self-employed,,0.6263387445759298,0.6075573001388961,0.0907,0.1012,0.9816,0.7484,,0.0,0.2069,0.1667,0.2083,,0.07400000000000001,0.0854,0.0,0.039,0.0924,0.105,0.9816,0.7583,,0.0,0.2069,0.1667,0.2083,,0.0808,0.0889,0.0,0.0413,0.0916,0.1012,0.9816,0.7518,,0.0,0.2069,0.1667,0.2083,,0.0752,0.0869,0.0,0.0398,reg oper account,block of flats,0.0681,Panel,No,2.0,0.0,2.0,0.0,-1898.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,2.0,1.0 +100221,0,Cash loans,F,N,Y,0,225000.0,684054.0,77494.5,630000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Widow,House / apartment,0.006629,-23656,-11883,-7125.0,-4681,,1,1,0,1,1,0,,1.0,2,2,TUESDAY,9,0,0,0,0,0,0,Bank,,0.5924589685675292,0.7366226976503176,0.2598,0.1158,0.9791,0.7144,,0.0,0.2069,0.1667,0.2083,0.0218,0.1765,0.0935,0.1622,0.0319,0.2647,0.1202,0.9791,0.7256,,0.0,0.2069,0.1667,0.2083,0.0223,0.1928,0.0974,0.1634,0.0338,0.2623,0.1158,0.9791,0.7182,,0.0,0.2069,0.1667,0.2083,0.0222,0.1796,0.0952,0.163,0.0326,,block of flats,0.0805,Block,No,0.0,0.0,0.0,0.0,-584.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,4.0 +100224,0,Cash loans,F,Y,Y,2,225000.0,1256400.0,36864.0,900000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,House / apartment,0.019688999999999998,-14091,-5664,-8127.0,-2462,7.0,1,1,0,1,0,0,,4.0,2,2,TUESDAY,9,0,0,0,0,0,0,Business Entity Type 3,,0.5986321123746743,0.3441550073724169,0.0742,0.0564,0.9826,0.762,0.0044,0.08,0.069,0.3333,0.0417,0.0403,0.0605,0.0762,0.0,0.0,0.0756,0.0585,0.9826,0.7713,0.0044,0.0806,0.069,0.3333,0.0417,0.0412,0.0661,0.0794,0.0,0.0,0.0749,0.0564,0.9826,0.7652,0.0044,0.08,0.069,0.3333,0.0417,0.041,0.0616,0.0776,0.0,0.0,org spec account,block of flats,0.0726,Panel,No,4.0,2.0,4.0,2.0,0.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,0.0 +100225,0,Cash loans,M,Y,N,2,157500.0,720000.0,28552.5,720000.0,Unaccompanied,Commercial associate,Secondary / secondary special,Married,With parents,0.030755,-14144,-4516,-1516.0,-4616,7.0,1,1,0,1,1,0,Sales staff,4.0,2,2,THURSDAY,10,0,0,0,0,1,1,Self-employed,,0.7221783702089665,0.6347055309763198,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-1450.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100226,0,Revolving loans,F,N,N,2,112500.0,270000.0,13500.0,270000.0,Unaccompanied,Working,Secondary / secondary special,Married,House / apartment,0.009656999999999999,-13584,-680,-350.0,-2097,,1,1,0,1,0,0,Sales staff,4.0,2,2,TUESDAY,16,0,0,0,0,0,0,Self-employed,0.39416326551627395,0.6365722494978974,,0.1148,0.084,0.9945,0.9252,0.0034,0.0932,0.1262,0.3054,0.3471,0.0393,0.0936,0.1036,0.0,0.0,0.063,0.0955,0.9975,0.9673,0.0,0.0,0.1379,0.375,0.4167,0.0151,0.0551,0.0637,0.0,0.0,0.1218,0.0921,0.9975,0.9665,0.0,0.12,0.1379,0.375,0.4167,0.0206,0.1,0.1027,0.0,0.0,reg oper account,block of flats,0.0544,Panel,No,0.0,0.0,0.0,0.0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,,,,,, +100227,0,Cash loans,M,N,N,0,292500.0,1024740.0,55719.0,900000.0,Unaccompanied,Working,Higher education,Single / not married,House / apartment,0.006207,-10010,-240,-4629.0,-2680,,1,1,1,1,1,0,Managers,1.0,2,2,WEDNESDAY,14,0,0,0,1,1,0,Self-employed,0.4129435398173111,0.6348960636020012,0.29708661164720285,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-964.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,1.0,1.0 +100228,0,Cash loans,F,N,N,1,121500.0,1102500.0,32364.0,1102500.0,Unaccompanied,State servant,Secondary / secondary special,Married,Municipal apartment,0.009656999999999999,-13957,-410,-5038.0,-4630,,1,1,1,1,1,0,Laborers,3.0,2,2,MONDAY,13,0,0,0,0,0,0,Business Entity Type 2,0.7410963179186301,0.4088706121454352,0.42589289800515295,0.0649,0.0935,0.9806,0.7348,,0.0,0.1379,0.1667,0.2083,0.0805,0.0471,0.0542,0.027000000000000003,0.0983,0.0662,0.097,0.9806,0.7452,,0.0,0.1379,0.1667,0.2083,0.0824,0.0514,0.0565,0.0272,0.104,0.0656,0.0935,0.9806,0.7383,,0.0,0.1379,0.1667,0.2083,0.0819,0.0479,0.0552,0.0272,0.1003,,block of flats,0.0477,"Stone, brick",No,0.0,0.0,0.0,0.0,-317.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,1.0,0.0,4.0 +100229,0,Cash loans,F,N,Y,0,157500.0,544491.0,16047.0,454500.0,Family,Working,Secondary / secondary special,Married,House / apartment,0.010147,-17947,-5025,-11812.0,-1505,,1,1,0,1,0,0,Medicine staff,2.0,2,2,TUESDAY,17,0,0,0,0,0,0,Medicine,,0.6410123825293345,0.7597121819739279,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0.0,0.0,0.0,0.0,-122.0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100230,0,Revolving loans,F,N,N,0,135000.0,405000.0,20250.0,405000.0,Children,Working,Secondary / secondary special,Married,House / apartment,0.008473999999999999,-19070,-837,-6789.0,-2595,,1,1,1,1,0,0,Sales staff,2.0,2,2,WEDNESDAY,11,0,0,0,0,0,0,Self-employed,0.6215554079882224,0.3715433102138179,0.180887977767074,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10.0,1.0,10.0,0.0,-481.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0.0,0.0,0.0,2.0 +100231,0,Cash loans,M,Y,Y,1,108000.0,912240.0,30276.0,787500.0,"Spouse, partner",Commercial associate,Secondary / secondary special,Married,House / apartment,0.018634,-17850,-2899,-2880.0,-1400,9.0,1,1,0,1,0,0,Drivers,3.0,2,2,THURSDAY,9,0,0,0,0,1,1,Industry: type 3,,0.4973012633185316,0.8327850252992314,0.0701,0.1336,0.9816,,,0.0,0.1207,0.125,,0.051,0.1009,0.0736,0.0,0.0011,0.0168,0.1387,0.9737,,,0.0,0.069,0.0417,,0.0522,0.1102,0.0151,0.0,0.0012,0.0708,0.1336,0.9816,,,0.0,0.1207,0.125,,0.0519,0.1026,0.0749,0.0,0.0011,,block of flats,0.0114,"Stone, brick",No,1.0,0.0,1.0,0.0,0.0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,1.0,0.0,0.0,0.0,2.0 diff --git a/test/csv_data/HOME_CREDIT_DEFAULT_RISK/BUREAU.csv b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/BUREAU.csv new file mode 100644 index 00000000..7e9fd68d --- /dev/null +++ b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/BUREAU.csv @@ -0,0 +1,201 @@ +SK_ID_CURR,SK_ID_BUREAU,CREDIT_ACTIVE,CREDIT_CURRENCY,DAYS_CREDIT,CREDIT_DAY_OVERDUE,DAYS_CREDIT_ENDDATE,DAYS_ENDDATE_FACT,AMT_CREDIT_MAX_OVERDUE,CNT_CREDIT_PROLONG,AMT_CREDIT_SUM,AMT_CREDIT_SUM_DEBT,AMT_CREDIT_SUM_LIMIT,AMT_CREDIT_SUM_OVERDUE,CREDIT_TYPE,DAYS_CREDIT_UPDATE,AMT_ANNUITY +215354,5714462,Closed,currency 1,-497,0,-153.0,-153.0,,0,91323.0,0.0,,0.0,Consumer credit,-131, +215354,5714463,Active,currency 1,-208,0,1075.0,,,0,225000.0,171342.0,,0.0,Credit card,-20, +215354,5714464,Active,currency 1,-203,0,528.0,,,0,464323.5,,,0.0,Consumer credit,-16, +215354,5714465,Active,currency 1,-203,0,,,,0,90000.0,,,0.0,Credit card,-16, +215354,5714466,Active,currency 1,-629,0,1197.0,,77674.5,0,2700000.0,,,0.0,Consumer credit,-21, +215354,5714467,Active,currency 1,-273,0,27460.0,,0.0,0,180000.0,71017.38,108982.62,0.0,Credit card,-31, +215354,5714468,Active,currency 1,-43,0,79.0,,0.0,0,42103.8,42103.8,0.0,0.0,Consumer credit,-22, +162297,5714469,Closed,currency 1,-1896,0,-1684.0,-1710.0,14985.0,0,76878.45,0.0,0.0,0.0,Consumer credit,-1710, +162297,5714470,Closed,currency 1,-1146,0,-811.0,-840.0,0.0,0,103007.7,0.0,0.0,0.0,Consumer credit,-840, +162297,5714471,Active,currency 1,-1146,0,-484.0,,0.0,0,4500.0,0.0,0.0,0.0,Credit card,-690, +162297,5714472,Active,currency 1,-1146,0,-180.0,,0.0,0,337500.0,0.0,0.0,0.0,Credit card,-690, +162297,5714473,Closed,currency 1,-2456,0,-629.0,-825.0,,0,675000.0,0.0,0.0,0.0,Consumer credit,-706, +162297,5714474,Active,currency 1,-277,0,5261.0,,0.0,0,7033500.0,,,0.0,Mortgage,-31, +402440,5714475,Active,currency 1,-96,0,269.0,,0.0,0,89910.0,76905.0,0.0,0.0,Consumer credit,-22, +238881,5714482,Closed,currency 1,-318,0,-187.0,-187.0,,0,0.0,0.0,0.0,0.0,Credit card,-185, +238881,5714484,Closed,currency 1,-2911,0,-2607.0,-2604.0,,0,48555.0,,,0.0,Consumer credit,-2601, +238881,5714485,Closed,currency 1,-2148,0,-1595.0,-987.0,,0,135000.0,,,0.0,Consumer credit,-984, +238881,5714486,Active,currency 1,-381,0,,,,0,450000.0,520920.0,,0.0,Consumer credit,-4, +238881,5714487,Active,currency 1,-95,0,1720.0,,,0,67500.0,8131.5,,0.0,Credit card,-7, +238881,5714488,Closed,currency 1,-444,0,-77.0,-77.0,0.0,0,107184.06,0.0,0.0,0.0,Consumer credit,-71, +238881,5714489,Active,currency 1,-392,0,,,0.0,0,252000.0,23679.0,228320.1,0.0,Credit card,-22, +222183,5714491,Active,currency 1,-784,0,1008.0,,0.0,0,0.0,-411.615,411.615,0.0,Credit card,-694, +222183,5714492,Active,currency 1,-774,0,625.0,,,0,127840.5,0.0,0.0,0.0,Credit card,-210, +222183,5714493,Active,currency 1,-395,0,1431.0,,,0,1350000.0,1185493.5,0.0,0.0,Consumer credit,-24, +222183,5714495,Closed,currency 1,-2744,0,-2561.0,-2559.0,310.5,0,18157.5,,,0.0,Consumer credit,-2559, +222183,5714496,Closed,currency 1,-1103,0,-7.0,-343.0,20493.27,0,675000.0,0.0,0.0,0.0,Consumer credit,-343, +222183,5714497,Active,currency 1,-315,0,1512.0,,88821.0,0,3709552.5,,,0.0,Car loan,-32, +426155,5714498,Closed,currency 1,-1331,0,-994.0,-1023.0,1350.0,0,39433.5,0.0,0.0,0.0,Consumer credit,-1023, +426155,5714499,Closed,currency 1,-2534,0,-2352.0,-2347.0,,0,38830.5,0.0,0.0,0.0,Consumer credit,-2345, +426155,5714500,Closed,currency 1,-845,0,-480.0,-480.0,0.0,0,67500.0,0.0,0.0,0.0,Consumer credit,-480, +426155,5714501,Closed,currency 1,-529,0,-343.0,-343.0,0.0,0,182791.44,0.0,0.0,0.0,Consumer credit,-337, +136226,5714502,Active,currency 1,-521,0,551.0,,,0,112500.0,0.0,0.0,0.0,Credit card,-30, +136226,5714503,Closed,currency 1,-559,0,,-355.0,0.0,0,110250.0,0.0,0.0,0.0,Credit card,-351, +400486,5714504,Closed,currency 1,-2413,0,-1864.0,-2128.0,,0,180000.0,0.0,0.0,0.0,Consumer credit,-708, +400486,5714506,Active,currency 1,-941,0,-17.0,,,0,40500.0,0.0,0.0,0.0,Credit card,-15, +400486,5714507,Closed,currency 1,-1110,0,-745.0,-727.0,,0,114727.5,0.0,0.0,0.0,Consumer credit,-658, +400486,5714508,Closed,currency 1,-2133,0,-1038.0,-1127.0,,0,225000.0,0.0,0.0,0.0,Consumer credit,-708, +400486,5714509,Active,currency 1,-391,0,705.0,,,0,142290.0,108315.0,0.0,0.0,Consumer credit,-30, +435112,5714512,Closed,currency 1,-1412,0,-861.0,-849.0,,0,85288.5,0.0,0.0,0.0,Consumer credit,-753, +435112,5714513,Closed,currency 1,-1590,0,-1344.0,-1276.0,,0,100129.5,0.0,0.0,0.0,Consumer credit,-783, +435112,5714514,Closed,currency 1,-1181,0,-875.0,-872.0,,0,44419.5,0.0,0.0,0.0,Consumer credit,-872, +435112,5714516,Closed,currency 1,-1475,0,-1293.0,-1322.0,,0,21690.0,0.0,,0.0,Consumer credit,-1322, +435112,5714517,Closed,currency 1,-1411,0,-861.0,-861.0,,0,85293.0,0.0,,0.0,Consumer credit,-855, +435112,5714518,Active,currency 1,-1483,0,,,,0,200250.0,0.0,,0.0,Credit card,-848, +435112,5714519,Closed,currency 1,-1589,0,-1344.0,-1292.0,3980.52,0,100129.5,0.0,0.0,0.0,Consumer credit,-736, +435112,5714520,Closed,currency 1,-829,0,-508.0,-508.0,0.0,0,159386.085,0.0,0.0,0.0,Consumer credit,-508, +435112,5714521,Closed,currency 1,-739,0,-525.0,-525.0,0.0,0,48645.0,0.0,0.0,0.0,Consumer credit,-519, +435112,5714522,Active,currency 1,-508,0,1318.0,,0.0,0,1058823.54,858768.57,0.0,0.0,Consumer credit,-7, +435112,5714523,Active,currency 1,-416,0,680.0,,0.0,0,256500.0,183528.0,0.0,0.0,Consumer credit,-43, +452585,5714524,Closed,currency 1,-2642,0,-2307.0,-2332.0,1800.0,0,15921.0,0.0,0.0,0.0,Consumer credit,-2306, +452585,5714525,Active,currency 1,-2538,0,-1427.0,,0.0,0,45000.0,0.0,0.0,0.0,Credit card,-682, +452585,5714527,Active,currency 1,-42,0,-26.0,,,0,45000.0,54000.0,0.0,0.0,Consumer credit,-31, +452585,5714528,Closed,currency 1,-2898,0,-2722.0,-2344.0,,0,11340.0,,,0.0,Consumer credit,-2344, +389599,5714529,Closed,currency 1,-672,0,10285.0,-531.0,,0,135000.0,0.0,0.0,0.0,Credit card,-429, +389599,5714530,Closed,currency 1,-1304,0,1253.0,-1287.0,,0,225000.0,0.0,0.0,0.0,Consumer credit,-429, +389599,5714531,Closed,currency 1,-1253,0,-887.0,-887.0,,0,43105.5,0.0,0.0,0.0,Consumer credit,-687, +389599,5714532,Closed,currency 1,-1130,0,331.0,-858.0,,0,450000.0,0.0,0.0,0.0,Consumer credit,-847, +389599,5714533,Active,currency 1,-831,0,277.0,,,0,270000.0,274225.5,0.0,0.0,Credit card,-10, +389599,5714534,Active,currency 1,-329,0,1497.0,,,0,589500.0,521478.0,0.0,0.0,Consumer credit,-8, +389599,5714536,Closed,currency 1,-700,0,-600.0,-600.0,0.0,0,68715.0,0.0,0.0,0.0,Consumer credit,-596, +242993,5714537,Closed,currency 1,-2785,0,-958.0,-1769.0,,0,225000.0,0.0,0.0,0.0,Consumer credit,-908, +242993,5714538,Closed,currency 1,-683,0,-654.0,-654.0,,0,40500.0,0.0,0.0,0.0,Consumer credit,-624, +242993,5714539,Closed,currency 1,-744,0,-717.0,-717.0,,0,45000.0,0.0,0.0,0.0,Consumer credit,-624, +242993,5714541,Closed,currency 1,-801,0,-773.0,-773.0,,0,45000.0,0.0,0.0,0.0,Consumer credit,-624, +242993,5714542,Closed,currency 1,-1841,0,-1473.0,-1466.0,,0,225000.0,0.0,0.0,0.0,Consumer credit,-1195, +242993,5714543,Active,currency 1,-2237,0,-1868.0,,,0,135000.0,,,0.0,Consumer credit,-1874, +242993,5714544,Closed,currency 1,-1201,0,-1081.0,-987.0,,0,157500.0,,,0.0,Consumer credit,-984, +242993,5714545,Closed,currency 1,-1844,0,-1473.0,-987.0,,0,225000.0,,,0.0,Consumer credit,-984, +242993,5714547,Closed,currency 1,-705,0,-614.0,-586.0,,0,158566.5,,,0.0,Consumer credit,-580, +242993,5714548,Closed,currency 1,-605,0,-577.0,-577.0,,0,13500.0,,,0.0,Consumer credit,-572, +242993,5714549,Closed,currency 1,-564,0,-535.0,-535.0,,0,45000.0,,,0.0,Consumer credit,-531, +242993,5714550,Active,currency 1,-382,0,1464.0,,,0,58500.0,59809.5,,0.0,Credit card,-341, +242993,5714551,Closed,currency 1,-865,0,-742.0,-833.0,0.0,0,29250.0,0.0,0.0,0.0,Consumer credit,-833, +303740,5714552,Closed,currency 1,-1423,0,-1119.0,-1118.0,,0,79744.5,0.0,0.0,0.0,Consumer credit,-1118, +303740,5714553,Closed,currency 1,-666,0,-574.0,-574.0,0.0,0,36916.56,0.0,0.0,0.0,Consumer credit,-568, +303740,5714554,Active,currency 1,-581,0,,,0.0,0,384750.0,263056.5,121690.17,0.0,Credit card,-22, +303740,5714555,Closed,currency 1,-433,0,-320.0,-320.0,0.0,0,67500.0,0.0,0.0,0.0,Consumer credit,-316, +234931,5714557,Active,currency 1,-1272,0,-667.0,,,0,135000.0,17982.0,0.0,0.0,Consumer credit,-721, +234931,5714558,Closed,currency 1,-1602,0,-1332.0,-987.0,,0,42894.0,,,0.0,Consumer credit,-984, +234931,5714559,Closed,currency 1,-1273,0,-667.0,-649.0,,0,135000.0,,,0.0,Consumer credit,-643, +234931,5714560,Closed,currency 1,-371,0,-130.0,-130.0,,0,63522.0,0.0,,0.0,Consumer credit,-110, +234931,5714561,Closed,currency 1,-2638,0,-1208.0,-1518.0,18293.265,0,1143000.0,0.0,0.0,0.0,Car loan,-704, +234931,5714562,Closed,currency 1,-1495,0,-635.0,-40.0,12618.0,0,46831.5,,,0.0,Consumer credit,-34, +311918,5714563,Closed,currency 1,-2904,0,-2723.0,-2723.0,,0,32899.5,0.0,,0.0,Consumer credit,-2723, +311918,5714564,Active,currency 1,-146,0,37.0,,0.0,0,59085.0,20835.0,0.0,0.0,Consumer credit,-24, +119939,5714566,Closed,currency 1,-2279,0,-1945.0,-2033.0,0.0,0,39541.5,0.0,0.0,0.0,Consumer credit,-2033, +119939,5714567,Closed,currency 1,-2247,0,-1123.0,-1733.0,0.0,0,135000.0,0.0,0.0,0.0,Credit card,-1733, +119939,5714568,Closed,currency 1,-1447,0,-331.0,-1272.0,0.0,0,99000.0,-2692.17,137692.17,0.0,Credit card,-1272, +119939,5714569,Closed,currency 1,-1390,0,-331.0,-1263.0,0.0,0,135000.0,-149.04,135149.04,0.0,Credit card,-1263, +119939,5714570,Active,currency 1,-1390,0,-696.0,,0.0,0,4500.0,-2.565,2.565,0.0,Credit card,-691, +119939,5714571,Active,currency 1,-733,0,1100.0,,0.0,0,337500.0,242596.395,94903.605,0.0,Credit card,-687, +119939,5714573,Closed,currency 1,-1188,0,1369.0,-1090.0,,0,450000.0,0.0,0.0,0.0,Consumer credit,-429, +119939,5714574,Closed,currency 1,-437,0,1389.0,-225.0,,0,1226250.0,0.0,0.0,0.0,Consumer credit,-194, +119939,5714575,Closed,currency 1,-944,0,335.0,-548.0,,0,1215000.0,0.0,0.0,0.0,Consumer credit,-513, +119939,5714577,Active,currency 1,-1102,0,4.0,,,0,225000.0,210730.5,0.0,0.0,Credit card,-10, +119939,5714578,Closed,currency 1,-1572,0,-1179.0,-987.0,,0,225000.0,,,0.0,Consumer credit,-984, +119939,5714579,Closed,currency 1,-1791,0,-1703.0,-987.0,,0,22770.0,,,0.0,Consumer credit,-984, +119939,5714580,Active,currency 1,-2401,0,,,0.0,0,99000.0,45036.0,53962.695,0.0,Credit card,-22, +119939,5714581,Closed,currency 1,-1624,0,203.0,-1085.0,40.5,0,765000.0,,,0.0,Consumer credit,-1085, +119939,5714582,Closed,currency 1,-1617,0,9341.0,-1083.0,6007.5,0,144000.0,,,0.0,Credit card,-1083, +119939,5714583,Closed,currency 1,-937,0,889.0,-156.0,0.0,0,675000.0,,,0.0,Consumer credit,-156, +119939,5714585,Active,currency 1,-314,0,1512.0,,0.0,0,900000.0,,,0.0,Consumer credit,-40, +388421,5714587,Active,currency 1,-685,0,410.0,,0.0,0,135000.0,0.0,135000.0,0.0,Credit card,-236, +388421,5714590,Closed,currency 1,-325,0,223.0,-112.0,,0,87286.5,0.0,0.0,0.0,Consumer credit,-106, +388421,5714591,Active,currency 1,-674,0,1152.0,,,0,868500.0,662139.0,0.0,0.0,Consumer credit,-25, +388421,5714593,Active,currency 1,-378,0,1449.0,,0.0,0,991800.0,,,0.0,Consumer credit,-31, +419892,5714594,Closed,currency 1,-1697,0,-1148.0,-1148.0,,0,70695.0,0.0,0.0,0.0,Consumer credit,-696, +419892,5714595,Closed,currency 1,-1238,0,-878.0,-1120.0,,0,22320.0,0.0,0.0,0.0,Consumer credit,-1119, +419892,5714596,Active,currency 1,-381,0,,,,0,2767500.0,2739622.5,,0.0,Mortgage,-27, +419892,5714597,Closed,currency 1,-584,0,511.0,-405.0,0.0,0,238603.5,0.0,0.0,0.0,Consumer credit,-405, +387080,5714598,Closed,currency 1,-983,0,-623.0,-900.0,,0,52987.5,0.0,0.0,0.0,Consumer credit,-802, +387080,5714600,Closed,currency 1,-1104,0,-738.0,-731.0,,0,194400.0,0.0,0.0,0.0,Consumer credit,-731, +387080,5714601,Closed,currency 1,-1766,0,-1219.0,-1256.0,,0,135000.0,0.0,0.0,0.0,Consumer credit,-1252, +387080,5714602,Active,currency 1,-1082,0,745.0,,,0,197820.0,105840.0,0.0,0.0,Consumer credit,-10, +387080,5714603,Active,currency 1,-1239,0,-149.0,,,0,225000.0,185953.5,0.0,0.0,Credit card,-10, +387080,5714604,Active,currency 1,-681,0,1145.0,,,0,328500.0,244791.0,0.0,0.0,Consumer credit,-10, +387080,5714606,Closed,currency 1,-2897,0,-2350.0,-2357.0,,0,67500.0,,,0.0,Consumer credit,-2357, +387080,5714607,Closed,currency 1,-1603,0,-1299.0,-1087.0,,0,70335.0,0.0,,0.0,Consumer credit,-1087, +387080,5714608,Closed,currency 1,-2093,0,-1949.0,-987.0,,0,44968.5,,,0.0,Consumer credit,-984, +387080,5714609,Active,currency 1,-69,0,263.0,,,0,84361.5,,,0.0,Consumer credit,-6, +387080,5714610,Closed,currency 1,-2299,0,-1932.0,-1932.0,0.0,0,72600.75,0.0,0.0,0.0,Consumer credit,-1603, +387080,5714611,Closed,currency 1,-549,0,-364.0,-488.0,0.0,0,37935.0,0.0,0.0,0.0,Consumer credit,-486, +387080,5714612,Closed,currency 1,-388,0,-21.0,-84.0,0.0,0,98446.5,0.0,0.0,0.0,Consumer credit,-84, +387080,5714614,Active,currency 1,-18,0,378.0,,0.0,0,76500.0,76500.0,0.0,0.0,Consumer credit,-14, +293201,5714620,Closed,currency 1,-2730,0,-2454.0,-2514.0,0.0,0,14058.0,0.0,0.0,0.0,Consumer credit,-2514, +293201,5714621,Closed,currency 1,-2389,0,-1365.0,-1780.0,11250.0,0,225000.0,-701.28,225701.28,0.0,Credit card,-1780, +293201,5714622,Closed,currency 1,-2255,0,-1982.0,-1987.0,6492.42,0,46033.92,0.0,0.0,0.0,Consumer credit,-1981, +293201,5714624,Active,currency 1,-1425,0,-757.0,,0.0,0,4500.0,0.0,4500.0,0.0,Credit card,-695, +293201,5714625,Closed,currency 1,-2540,0,-713.0,-2209.0,,0,360000.0,0.0,0.0,0.0,Consumer credit,-1261, +338464,5714626,Closed,currency 1,-2655,0,-2319.0,-2348.0,0.0,0,20165.4,0.0,0.0,0.0,Consumer credit,-831, +338464,5714627,Closed,currency 1,-2539,0,-1427.0,-651.0,0.0,0,45000.0,0.0,0.0,0.0,Credit card,-651, +338464,5714628,Closed,currency 1,-2343,0,-2008.0,-2219.0,0.0,0,19192.5,0.0,0.0,0.0,Consumer credit,-2219, +338464,5714629,Closed,currency 1,-857,0,-523.0,-582.0,3285.0,0,33853.5,0.0,0.0,0.0,Consumer credit,-582, +338464,5714630,Active,currency 1,-857,0,765.0,,1704.78,0,45000.0,38294.37,6705.63,0.0,Credit card,-675, +338464,5714631,Active,currency 1,-1131,0,-27.0,,,0,270000.0,0.0,0.0,0.0,Credit card,-17, +338464,5714633,Closed,currency 1,-1706,0,-976.0,-1260.0,,0,247500.0,0.0,0.0,0.0,Consumer credit,-538, +338464,5714634,Active,currency 1,-140,0,,,0.0,0,144000.0,143019.0,980.28,0.0,Credit card,-22, +444864,5714635,Closed,currency 1,-2209,0,-2086.0,-2115.0,0.0,0,16645.5,0.0,0.0,0.0,Consumer credit,-2115, +444864,5714636,Closed,currency 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+1394818,177757,-37,24.0,7.0,Active,4,4 +1532146,385905,-42,24.0,8.0,Active,0,0 +2658477,171089,-34,24.0,7.0,Active,0,0 +1080591,168533,-35,24.0,8.0,Active,0,0 +2260888,306012,-42,24.0,9.0,Active,0,0 +2674517,411841,-42,24.0,7.0,Active,0,0 diff --git a/test/csv_data/HOME_CREDIT_DEFAULT_RISK/PREVIOUS_APPLICATION.csv b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/PREVIOUS_APPLICATION.csv new file mode 100644 index 00000000..79330710 --- /dev/null +++ b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/PREVIOUS_APPLICATION.csv @@ -0,0 +1,201 @@ +SK_ID_PREV,SK_ID_CURR,NAME_CONTRACT_TYPE,AMT_ANNUITY,AMT_APPLICATION,AMT_CREDIT,AMT_DOWN_PAYMENT,AMT_GOODS_PRICE,WEEKDAY_APPR_PROCESS_START,HOUR_APPR_PROCESS_START,FLAG_LAST_APPL_PER_CONTRACT,NFLAG_LAST_APPL_IN_DAY,RATE_DOWN_PAYMENT,RATE_INTEREST_PRIMARY,RATE_INTEREST_PRIVILEGED,NAME_CASH_LOAN_PURPOSE,NAME_CONTRACT_STATUS,DAYS_DECISION,NAME_PAYMENT_TYPE,CODE_REJECT_REASON,NAME_TYPE_SUITE,NAME_CLIENT_TYPE,NAME_GOODS_CATEGORY,NAME_PORTFOLIO,NAME_PRODUCT_TYPE,CHANNEL_TYPE,SELLERPLACE_AREA,NAME_SELLER_INDUSTRY,CNT_PAYMENT,NAME_YIELD_GROUP,PRODUCT_COMBINATION,DAYS_FIRST_DRAWING,DAYS_FIRST_DUE,DAYS_LAST_DUE_1ST_VERSION,DAYS_LAST_DUE,DAYS_TERMINATION,NFLAG_INSURED_ON_APPROVAL +2030495,271877,Consumer loans,1730.43,17145.0,17145.0,0.0,17145.0,SATURDAY,15,Y,1,0.0,0.18283180324152784,0.8673361522198731,XAP,Approved,-73,Cash through the bank,XAP,,Repeater,Mobile,POS,XNA,Country-wide,35,Connectivity,12.0,middle,POS mobile with interest,365243.0,-42.0,300.0,-42.0,-37.0,0.0 +2802425,108129,Cash loans,25188.615,607500.0,679671.0,,607500.0,THURSDAY,11,Y,1,,,,XNA,Approved,-164,XNA,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Contact center,-1,XNA,36.0,low_action,Cash X-Sell: low,365243.0,-134.0,916.0,365243.0,365243.0,1.0 +2523466,122040,Cash loans,15060.735,112500.0,136444.5,,112500.0,TUESDAY,11,Y,1,,,,XNA,Approved,-301,Cash through the bank,XAP,"Spouse, partner",Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,12.0,high,Cash X-Sell: high,365243.0,-271.0,59.0,365243.0,365243.0,1.0 +2819243,176158,Cash loans,47041.335,450000.0,470790.0,,450000.0,MONDAY,7,Y,1,,,,XNA,Approved,-512,Cash through the bank,XAP,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,12.0,middle,Cash X-Sell: middle,365243.0,-482.0,-152.0,-182.0,-177.0,1.0 +1784265,202054,Cash loans,31924.395,337500.0,404055.0,,337500.0,THURSDAY,9,Y,1,,,,Repairs,Refused,-781,Cash through the bank,HC,,Repeater,XNA,Cash,walk-in,Credit and cash offices,-1,XNA,24.0,high,Cash Street: high,,,,,, +1383531,199383,Cash loans,23703.93,315000.0,340573.5,,315000.0,SATURDAY,8,Y,1,,,,Everyday expenses,Approved,-684,Cash through the bank,XAP,Family,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,18.0,low_normal,Cash X-Sell: low,365243.0,-654.0,-144.0,-144.0,-137.0,1.0 +2315218,175704,Cash loans,,0.0,0.0,,,TUESDAY,11,Y,1,,,,XNA,Canceled,-14,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1656711,296299,Cash loans,,0.0,0.0,,,MONDAY,7,Y,1,,,,XNA,Canceled,-21,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2367563,342292,Cash loans,,0.0,0.0,,,MONDAY,15,Y,1,,,,XNA,Canceled,-386,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2579447,334349,Cash loans,,0.0,0.0,,,SATURDAY,15,Y,1,,,,XNA,Canceled,-57,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1715995,447712,Cash loans,11368.62,270000.0,335754.0,,270000.0,FRIDAY,7,Y,1,,,,XNA,Approved,-735,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,54.0,low_normal,Cash X-Sell: low,365243.0,-705.0,885.0,-345.0,-334.0,1.0 +2257824,161140,Cash loans,13832.775,211500.0,246397.5,,211500.0,FRIDAY,10,Y,1,,,,XNA,Approved,-815,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,30.0,middle,Cash X-Sell: middle,365243.0,-785.0,85.0,-725.0,-721.0,1.0 +2330894,258628,Cash loans,12165.21,148500.0,174361.5,,148500.0,TUESDAY,15,Y,1,,,,XNA,Approved,-860,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,24.0,high,Cash X-Sell: high,365243.0,-830.0,-140.0,-200.0,-197.0,1.0 +1397919,321676,Consumer loans,7654.86,53779.5,57564.0,0.0,53779.5,SUNDAY,15,Y,1,0.0,,,XAP,Approved,-408,Cash through the bank,XAP,Unaccompanied,New,Consumer Electronics,POS,XNA,Country-wide,200,Consumer electronics,8.0,low_action,POS household without interest,365243.0,-378.0,-168.0,-168.0,-163.0,1.0 +2273188,270658,Consumer loans,9644.22,26550.0,27252.0,0.0,26550.0,SATURDAY,10,Y,1,0.0,,,XAP,Approved,-726,Cash through the bank,XAP,,New,Construction Materials,POS,XNA,Stone,83,Consumer electronics,3.0,middle,POS household with interest,365243.0,-693.0,-633.0,-633.0,-627.0,0.0 +1232483,151612,Consumer loans,21307.455,126490.5,119853.0,12649.5,126490.5,TUESDAY,7,Y,1,0.1039712869911545,,,XAP,Approved,-699,Cash through the bank,XAP,Unaccompanied,New,Auto Accessories,POS,XNA,Regional / Local,130,Industry,6.0,low_normal,POS other with interest,365243.0,-668.0,-518.0,-518.0,-512.0,0.0 +2163253,154602,Consumer loans,4187.34,26955.0,27297.0,1350.0,26955.0,SATURDAY,12,Y,1,0.05132379401936423,,,XAP,Approved,-1473,Cash through the bank,XAP,Unaccompanied,Repeater,Photo / Cinema Equipment,POS,XNA,Stone,130,Consumer electronics,8.0,high,POS household with interest,365243.0,-1440.0,-1230.0,-1230.0,-1226.0,0.0 +1285768,142748,Revolving loans,9000.0,180000.0,180000.0,,180000.0,FRIDAY,13,Y,1,,,,XAP,Approved,-336,XNA,XAP,Unaccompanied,Repeater,XNA,Cards,x-sell,AP+ (Cash loan),6,XNA,0.0,XNA,Card X-Sell,-277.0,-257.0,365243.0,365243.0,365243.0,0.0 +2393109,396305,Cash loans,10181.7,180000.0,180000.0,,180000.0,THURSDAY,14,Y,1,,,,XNA,Approved,-700,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,AP+ (Cash loan),6,XNA,24.0,low_normal,Cash X-Sell: low,,,,,, +1173070,199178,Cash loans,4666.5,45000.0,49455.0,,45000.0,SATURDAY,16,Y,1,,,,Everyday expenses,Refused,-584,XNA,HC,,Repeater,XNA,Cash,walk-in,AP+ (Cash loan),6,XNA,18.0,high,Cash Street: high,,,,,, +1506815,166490,Cash loans,25454.025,450000.0,491580.0,,450000.0,MONDAY,6,Y,1,,,,XNA,Refused,-401,Cash through the bank,HC,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,24.0,low_normal,Cash X-Sell: low,,,,,, +1182516,267782,Cash loans,20361.6,405000.0,451777.5,,405000.0,SATURDAY,4,Y,1,,,,XNA,Approved,-686,Cash through the bank,XAP,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,30.0,low_normal,Cash X-Sell: low,365243.0,-656.0,214.0,365243.0,365243.0,1.0 +1172842,302212,Cash loans,,0.0,0.0,,,TUESDAY,9,Y,1,,,,XNA,Refused,-239,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1172937,302212,Cash loans,39475.305,1129500.0,1277104.5,,1129500.0,THURSDAY,5,Y,1,,,,XNA,Refused,-594,Cash through the bank,HC,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,54.0,low_normal,Cash X-Sell: low,,,,,, +1555330,199353,Cash loans,,0.0,0.0,,,SATURDAY,6,Y,1,,,,XNA,Canceled,-202,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1543131,275707,Cash loans,22619.52,229500.0,241920.0,,229500.0,THURSDAY,8,Y,1,,,,XNA,Approved,-370,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,12.0,low_normal,Cash X-Sell: low,365243.0,-340.0,-10.0,-10.0,-3.0,1.0 +2536650,338725,Cash loans,16708.32,369000.0,369000.0,,369000.0,WEDNESDAY,13,Y,1,,,,XNA,Approved,-1487,XNA,XAP,,Repeater,XNA,Cash,x-sell,Country-wide,-1,Consumer electronics,48.0,middle,Cash X-Sell: middle,365243.0,-1457.0,-47.0,-47.0,-41.0,0.0 +1676258,433469,Cash loans,22242.825,247500.0,268083.0,0.0,247500.0,THURSDAY,14,Y,1,0.0,,,XNA,Approved,-1883,XNA,XAP,,Repeater,XNA,Cash,x-sell,Country-wide,-1,Consumer electronics,18.0,high,Cash X-Sell: high,365243.0,-1853.0,-1343.0,-1343.0,-1334.0,1.0 +2075578,418383,Consumer loans,7656.705,74610.0,65610.0,9000.0,74610.0,MONDAY,14,Y,1,0.13137405417260664,,,XAP,Approved,-2702,Cash through the bank,XAP,Family,New,Mobile,POS,XNA,Stone,61,Connectivity,12.0,low_normal,POS mobile with interest,365243.0,-2671.0,-2341.0,-2341.0,-2332.0,0.0 +1583704,315664,Cash loans,,0.0,0.0,,,WEDNESDAY,15,Y,1,,,,XNA,Refused,-430,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2138466,170289,Consumer loans,3286.485,32562.0,32562.0,0.0,32562.0,FRIDAY,12,Y,1,0.0,0.19691431485889155,0.8673361522198731,XAP,Approved,-307,Cash through the bank,XAP,,Refreshed,Photo / Cinema Equipment,POS,XNA,Country-wide,20,Connectivity,12.0,middle,POS mobile with interest,365243.0,-273.0,57.0,-183.0,-179.0,0.0 +2191093,182450,Consumer loans,9789.255,100485.0,100485.0,0.0,100485.0,WEDNESDAY,9,Y,1,0.0,,,XAP,Approved,-391,Cash through the bank,XAP,,Refreshed,Computers,POS,XNA,Stone,200,Consumer electronics,12.0,low_normal,POS household with interest,365243.0,-360.0,-30.0,-270.0,-261.0,0.0 +1471931,257846,Cash loans,,0.0,0.0,,,MONDAY,12,Y,1,,,,XNA,Canceled,-302,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1478703,393511,Cash loans,,0.0,0.0,,,WEDNESDAY,19,Y,1,,,,XNA,Canceled,-152,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1629736,255331,Revolving loans,10125.0,202500.0,202500.0,,202500.0,SATURDAY,14,Y,1,,,,XAP,Approved,-284,XNA,XAP,Unaccompanied,Repeater,XNA,Cards,x-sell,Credit and cash offices,-1,XNA,0.0,XNA,Card X-Sell,-265.0,-234.0,365243.0,365243.0,365243.0,0.0 +2027074,208000,Consumer loans,12065.535,56655.0,66411.0,0.0,56655.0,SATURDAY,7,Y,1,0.0,,,XAP,Approved,-676,Cash through the bank,XAP,Unaccompanied,Repeater,Audio/Video,POS,XNA,Country-wide,50,Consumer electronics,6.0,middle,POS household with interest,365243.0,-645.0,-495.0,-495.0,-493.0,0.0 +2766278,178375,Consumer loans,7511.085,32490.0,38380.5,0.0,32490.0,MONDAY,5,Y,1,0.0,,,XAP,Refused,-801,Cash through the bank,LIMIT,"Spouse, partner",Repeater,Consumer Electronics,POS,XNA,Country-wide,50,Consumer electronics,6.0,high,POS household with interest,,,,,, +1151694,161591,Consumer loans,39111.075,214380.0,209497.5,13500.0,214380.0,FRIDAY,12,Y,1,0.0659322515845571,,,XAP,Approved,-989,Cash through the bank,XAP,Family,Repeater,Audio/Video,POS,XNA,Country-wide,50,Consumer electronics,6.0,middle,POS household with interest,365243.0,-958.0,-808.0,-808.0,-804.0,0.0 +1692577,125157,Consumer loans,9946.485,99319.5,109809.0,0.0,99319.5,SATURDAY,9,Y,1,0.0,,,XAP,Approved,-392,XNA,XAP,Unaccompanied,Repeater,Audio/Video,POS,XNA,Regional / Local,136,Consumer electronics,12.0,low_action,POS household without interest,365243.0,-362.0,-32.0,-242.0,-237.0,1.0 +2740958,281589,Consumer loans,6752.25,35955.0,33115.5,4500.0,35955.0,THURSDAY,9,Y,1,0.13028961707033246,,,XAP,Approved,-983,Cash through the bank,XAP,Unaccompanied,Refreshed,Mobile,POS,XNA,Country-wide,40,Connectivity,6.0,high,POS mobile with interest,365243.0,-952.0,-802.0,-802.0,-783.0,0.0 +2317570,258076,Consumer loans,4539.285,18360.0,21834.0,0.0,18360.0,WEDNESDAY,10,Y,1,0.0,,,XAP,Approved,-795,Cash through the bank,XAP,Unaccompanied,Repeater,Mobile,POS,XNA,Country-wide,40,Connectivity,6.0,high,POS mobile with interest,365243.0,-764.0,-614.0,-614.0,-609.0,0.0 +1366380,247572,Consumer loans,,17950.5,17950.5,0.0,17950.5,MONDAY,19,Y,1,0.0,,,XAP,Unused offer,-1141,Cash through the bank,CLIENT,,Repeater,Mobile,XNA,XNA,Country-wide,25,Connectivity,,XNA,POS mobile with interest,,,,,, +2319873,188414,Consumer loans,3560.715,71356.5,76410.0,7573.5,71356.5,FRIDAY,17,Y,1,0.09821250602796976,,,XAP,Approved,-2594,Cash through the bank,XAP,Unaccompanied,Repeater,Consumer Electronics,POS,XNA,Country-wide,1535,Consumer electronics,24.0,low_action,POS household without interest,365243.0,-2563.0,-1873.0,-1933.0,-1927.0,1.0 +2057616,304455,Consumer loans,15542.73,129505.5,131112.0,9000.0,129505.5,WEDNESDAY,12,Y,1,0.06995702139587028,,,XAP,Approved,-406,Cash through the bank,XAP,,New,Consumer Electronics,POS,XNA,Country-wide,800,Consumer electronics,10.0,middle,POS household with interest,365243.0,-374.0,-104.0,-104.0,-101.0,0.0 +2675386,118974,Consumer loans,6899.49,55831.5,60745.5,0.0,55831.5,SUNDAY,13,Y,1,0.0,,,XAP,Approved,-302,Cash through the bank,XAP,Unaccompanied,New,Mobile,POS,XNA,Country-wide,182,Connectivity,10.0,low_normal,POS mobile without interest,365243.0,-272.0,-2.0,365243.0,365243.0,1.0 +2621158,281470,Revolving loans,14625.0,292500.0,292500.0,,292500.0,FRIDAY,17,Y,1,,,,XAP,Refused,-231,XNA,HC,Unaccompanied,Repeater,XNA,Cards,x-sell,Country-wide,182,Connectivity,0.0,XNA,Card X-Sell,,,,,, +2586290,447421,Consumer loans,10274.04,126544.5,101232.0,25312.5,126544.5,SATURDAY,15,Y,1,0.21784916481051048,,,XAP,Approved,-243,Cash through the bank,XAP,Unaccompanied,Repeater,Mobile,POS,XNA,Country-wide,212,Connectivity,12.0,middle,POS mobile with interest,365243.0,-212.0,118.0,-122.0,-116.0,0.0 +1475738,235737,Cash loans,75897.63,2025000.0,2241513.0,,2025000.0,THURSDAY,19,Y,1,,,,XNA,Approved,-524,Cash through the bank,XAP,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,54.0,low_normal,Cash X-Sell: low,,,,,, +2600277,256517,Cash loans,,0.0,0.0,,,FRIDAY,17,Y,1,,,,XNA,Canceled,-218,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1371540,200721,Revolving loans,11250.0,225000.0,225000.0,,225000.0,FRIDAY,15,Y,1,,,,XAP,Approved,-847,XNA,XAP,,Repeater,XNA,Cards,walk-in,Credit and cash offices,-1,XNA,0.0,XNA,Card Street,365243.0,365243.0,365243.0,365243.0,-171.0,0.0 +2261993,299391,Revolving loans,,0.0,0.0,,,FRIDAY,13,Y,1,,,,XAP,Canceled,-161,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Card Street,,,,,, +2664403,163660,Cash loans,9804.285,67500.0,82611.0,,67500.0,SATURDAY,10,Y,1,,,,Car repairs,Approved,-766,Cash through the bank,XAP,,New,XNA,Cash,walk-in,Credit and cash offices,-1,XNA,12.0,high,Cash Street: high,365243.0,-736.0,-406.0,-466.0,-464.0,1.0 +1912041,253391,Cash loans,5294.43,45000.0,47970.0,,45000.0,SUNDAY,17,Y,1,,,,XNA,Refused,-774,Cash through the bank,HC,Unaccompanied,Refreshed,XNA,Cash,x-sell,Regional / Local,333,Consumer electronics,12.0,high,Cash X-Sell: high,,,,,, +2609003,371440,Consumer loans,11688.255,93415.5,101637.0,0.0,93415.5,FRIDAY,10,Y,1,0.0,,,XAP,Approved,-598,Cash through the bank,XAP,Unaccompanied,New,Computers,POS,XNA,Regional / Local,333,Consumer electronics,10.0,middle,POS household with interest,365243.0,-567.0,-297.0,-357.0,-344.0,0.0 +1399859,197343,Consumer loans,4818.78,106398.0,106398.0,0.0,106398.0,SATURDAY,14,Y,1,0.0,,,XAP,Refused,-409,Cash through the bank,LIMIT,,Repeater,Computers,POS,XNA,Country-wide,1000,Consumer electronics,24.0,low_action,POS household without interest,,,,,, +2741581,383645,Cash loans,47407.5,450000.0,450000.0,,450000.0,MONDAY,13,Y,1,,,,XNA,Approved,-557,Cash through the bank,XAP,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,12.0,middle,Cash X-Sell: middle,365243.0,-527.0,-197.0,-197.0,-194.0,0.0 +2563201,290976,Cash loans,49299.435,450000.0,504711.0,,450000.0,THURSDAY,15,Y,1,,,,XNA,Approved,-1042,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,12.0,low_normal,Cash X-Sell: low,365243.0,-1012.0,-682.0,-742.0,-738.0,1.0 +2586409,446260,Cash loans,,0.0,0.0,,,THURSDAY,16,Y,1,,,,XNA,Canceled,-209,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1760006,283527,Cash loans,14730.66,72000.0,72000.0,,72000.0,WEDNESDAY,15,Y,1,,,,XNA,Approved,-183,XNA,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Contact center,-1,XNA,6.0,high,Cash X-Sell: high,365243.0,-153.0,-3.0,-3.0,365243.0,0.0 +2076528,431383,Consumer loans,3725.505,26370.0,29983.5,2637.0,26370.0,SATURDAY,16,Y,1,0.08804073289105706,,,XAP,Approved,-1773,Cash through the bank,XAP,Unaccompanied,New,Mobile,POS,XNA,Country-wide,24,Connectivity,12.0,high,POS mobile with interest,365243.0,-1742.0,-1412.0,-1472.0,-1464.0,0.0 +2511538,435636,Cash loans,,0.0,0.0,,,THURSDAY,15,Y,1,,,,XNA,Canceled,-152,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1024150,374768,Cash loans,,0.0,0.0,,,FRIDAY,11,Y,1,,,,XNA,Canceled,-19,XNA,XAP,,Refreshed,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2326929,221146,Revolving loans,,0.0,0.0,,,MONDAY,14,Y,1,,,,XAP,Canceled,-295,XNA,XAP,,Refreshed,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Card Street,,,,,, +1074341,137179,Cash loans,,0.0,0.0,,,FRIDAY,16,Y,1,,,,XNA,Canceled,-237,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1760015,269239,Cash loans,,0.0,0.0,,,WEDNESDAY,8,Y,1,,,,XNA,Canceled,-207,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2810623,369919,Cash loans,,0.0,0.0,,,WEDNESDAY,10,Y,1,,,,XNA,Canceled,-419,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2433280,407487,Cash loans,,0.0,0.0,,,TUESDAY,11,Y,1,,,,XNA,Canceled,-181,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2325707,353086,Cash loans,,0.0,0.0,,,FRIDAY,16,Y,1,,,,XNA,Canceled,-388,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2345724,197444,Cash loans,10030.5,360000.0,360000.0,,360000.0,THURSDAY,10,Y,1,,,,XNA,Approved,-208,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,60.0,low_normal,Cash X-Sell: low,365243.0,-178.0,1592.0,365243.0,365243.0,0.0 +2734980,348760,Cash loans,,0.0,0.0,,,SUNDAY,8,Y,1,,,,XNA,Canceled,-405,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1816690,372970,Consumer loans,10483.65,104850.0,93838.5,11011.5,104850.0,SATURDAY,11,Y,1,0.11437791650409675,,,XAP,Approved,-132,Cash through the bank,XAP,,Repeater,Medicine,POS,XNA,Stone,250,XNA,10.0,low_normal,POS industry with interest,365243.0,-99.0,171.0,365243.0,365243.0,0.0 +2203764,205177,Cash loans,34423.11,450000.0,491580.0,,450000.0,WEDNESDAY,17,Y,1,,,,XNA,Approved,-880,Cash through the bank,XAP,Family,Repeater,XNA,Cash,x-sell,AP+ (Cash loan),5,XNA,24.0,high,Cash X-Sell: high,365243.0,-850.0,-160.0,-730.0,-720.0,1.0 +1946657,427532,Consumer loans,7795.125,147195.0,172840.5,0.0,147195.0,SUNDAY,11,Y,1,0.0,,,XAP,Approved,-1327,Cash through the bank,XAP,Unaccompanied,New,Audio/Video,POS,XNA,Country-wide,2078,Consumer electronics,24.0,low_action,POS household without interest,365243.0,-1296.0,-606.0,-996.0,-990.0,0.0 +1894597,442603,Consumer loans,2334.42,39996.0,45153.0,0.0,39996.0,MONDAY,17,Y,1,0.0,,,XAP,Approved,-1071,Cash through the bank,XAP,Children,Repeater,Photo / Cinema Equipment,POS,XNA,Country-wide,2078,Consumer electronics,24.0,low_normal,POS household with interest,365243.0,-1040.0,-350.0,-350.0,-344.0,0.0 +1385097,369423,Consumer loans,2652.705,19611.0,14170.5,6111.0,19611.0,FRIDAY,12,Y,1,0.3281529741614055,,,XAP,Approved,-1525,Cash through the bank,XAP,"Spouse, partner",Repeater,Audio/Video,POS,XNA,Country-wide,2078,Consumer electronics,6.0,middle,POS household with interest,,,,,, +1973766,282755,Consumer loans,13150.575,249309.0,287482.5,0.0,249309.0,FRIDAY,17,Y,1,0.0,,,XAP,Approved,-1268,Cash through the bank,XAP,Unaccompanied,Repeater,Audio/Video,POS,XNA,Country-wide,2078,Consumer electronics,24.0,low_action,POS household without interest,365243.0,-1237.0,-547.0,-937.0,-930.0,0.0 +1241792,404105,Consumer loans,23343.03,132480.0,125527.5,13248.0,132480.0,SATURDAY,16,Y,1,0.10396846967682592,,,XAP,Approved,-33,Cash through the bank,XAP,Family,Refreshed,Consumer Electronics,POS,XNA,Regional / Local,100,Consumer electronics,6.0,middle,POS household with interest,365243.0,-3.0,147.0,365243.0,365243.0,1.0 +1395742,451154,Consumer loans,6087.42,66649.5,59980.5,6669.0,66649.5,FRIDAY,13,Y,1,0.10897527022299147,,,XAP,Approved,-600,Cash through the bank,XAP,,Repeater,Mobile,POS,XNA,Country-wide,30,Connectivity,12.0,middle,POS mobile with interest,365243.0,-562.0,-232.0,-352.0,-346.0,0.0 +2729966,216189,Consumer loans,30041.055,325588.5,293026.5,32562.0,325588.5,SUNDAY,18,Y,1,0.10891962763370992,,,XAP,Approved,-514,Cash through the bank,XAP,Unaccompanied,New,Clothing and Accessories,POS,XNA,Stone,40,Clothing,12.0,middle,POS industry with interest,365243.0,-484.0,-154.0,-184.0,-178.0,0.0 +2334831,430368,Cash loans,58021.695,877500.0,1031193.0,,877500.0,THURSDAY,16,Y,1,,,,XNA,Approved,-970,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,30.0,middle,Cash X-Sell: middle,365243.0,-940.0,-70.0,-70.0,-57.0,1.0 +2012211,282125,Revolving loans,33750.0,0.0,675000.0,,,FRIDAY,17,Y,1,,,,XAP,Refused,-568,XNA,SCOFR,,Repeater,XNA,Cards,x-sell,Credit and cash offices,-1,XNA,0.0,XNA,Card X-Sell,,,,,, +1299881,454363,Cash loans,40933.575,688500.0,783018.0,,688500.0,WEDNESDAY,12,Y,1,,,,XNA,Refused,-456,Cash through the bank,HC,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,48.0,high,Cash X-Sell: high,,,,,, +2709276,342991,Revolving loans,45000.0,900000.0,900000.0,,900000.0,TUESDAY,13,Y,1,,,,XAP,Approved,-511,XNA,XAP,,Repeater,XNA,Cards,x-sell,Credit and cash offices,-1,XNA,0.0,XNA,Card X-Sell,-479.0,-435.0,365243.0,365243.0,365243.0,0.0 +2742815,244966,Cash loans,,0.0,0.0,,,WEDNESDAY,12,Y,1,,,,XNA,Canceled,-183,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2796269,240839,Cash loans,,0.0,0.0,,,WEDNESDAY,13,Y,1,,,,XNA,Refused,-223,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1981960,306707,Cash loans,10678.005,225000.0,269550.0,,225000.0,WEDNESDAY,11,Y,1,,,,Building a house or an annex,Refused,-13,Cash through the bank,SCOFR,Unaccompanied,Repeater,XNA,Cash,walk-in,Credit and cash offices,-1,XNA,36.0,low_normal,Cash Street: low,,,,,, +1275378,433914,Revolving loans,,0.0,0.0,,,TUESDAY,17,Y,1,,,,XAP,Canceled,-314,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Card Street,,,,,, +1009986,360684,Consumer loans,11451.735,57600.0,60642.0,0.0,57600.0,TUESDAY,14,Y,1,0.0,,,XAP,Approved,-693,Cash through the bank,XAP,Unaccompanied,New,Furniture,POS,XNA,Stone,95,Furniture,6.0,middle,POS industry with interest,365243.0,-662.0,-512.0,-512.0,-506.0,0.0 +1519873,258336,Consumer loans,4699.035,46530.0,46300.5,4653.0,46530.0,WEDNESDAY,12,Y,1,0.09945420824869734,,,XAP,Approved,-621,Cash through the bank,XAP,Unaccompanied,Refreshed,Mobile,POS,XNA,Country-wide,31,Connectivity,12.0,middle,POS mobile with interest,365243.0,-590.0,-260.0,-260.0,-252.0,0.0 +2535384,394386,Consumer loans,3995.505,28750.5,19750.5,9000.0,28750.5,SUNDAY,8,Y,1,0.3409268771610295,,,XAP,Approved,-953,Cash through the bank,XAP,,Repeater,Audio/Video,POS,XNA,Country-wide,20,Connectivity,6.0,high,POS mobile with interest,365243.0,-914.0,-764.0,-854.0,-827.0,0.0 +2443751,210583,Cash loans,,0.0,0.0,,,MONDAY,18,Y,1,,,,XNA,Canceled,-201,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1524716,273901,Revolving loans,,0.0,0.0,,,MONDAY,14,Y,1,,,,XAP,Canceled,-395,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Card Street,,,,,, +2081217,281586,Revolving loans,,0.0,0.0,,,THURSDAY,14,Y,1,,,,XAP,Canceled,-84,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Card Street,,,,,, +2522811,120854,Revolving loans,33750.0,0.0,675000.0,,,THURSDAY,18,Y,1,,,,XAP,Approved,-879,XNA,XAP,,Repeater,XNA,Cards,x-sell,Credit and cash offices,-1,XNA,0.0,XNA,Card X-Sell,-332.0,-297.0,365243.0,365243.0,365243.0,0.0 +2408628,320444,Cash loans,55973.295,1035000.0,1110141.0,,1035000.0,FRIDAY,16,Y,1,,,,XNA,Approved,-953,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,30.0,middle,Cash X-Sell: middle,365243.0,-923.0,-53.0,-53.0,-48.0,1.0 +1851241,415052,Consumer loans,9675.855,46476.0,48775.5,0.0,46476.0,TUESDAY,16,Y,1,0.0,,,XAP,Approved,-1368,Cash through the bank,XAP,Children,New,Consumer Electronics,POS,XNA,Country-wide,3500,Consumer electronics,6.0,high,POS household with interest,365243.0,-1337.0,-1187.0,-1187.0,-1181.0,0.0 +2030030,133853,Consumer loans,7253.055,104809.5,121410.0,0.0,104809.5,SATURDAY,14,Y,1,0.0,,,XAP,Approved,-346,Cash through the bank,XAP,,Repeater,Audio/Video,POS,XNA,Country-wide,3500,Consumer electronics,18.0,low_action,POS household without interest,365243.0,-315.0,195.0,365243.0,365243.0,0.0 +1935914,191576,Consumer loans,,23400.0,23400.0,,23400.0,SATURDAY,9,Y,1,,,,XAP,Unused offer,-1412,Cash through the bank,CLIENT,Family,Repeater,Audio/Video,XNA,XNA,Country-wide,3500,Consumer electronics,,XNA,POS household with interest,,,,,, +1457539,307992,Consumer loans,,113215.5,113215.5,0.0,113215.5,SUNDAY,12,Y,1,0.0,,,XAP,Unused offer,-520,Cash through the bank,CLIENT,,New,Computers,XNA,XNA,Country-wide,25,Connectivity,,XNA,POS mobile with interest,,,,,, +1077629,203467,Cash loans,46345.32,1012500.0,1115410.5,,1012500.0,THURSDAY,10,Y,1,,,,XNA,Approved,-974,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,42.0,middle,Cash X-Sell: middle,365243.0,-944.0,286.0,-554.0,-551.0,1.0 +2289239,444025,Cash loans,,0.0,0.0,,,FRIDAY,14,Y,1,,,,XNA,Refused,-308,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1196771,127624,Cash loans,49186.8,1170000.0,1170000.0,,1170000.0,FRIDAY,17,Y,1,,,,XNA,Refused,-358,Cash through the bank,HC,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,48.0,middle,Cash X-Sell: middle,,,,,, +2603082,223550,Cash loans,,0.0,0.0,,,SATURDAY,17,Y,1,,,,XNA,Canceled,-354,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1247611,119539,Cash loans,19011.6,405000.0,405000.0,,405000.0,FRIDAY,11,Y,1,,,,XNA,Refused,-147,Cash through the bank,HC,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,48.0,middle,Cash X-Sell: middle,,,,,, +1826549,141689,Cash loans,,0.0,0.0,,,WEDNESDAY,15,Y,1,,,,XNA,Canceled,-197,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1067163,422466,Cash loans,43067.475,630000.0,673245.0,,630000.0,TUESDAY,13,Y,1,,,,XNA,Refused,-500,Cash through the bank,HC,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,24.0,middle,Cash X-Sell: middle,,,,,, +1655160,255798,Cash loans,,0.0,0.0,,,FRIDAY,12,Y,1,,,,XNA,Canceled,-261,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2743878,178345,Cash loans,,0.0,0.0,,,TUESDAY,12,Y,1,,,,XNA,Canceled,-248,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1015452,272179,Cash loans,,0.0,0.0,,,FRIDAY,14,Y,1,,,,XNA,Canceled,-60,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1729112,365261,Cash loans,10855.305,270000.0,328450.5,,270000.0,SATURDAY,9,Y,1,,,,XNA,Refused,-208,Cash through the bank,HC,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,48.0,low_normal,Cash X-Sell: low,,,,,, +1192792,445331,Cash loans,52507.8,886500.0,937989.0,,886500.0,TUESDAY,13,Y,1,,,,XNA,Refused,-422,Cash through the bank,HC,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,24.0,low_normal,Cash X-Sell: low,,,,,, +2603295,217812,Cash loans,,0.0,0.0,,,FRIDAY,16,Y,1,,,,XNA,Canceled,-200,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2086496,434442,Cash loans,,0.0,0.0,,,TUESDAY,12,Y,1,,,,XNA,Canceled,-469,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2577530,427367,Cash loans,,0.0,0.0,,,TUESDAY,10,Y,1,,,,XNA,Canceled,-128,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1168659,101529,Cash loans,,0.0,0.0,,,TUESDAY,11,Y,1,,,,XNA,Refused,-115,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2686051,101529,Cash loans,,0.0,0.0,,,TUESDAY,9,Y,1,,,,XNA,Canceled,-164,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2640293,264510,Revolving loans,,0.0,0.0,,,MONDAY,10,Y,1,,,,XAP,Refused,-238,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Card Street,,,,,, +1070086,348624,Cash loans,24394.005,468000.0,523597.5,,468000.0,THURSDAY,12,Y,1,,,,XNA,Refused,-48,Cash through the bank,HC,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,36.0,middle,Cash X-Sell: middle,,,,,, +2545472,326635,Cash loans,56548.62,1800000.0,2013840.0,,1800000.0,FRIDAY,11,Y,1,,,,XNA,Refused,-581,Cash through the bank,HC,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,60.0,low_normal,Cash X-Sell: low,,,,,, +1246266,153017,Cash loans,,0.0,0.0,,,TUESDAY,13,Y,1,,,,XNA,Canceled,-88,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1181698,115097,Consumer loans,9874.845,103455.0,54459.0,51727.5,103455.0,SUNDAY,14,Y,1,0.5305377802262998,,,XAP,Approved,-220,Cash through the bank,XAP,Unaccompanied,Repeater,Computers,POS,XNA,Country-wide,70,Consumer electronics,6.0,low_normal,POS household with interest,365243.0,-189.0,-39.0,-159.0,-157.0,0.0 +2567926,186632,Consumer loans,8418.96,186880.5,186880.5,0.0,186880.5,MONDAY,16,Y,1,0.0,,,XAP,Approved,-517,Cash through the bank,XAP,,Refreshed,Medicine,POS,XNA,Stone,100,Industry,24.0,low_action,POS industry without interest,365243.0,-480.0,210.0,365243.0,365243.0,0.0 +1232481,292407,Consumer loans,10014.345,86989.5,91039.5,0.0,86989.5,FRIDAY,15,Y,1,0.0,,,XAP,Approved,-269,Cash through the bank,XAP,Family,Repeater,Consumer Electronics,POS,XNA,Country-wide,140,Consumer electronics,10.0,low_normal,POS household with interest,365243.0,-239.0,31.0,365243.0,365243.0,1.0 +1418540,303722,Cash loans,6311.25,67500.0,67500.0,,67500.0,FRIDAY,12,Y,1,,,,XNA,Approved,-197,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,12.0,low_normal,Cash X-Sell: low,365243.0,-167.0,163.0,365243.0,365243.0,0.0 +1494675,380561,Consumer loans,9095.31,56340.0,44959.5,13500.0,56340.0,SATURDAY,10,Y,1,0.2515027886438862,,,XAP,Approved,-2152,XNA,XAP,Family,Repeater,Mobile,POS,XNA,Stone,30,Connectivity,6.0,high,POS mobile with interest,365243.0,-2118.0,-1968.0,-2028.0,-2025.0,0.0 +2449093,311178,Cash loans,,0.0,0.0,,,SATURDAY,12,Y,1,,,,XNA,Refused,-273,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +1343409,160671,Cash loans,,0.0,0.0,,,TUESDAY,11,Y,1,,,,XNA,Canceled,-345,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2559699,188312,Cash loans,8970.39,90000.0,95940.0,,90000.0,SATURDAY,10,Y,1,,,,XNA,Approved,-191,Cash through the bank,XAP,Unaccompanied,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,12.0,low_normal,Cash X-Sell: low,365243.0,-161.0,169.0,365243.0,365243.0,1.0 +1146680,293304,Cash loans,,0.0,0.0,,,SATURDAY,12,Y,1,,,,XNA,Canceled,-367,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2608217,268456,Cash loans,,0.0,0.0,,,WEDNESDAY,11,Y,1,,,,XNA,Canceled,-385,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2740457,367231,Cash loans,,0.0,0.0,,,SUNDAY,10,Y,1,,,,XNA,Canceled,-314,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2822378,276770,Consumer loans,1542.06,22815.0,20533.5,2281.5,22815.0,FRIDAY,15,Y,1,0.1089090909090909,,,XAP,Approved,-2254,Cash through the bank,XAP,,New,Sport and Leisure,POS,XNA,Stone,5,Industry,24.0,low_normal,POS other with interest,365243.0,-2202.0,-1512.0,-1512.0,-1510.0,0.0 +2833823,106086,Consumer loans,6232.725,58050.0,52245.0,5805.0,58050.0,FRIDAY,12,Y,1,0.1089090909090909,,,XAP,Approved,-1555,Cash through the bank,XAP,Unaccompanied,Repeater,Furniture,POS,XNA,Stone,135,Furniture,10.0,middle,POS industry with interest,365243.0,-1524.0,-1254.0,-1254.0,-1252.0,0.0 +2147401,202386,Cash loans,,0.0,0.0,,,WEDNESDAY,11,Y,1,,,,XNA,Canceled,-26,XNA,XAP,,Repeater,XNA,XNA,XNA,Channel of corporate sales,-1,XNA,,XNA,Cash,,,,,, +2178955,269861,Consumer loans,6907.32,50661.0,57609.0,5067.0,50661.0,TUESDAY,18,Y,1,0.08804683828520705,,,XAP,Approved,-1435,Cash through the bank,XAP,,New,Mobile,POS,XNA,Country-wide,15,Connectivity,12.0,high,POS mobile with interest,365243.0,-1394.0,-1064.0,-1064.0,-1058.0,0.0 +1845061,262439,Consumer loans,10971.135,119774.655,119772.0,2.655,119774.655,TUESDAY,19,Y,1,2.4141471028544085e-05,,,XAP,Approved,-1384,Cash through the bank,XAP,Unaccompanied,Repeater,Audio/Video,POS,XNA,Country-wide,2000,Consumer electronics,12.0,low_action,POS household without interest,365243.0,-1353.0,-1023.0,-1023.0,-1015.0,0.0 +1326748,436731,Consumer loans,3360.555,32985.0,29700.0,3285.0,32985.0,WEDNESDAY,16,Y,1,0.10846335111000867,,,XAP,Approved,-778,Cash through the bank,XAP,,Repeater,Mobile,POS,XNA,Country-wide,30,Connectivity,12.0,high,POS mobile with interest,365243.0,-741.0,-411.0,-651.0,-648.0,0.0 +2255346,135347,Consumer loans,12037.59,89100.0,97920.0,0.0,89100.0,WEDNESDAY,11,Y,1,0.0,,,XAP,Refused,-1661,Cash through the bank,HC,Family,Repeater,Furniture,POS,XNA,Stone,70,Furniture,12.0,high,POS industry with interest,,,,,, +1897668,205582,Revolving loans,2250.0,45000.0,45000.0,,45000.0,MONDAY,16,Y,1,,,,XAP,Approved,-234,XNA,XAP,Family,New,XNA,Cards,walk-in,Country-wide,3000,Consumer electronics,0.0,XNA,Card Street,365243.0,365243.0,365243.0,365243.0,365243.0,0.0 +2741832,346883,Consumer loans,5202.855,37305.0,32805.0,4500.0,37305.0,MONDAY,18,Y,1,0.13137405417260664,,,XAP,Approved,-2904,XNA,XAP,,New,Mobile,POS,XNA,Stone,30,Connectivity,8.0,high,POS mobile with interest,365243.0,-2869.0,-2659.0,-2659.0,-2653.0,0.0 +1103699,179380,Consumer loans,4565.025,32895.0,35608.5,0.0,32895.0,THURSDAY,9,Y,1,0.0,,,XAP,Approved,-1182,Cash through the bank,XAP,Unaccompanied,Repeater,Consumer Electronics,POS,XNA,Country-wide,230,Consumer electronics,10.0,high,POS household with interest,365243.0,-1151.0,-881.0,-881.0,-878.0,0.0 +1561600,406839,Cash loans,12085.965,94500.0,100737.0,,94500.0,THURSDAY,14,Y,1,,,,XNA,Approved,-1013,Cash through the bank,XAP,Children,New,XNA,Cash,walk-in,Country-wide,25,Connectivity,12.0,high,Cash Street: high,365243.0,-983.0,-653.0,-713.0,-709.0,1.0 +1897671,216158,Consumer loans,8191.485,76275.0,101682.0,0.0,76275.0,FRIDAY,13,Y,1,0.0,,,XAP,Approved,-554,Cash through the bank,XAP,,Repeater,Consumer Electronics,POS,XNA,Country-wide,1500,Consumer electronics,18.0,high,POS household with interest,365243.0,-523.0,-13.0,-13.0,-6.0,0.0 +1975174,276237,Revolving loans,22500.0,0.0,450000.0,,,TUESDAY,13,Y,1,,,,XAP,Approved,-510,XNA,XAP,,Repeater,XNA,Cards,x-sell,Country-wide,1500,Consumer electronics,0.0,XNA,Card X-Sell,365243.0,365243.0,365243.0,365243.0,365243.0,0.0 +2438787,253721,Consumer loans,17278.605,107991.0,97191.0,10800.0,107991.0,SUNDAY,18,Y,1,0.1089181674230428,,,XAP,Approved,-838,Cash through the bank,XAP,Unaccompanied,New,Computers,POS,XNA,Country-wide,2708,Consumer electronics,6.0,low_normal,POS household with interest,365243.0,-805.0,-655.0,-805.0,-795.0,0.0 +1375746,227908,Revolving loans,2250.0,0.0,45000.0,,,SATURDAY,19,Y,1,,,,XAP,Refused,-672,XNA,HC,,Repeater,XNA,Cards,x-sell,Country-wide,2708,Consumer electronics,0.0,XNA,Card X-Sell,,,,,, +2241359,127285,Consumer loans,8586.18,48600.0,48600.0,0.0,48600.0,WEDNESDAY,9,Y,1,0.0,,,XAP,Approved,-495,Cash through the bank,XAP,,New,Consumer Electronics,POS,XNA,Country-wide,55,Consumer electronics,6.0,low_normal,POS household with interest,365243.0,-464.0,-314.0,-314.0,-309.0,0.0 +1003555,195690,Cash loans,24703.335,337500.0,422496.0,,337500.0,MONDAY,15,Y,1,,,,XNA,Approved,-850,Cash through the bank,XAP,Children,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,24.0,middle,Cash X-Sell: middle,365243.0,-820.0,-130.0,-760.0,-753.0,1.0 +2021594,131649,Cash loans,,0.0,0.0,,,MONDAY,12,Y,1,,,,XNA,Canceled,-359,XNA,XAP,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Cash,,,,,, +2487787,419090,Consumer loans,7452.945,113733.0,113733.0,0.0,113733.0,WEDNESDAY,14,Y,1,0.0,,,XAP,Approved,-819,Cash through the bank,XAP,Unaccompanied,New,Homewares,POS,XNA,Country-wide,172,Construction,18.0,low_normal,POS other with interest,365243.0,-787.0,-277.0,-547.0,-542.0,0.0 +1642964,248217,Consumer loans,18553.725,180000.0,194031.0,4500.0,180000.0,WEDNESDAY,12,Y,1,0.02468586311915564,,,XAP,Approved,-16,Cash through the bank,XAP,"Spouse, partner",Repeater,Clothing and Accessories,POS,XNA,Stone,70,Clothing,12.0,low_normal,POS industry with interest,365243.0,365243.0,344.0,365243.0,365243.0,1.0 +2783413,269324,Consumer loans,5775.615,128205.0,128205.0,0.0,128205.0,SUNDAY,20,Y,1,0.0,,,XAP,Approved,-991,Cash through the bank,XAP,"Spouse, partner",Repeater,Gardening,POS,XNA,Country-wide,4000000,Furniture,24.0,low_action,POS industry without interest,365243.0,-960.0,-270.0,-360.0,-354.0,0.0 +1763186,393157,Consumer loans,,62860.5,62860.5,0.0,62860.5,FRIDAY,15,Y,1,0.0,,,XAP,Unused offer,-518,Cash through the bank,CLIENT,,Repeater,Computers,XNA,XNA,Country-wide,30,Connectivity,,XNA,POS mobile with interest,,,,,, +1892110,372945,Consumer loans,12607.695,75640.095,68076.0,7564.095,75640.095,TUESDAY,10,Y,1,0.10891032196614768,,,XAP,Refused,-2654,Cash through the bank,SCO,Family,Repeater,XNA,POS,XNA,Country-wide,2028,Consumer electronics,6.0,middle,POS household without interest,,,,,, +1811616,227148,Consumer loans,4932.045,34676.595,37534.5,4.095,34676.595,SATURDAY,16,Y,1,0.00011880645167266574,,,XAP,Approved,-2747,Cash through the bank,XAP,Family,New,Photo / Cinema Equipment,POS,XNA,Country-wide,2028,Consumer electronics,10.0,high,POS household with interest,365243.0,-2716.0,-2446.0,-2446.0,-2438.0,1.0 +2354441,332724,Consumer loans,8712.99,80091.0,88546.5,0.0,80091.0,SUNDAY,15,Y,1,0.0,,,XAP,Approved,-1185,Cash through the bank,XAP,Family,Repeater,Consumer Electronics,POS,XNA,Regional / Local,40,Consumer electronics,12.0,middle,POS household with interest,365243.0,-1154.0,-824.0,-824.0,-820.0,0.0 +2784652,123951,Consumer loans,2802.735,24327.0,24016.5,2475.0,24327.0,TUESDAY,5,Y,1,0.1017496178019364,,,XAP,Approved,-2354,Cash through the bank,XAP,Children,Repeater,Mobile,POS,XNA,Stone,13,Construction,12.0,high,POS industry with interest,365243.0,-2321.0,-1991.0,-1991.0,-1978.0,1.0 +1521768,335217,Consumer loans,10216.8,49455.0,52542.0,4945.5,49455.0,SATURDAY,11,Y,1,0.09369165628891654,,,XAP,Approved,-671,XNA,XAP,Unaccompanied,Repeater,Computers,POS,XNA,Country-wide,53,Connectivity,6.0,high,POS mobile with interest,365243.0,-639.0,-489.0,-549.0,-544.0,0.0 +2285261,229210,Consumer loans,20050.11,97510.5,97510.5,0.0,97510.5,SUNDAY,15,Y,1,0.0,,,XAP,Refused,-103,XNA,HC,,Repeater,Mobile,POS,XNA,Country-wide,53,Connectivity,6.0,high,POS mobile with interest,,,,,, +1723023,337203,Revolving loans,2250.0,45000.0,45000.0,,45000.0,WEDNESDAY,10,Y,1,,,,XAP,Approved,-160,XNA,XAP,Unaccompanied,Repeater,XNA,Cards,walk-in,Regional / Local,145,Consumer electronics,0.0,XNA,Card Street,365243.0,365243.0,365243.0,365243.0,365243.0,0.0 +2180632,217192,Consumer loans,8530.695,93150.0,93150.0,0.0,93150.0,TUESDAY,15,Y,1,0.0,,,XAP,Approved,-772,Cash through the bank,XAP,,Repeater,Consumer Electronics,POS,XNA,Regional / Local,145,Consumer electronics,12.0,low_action,POS household without interest,365243.0,-738.0,-408.0,-648.0,-641.0,0.0 +1600240,342072,Consumer loans,5045.715,42255.0,41494.5,4500.0,42255.0,SUNDAY,12,Y,1,0.10655424215741208,,,XAP,Approved,-1646,Cash through the bank,XAP,,New,Mobile,POS,XNA,Country-wide,63,Connectivity,12.0,high,POS mobile with interest,365243.0,-1612.0,-1282.0,-1282.0,-1275.0,0.0 +1330119,272520,Consumer loans,11493.99,51210.0,55264.5,0.0,51210.0,SATURDAY,19,Y,1,0.0,,,XAP,Approved,-157,Cash through the bank,XAP,Other_B,Repeater,Mobile,POS,XNA,Country-wide,120,Connectivity,6.0,high,POS mobile with interest,365243.0,-127.0,23.0,-7.0,-2.0,1.0 +1979918,246553,Consumer loans,2430.99,20205.0,22783.5,2020.5,20205.0,TUESDAY,13,Y,1,0.08871585961208606,,,XAP,Refused,-978,Cash through the bank,LIMIT,Children,Repeater,Consumer Electronics,POS,XNA,Country-wide,300,Consumer electronics,12.0,middle,POS household with interest,,,,,, +1816824,173254,Consumer loans,3166.74,30082.5,30082.5,0.0,30082.5,TUESDAY,8,Y,1,0.0,,,XAP,Approved,-66,Cash through the bank,XAP,Unaccompanied,Repeater,Furniture,POS,XNA,Stone,5,Construction,12.0,middle,POS industry with interest,365243.0,-36.0,294.0,365243.0,365243.0,0.0 +1515456,111817,Consumer loans,7646.04,67318.65,67318.65,0.0,67318.65,SATURDAY,12,Y,1,0.0,,,XAP,Approved,-301,Cash through the bank,XAP,,Repeater,Mobile,POS,XNA,Country-wide,115,Connectivity,10.0,low_normal,POS mobile without interest,365243.0,-267.0,3.0,-267.0,-258.0,0.0 +2723301,258384,Consumer loans,9147.105,51471.0,47376.0,6750.0,51471.0,FRIDAY,19,Y,1,0.13581945158267072,,,XAP,Refused,-389,Cash through the bank,LIMIT,"Spouse, partner",Repeater,Audio/Video,POS,XNA,Country-wide,3000,Consumer electronics,6.0,middle,POS household with interest,,,,,, +1665343,110713,Consumer loans,17769.735,143487.0,175549.5,0.0,143487.0,TUESDAY,13,Y,1,0.0,,,XAP,Approved,-1092,Cash through the bank,XAP,Family,Repeater,Audio/Video,POS,XNA,Country-wide,3000,Consumer electronics,12.0,middle,POS household with interest,365243.0,-1061.0,-731.0,-731.0,-722.0,0.0 +1744003,351953,Consumer loans,23829.84,120577.5,126945.0,0.0,120577.5,SATURDAY,17,Y,1,0.0,,,XAP,Approved,-634,Cash through the bank,XAP,,New,Computers,POS,XNA,Country-wide,3000,Consumer electronics,6.0,middle,POS household with interest,365243.0,-603.0,-453.0,-453.0,-451.0,0.0 +1638914,262912,Consumer loans,9042.21,92601.0,81882.0,18540.0,92601.0,WEDNESDAY,14,Y,1,0.201068943603448,,,XAP,Approved,-507,Cash through the bank,XAP,,New,Computers,POS,XNA,Country-wide,92,Connectivity,12.0,high,POS mobile with interest,365243.0,-469.0,-139.0,-289.0,-279.0,0.0 +1041414,107678,Consumer loans,,24480.0,24480.0,0.0,24480.0,SUNDAY,12,Y,1,0.0,,,XAP,Refused,-1252,Cash through the bank,LIMIT,,Repeater,Mobile,XNA,XNA,Country-wide,92,Connectivity,,XNA,POS mobile with interest,,,,,, +2626990,275776,Consumer loans,17509.185,73872.0,65223.0,14778.0,73872.0,MONDAY,14,Y,1,0.20117980343427525,,,XAP,Approved,-1018,Cash through the bank,XAP,"Spouse, partner",New,Mobile,POS,XNA,Country-wide,-1,Connectivity,4.0,middle,POS mobile without interest,365243.0,-986.0,-896.0,-896.0,-892.0,0.0 +1382147,336630,Cash loans,10061.91,112500.0,127350.0,,112500.0,MONDAY,13,Y,1,,,,Other,Approved,-631,Cash through the bank,XAP,,Repeater,XNA,Cash,walk-in,AP+ (Cash loan),4,XNA,24.0,high,Cash Street: high,,,,,, +2836013,347427,Consumer loans,13333.815,295650.0,295650.0,0.0,295650.0,THURSDAY,12,Y,1,0.0,,,XAP,Approved,-1511,Cash through the bank,XAP,Unaccompanied,Refreshed,Audio/Video,POS,XNA,Stone,246,Consumer electronics,24.0,low_action,POS household without interest,365243.0,-1480.0,-790.0,-790.0,-780.0,0.0 +2542872,230939,Consumer loans,12792.465,61650.0,64701.0,0.0,61650.0,FRIDAY,10,Y,1,0.0,,,XAP,Approved,-1628,Cash through the bank,XAP,Family,Repeater,Audio/Video,POS,XNA,Country-wide,284,Consumer electronics,6.0,high,POS household with interest,365243.0,-1596.0,-1446.0,-1476.0,-1464.0,0.0 +1856964,148833,Consumer loans,3476.16,34200.0,31950.0,5130.0,34200.0,SUNDAY,12,Y,1,0.1506751985878199,,,XAP,Approved,-2075,XNA,XAP,Family,Repeater,Audio/Video,POS,XNA,Country-wide,284,Consumer electronics,12.0,high,POS household with interest,365243.0,-2044.0,-1714.0,-1714.0,-1711.0,0.0 +1701553,218487,Consumer loans,7300.755,29988.0,35509.5,0.0,29988.0,FRIDAY,16,Y,1,0.0,,,XAP,Approved,-1240,Cash through the bank,XAP,Unaccompanied,New,Photo / Cinema Equipment,POS,XNA,Country-wide,15,Connectivity,6.0,high,POS mobile with interest,365243.0,-1209.0,-1059.0,-1059.0,-1055.0,0.0 +1169188,418859,Consumer loans,3181.41,22405.5,24624.0,0.0,22405.5,FRIDAY,8,Y,1,0.0,,,XAP,Approved,-1068,XNA,XAP,Unaccompanied,New,Mobile,POS,XNA,Country-wide,18,Connectivity,12.0,high,POS mobile with interest,365243.0,-1037.0,-707.0,-707.0,-702.0,0.0 +2345630,382118,Consumer loans,5469.3,60610.5,53307.0,12105.0,60610.5,TUESDAY,14,Y,1,0.2015447540901586,,,XAP,Approved,-1312,Cash through the bank,XAP,,New,Computers,POS,XNA,Country-wide,30,Connectivity,12.0,middle,POS mobile with interest,365243.0,-1278.0,-948.0,-948.0,-943.0,0.0 +1756835,405785,Consumer loans,6686.145,51700.5,50121.0,5400.0,51700.5,TUESDAY,15,Y,1,0.1059255220383442,,,XAP,Approved,-2339,Cash through the bank,XAP,Family,Repeater,Mobile,POS,XNA,Country-wide,41,Connectivity,10.0,low_normal,POS mobile with interest,365243.0,-2308.0,-2038.0,-2038.0,-2033.0,1.0 +1630059,405785,Consumer loans,4550.535,28300.5,22617.0,6750.0,28300.5,FRIDAY,10,Y,1,0.2503273618811466,,,XAP,Approved,-2042,Cash through the bank,XAP,,Repeater,Photo / Cinema Equipment,POS,XNA,Country-wide,41,Connectivity,6.0,high,POS mobile with interest,365243.0,-2005.0,-1855.0,-1855.0,-1851.0,0.0 +1198506,207086,Consumer loans,5156.91,24475.5,22000.5,2475.0,24475.5,MONDAY,13,Y,1,0.11013053870196723,,,XAP,Approved,-2782,Cash through the bank,XAP,,New,Mobile,POS,XNA,Country-wide,41,Connectivity,5.0,low_normal,POS mobile with interest,365243.0,-2744.0,-2624.0,-2624.0,-2594.0,0.0 +2284847,454600,Consumer loans,,27666.0,27666.0,0.0,27666.0,THURSDAY,16,Y,1,0.0,,,XAP,Unused offer,-357,Cash through the bank,CLIENT,,Repeater,Mobile,XNA,XNA,Country-wide,30,Connectivity,,XNA,POS mobile with interest,,,,,, +2526335,240822,Consumer loans,6767.325,91755.0,33718.5,59625.0,91755.0,SATURDAY,10,Y,1,0.6956782792004311,,,XAP,Approved,-2761,Cash through the bank,XAP,Family,Repeater,Consumer Electronics,POS,XNA,Stone,520,Consumer electronics,6.0,low_normal,POS household with interest,365243.0,-2730.0,-2580.0,-2580.0,-2557.0,1.0 +2180622,271919,Consumer loans,8533.53,71955.0,71172.0,7195.5,71955.0,WEDNESDAY,18,Y,1,0.09999749432307573,,,XAP,Approved,-2184,Cash through the bank,XAP,"Spouse, partner",New,Photo / Cinema Equipment,POS,XNA,Stone,225,Consumer electronics,12.0,high,POS household with interest,365243.0,-2153.0,-1823.0,-1853.0,-1844.0,0.0 +2003921,370921,Consumer loans,8191.755,38434.5,30744.0,7690.5,38434.5,TUESDAY,10,Y,1,0.21792019244074035,,,XAP,Approved,-1171,Cash through the bank,XAP,,New,Computers,POS,XNA,Country-wide,35,Connectivity,4.0,middle,POS mobile without interest,365243.0,-1125.0,-1035.0,-1035.0,-1026.0,0.0 +2356080,179766,Consumer loans,13201.245,196740.0,196740.0,0.0,196740.0,WEDNESDAY,12,Y,1,0.0,,,XAP,Approved,-264,XNA,XAP,Unaccompanied,Repeater,Furniture,POS,XNA,Stone,941,Furniture,18.0,low_normal,POS industry with interest,365243.0,-234.0,276.0,365243.0,365243.0,0.0 +2356083,141771,Consumer loans,7781.985,71280.0,70425.0,7200.0,71280.0,WEDNESDAY,10,Y,1,0.10101712779973644,,,XAP,Approved,-1330,Cash through the bank,XAP,,New,Mobile,POS,XNA,Country-wide,1000,Connectivity,12.0,high,POS mobile with interest,365243.0,-1297.0,-967.0,-967.0,-961.0,0.0 +1915792,403107,Consumer loans,2247.795,53959.5,48235.5,5724.0,53959.5,THURSDAY,19,Y,1,0.11553028407669387,,,XAP,Approved,-2627,Cash through the bank,XAP,Family,New,Consumer Electronics,POS,XNA,Regional / Local,150,Consumer electronics,24.0,low_action,POS household without interest,365243.0,-2596.0,-1906.0,-1906.0,-1896.0,0.0 +1231815,196567,Consumer loans,6369.255,69030.0,62127.0,6903.0,69030.0,SATURDAY,12,Y,1,0.1089090909090909,,,XAP,Approved,-565,Cash through the bank,XAP,,Refreshed,Consumer Electronics,POS,XNA,Stone,150,Consumer electronics,12.0,middle,POS household with interest,365243.0,-534.0,-204.0,-414.0,-403.0,0.0 +2635263,336697,Consumer loans,11198.25,81058.5,81058.5,0.0,81058.5,MONDAY,14,Y,1,0.0,,,XAP,Approved,-668,Cash through the bank,XAP,,Repeater,Construction Materials,POS,XNA,Stone,150,Construction,10.0,high,POS industry with interest,365243.0,-637.0,-367.0,-367.0,-361.0,0.0 +1917253,308686,Consumer loans,,44583.975,44583.975,0.0,44583.975,WEDNESDAY,15,Y,1,0.0,,,XAP,Refused,-646,Cash through the bank,HC,,Repeater,Computers,XNA,XNA,Country-wide,30,Connectivity,,XNA,POS mobile with interest,,,,,, +1676862,294352,Consumer loans,22173.795,129060.0,116154.0,12906.0,129060.0,FRIDAY,14,Y,1,0.1089090909090909,,,XAP,Approved,-1728,Cash through the bank,XAP,Unaccompanied,Repeater,Furniture,POS,XNA,Stone,350,Furniture,6.0,middle,POS industry with interest,365243.0,-1690.0,-1540.0,-1540.0,-1537.0,0.0 +1925028,203564,Revolving loans,,0.0,0.0,,,MONDAY,10,Y,1,,,,XAP,Refused,-36,XNA,HC,,Repeater,XNA,XNA,XNA,Credit and cash offices,-1,XNA,,XNA,Card Street,,,,,, +1000588,168814,Cash loans,31396.5,450000.0,450000.0,,450000.0,THURSDAY,4,Y,1,,,,XNA,Approved,-407,Cash through the bank,XAP,,Repeater,XNA,Cash,x-sell,Credit and cash offices,-1,XNA,24.0,high,Cash X-Sell: high,365243.0,-377.0,313.0,365243.0,365243.0,0.0 +2440540,357994,Cash loans,10267.155,225000.0,269550.0,,225000.0,TUESDAY,12,Y,1,,,,XNA,Refused,-228,Cash through the bank,HC,Unaccompanied,Repeater,XNA,Cash,x-sell,Regional / Local,774,Jewelry,36.0,low_normal,Cash X-Sell: low,,,,,, +1722543,437604,Consumer loans,5947.425,59481.0,53532.0,5949.0,59481.0,FRIDAY,11,Y,1,0.10892556981526566,,,XAP,Refused,-2806,XNA,SCO,,Repeater,XNA,POS,XNA,Stone,179,Consumer electronics,10.0,low_normal,POS household without interest,,,,,, +1146853,333298,Consumer loans,4123.35,19782.0,18742.5,1980.0,19782.0,THURSDAY,16,Y,1,0.1040608034744842,,,XAP,Approved,-1189,Cash through the bank,XAP,,New,Mobile,POS,XNA,Country-wide,20,Connectivity,6.0,high,POS mobile with interest,365243.0,-1154.0,-1004.0,-1004.0,-997.0,0.0 +1855907,336955,Consumer loans,21023.055,73791.45,73791.0,0.45,73791.45,WEDNESDAY,16,Y,1,6.6415676760777705e-06,,,XAP,Approved,-2719,Cash through the bank,XAP,Unaccompanied,New,Photo / Cinema Equipment,POS,XNA,Stone,68,Consumer electronics,4.0,high,POS household with interest,365243.0,-2685.0,-2595.0,-2595.0,-2589.0,0.0 +1423542,295494,Consumer loans,3209.67,29655.0,28890.0,2965.5,29655.0,FRIDAY,17,Y,1,0.10138591737405124,,,XAP,Approved,-2815,Cash through the bank,XAP,Children,New,Audio/Video,POS,XNA,Stone,291,Consumer electronics,10.0,low_normal,POS household with interest,365243.0,-2784.0,-2514.0,-2514.0,-2505.0,1.0 diff --git a/test/csv_data/HOME_CREDIT_DEFAULT_RISK/README.md b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/README.md new file mode 100644 index 00000000..5824ad9a --- /dev/null +++ b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/README.md @@ -0,0 +1,22 @@ +# Home Credit Default Risk Dataset + +A **subset** of the **[Home Credit Default Risk Dataset](https://www.kaggle.com/c/home-credit-default-risk)** in which each table is shortened to 200 lines. + +
+
+