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. + +

+ +

+ +## Task + +Many people struggle to get loans due to insufficient or non-existent credit histories. And, unfortunately, this population is often taken advantage of by untrustworthy lenders. +[Home Credit](https://www.homecredit.net) strives to broaden financial inclusion for the unbanked population by providing a positive and safe borrowing experience. In order to make sure this underserved population has a positive loan experience, Home Credit makes use of a variety of alternative data--including telco and transactional information--to predict their clients' repayment abilities. + +## Description + +* `APPLICATION.csv` *(main table)*: Static data for all applications. One row represents one loan in our data sample. +* `BUREAU.csv`: All client's previous credits provided by other financial institutions that were reported to Credit Bureau (for clients who have a loan in our sample). For every loan in our sample, there are as many rows as number of credits the client had in Credit Bureau before the application date. +* `BUREAU_BALANCE.csv`: Monthly balances of previous credits in Credit Bureau. This table has one row for each month of history of every previous credit reported to Credit Bureau – *i.e.* the table has (#loans in sample * # of relative previous credits * # of months where we have some history observable for the previous credits) rows. +* `POS_CASH_BALANCE.csv`: Monthly balance snapshots of previous POS (point of sales) and cash loans that the applicant had with Home Credit. This table has one row for each month of history of every previous credit in Home Credit (consumer credit and cash loans) related to loans in our sample – *i.e.* the table has (#loans in sample * # of relative previous credits * # of months in which we have some history observable for the previous credits) rows. +* `CREDIT_CARD_BALANCE.csv`: Monthly balance snapshots of previous credit cards that the applicant has with Home Credit. This table has one row for each month of history of every previous credit in Home Credit (consumer credit and cash loans) related to loans in our sample – i.e. the table has (#loans in sample * # of relative previous credit cards * # of months where we have some history observable for the previous credit card) rows. +* `PREVIOUS_APPLICATION.csv`: All previous applications for Home Credit loans of clients who have loans in our sample. There is one row for each previous application related to loans in our data sample. +* `INSTALLMENTS_PAYMENTS.csv`: Repayment history for the previously disbursed credits in Home Credit related to the loans in our sample. There is a) one row for every payment that was made plus b) one row each for missed payment. One row is equivalent to one payment of one installment OR one installment corresponding to one payment of one previous Home Credit credit related to loans in our sample. diff --git a/test/csv_data/HOME_CREDIT_DEFAULT_RISK/description.txt b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/description.txt new file mode 100644 index 00000000..184633fc --- /dev/null +++ b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/description.txt @@ -0,0 +1,220 @@ +Table,Row,Description,Special +APPLICATION.csv,SK_ID_CURR,ID of loan in our sample, +APPLICATION.csv,TARGET,"Target variable (1 - client with payment difficulties: he/she had late payment more than X days on at least one of the first Y installments of the loan in our sample, 0 - all other cases)", +APPLICATION.csv,NAME_CONTRACT_TYPE,Identification if loan is cash or revolving, +APPLICATION.csv,CODE_GENDER,Gender of the client, +APPLICATION.csv,FLAG_OWN_CAR,Flag if the client owns a car, +APPLICATION.csv,FLAG_OWN_REALTY,Flag if client owns a house or flat, +APPLICATION.csv,CNT_CHILDREN,Number of children the client has, +APPLICATION.csv,AMT_INCOME_TOTAL,Income of the client, +APPLICATION.csv,AMT_CREDIT,Credit amount of the loan, +APPLICATION.csv,AMT_ANNUITY,Loan annuity, +APPLICATION.csv,AMT_GOODS_PRICE,For consumer loans it is the price of the goods for which the loan is given, +APPLICATION.csv,NAME_TYPE_SUITE,Who was accompanying client when he was applying for the loan, +APPLICATION.csv,NAME_INCOME_TYPE,"Clients income type (businessman, working, maternity leave,…)", +APPLICATION.csv,NAME_EDUCATION_TYPE,Level of highest education the client achieved, +APPLICATION.csv,NAME_FAMILY_STATUS,Family status of the client, +APPLICATION.csv,NAME_HOUSING_TYPE,"What is the housing situation of the client (renting, living with parents, ...)", +APPLICATION.csv,REGION_POPULATION_RELATIVE,Normalized population of region where client lives (higher number means the client lives in more populated region),normalized +APPLICATION.csv,DAYS_BIRTH,Client's age in days at the time of application,time only relative to the application +APPLICATION.csv,DAYS_EMPLOYED,How many days before the application the person started current employment,time only relative to the application +APPLICATION.csv,DAYS_REGISTRATION,How many days before the application did client change his registration,time only relative to the application +APPLICATION.csv,DAYS_ID_PUBLISH,How many days before the application did client change the identity document with which he applied for the loan,time only relative to the application +APPLICATION.csv,OWN_CAR_AGE,Age of client's car, +APPLICATION.csv,FLAG_MOBIL,"Did client provide mobile phone (1=YES, 0=NO)", +APPLICATION.csv,FLAG_EMP_PHONE,"Did client provide work phone (1=YES, 0=NO)", +APPLICATION.csv,FLAG_WORK_PHONE,"Did client provide home phone (1=YES, 0=NO)", +APPLICATION.csv,FLAG_CONT_MOBILE,"Was mobile phone reachable (1=YES, 0=NO)", +APPLICATION.csv,FLAG_PHONE,"Did client provide home phone (1=YES, 0=NO)", +APPLICATION.csv,FLAG_EMAIL,"Did client provide email (1=YES, 0=NO)", +APPLICATION.csv,OCCUPATION_TYPE,What kind of occupation does the client have, +APPLICATION.csv,CNT_FAM_MEMBERS,How many family members does client have, +APPLICATION.csv,REGION_RATING_CLIENT,"Our rating of the region where client lives (1,2,3)", +APPLICATION.csv,REGION_RATING_CLIENT_W_CITY,"Our rating of the region where client lives with taking city into account (1,2,3)", +APPLICATION.csv,WEEKDAY_APPR_PROCESS_START,On which day of the week did the client apply for the loan, +APPLICATION.csv,HOUR_APPR_PROCESS_START,Approximately at what hour did the client apply for the loan,rounded +APPLICATION.csv,REG_REGION_NOT_LIVE_REGION,"Flag if client's permanent address does not match contact address (1=different, 0=same, at region level)", +APPLICATION.csv,REG_REGION_NOT_WORK_REGION,"Flag if client's permanent address does not match work address (1=different, 0=same, at region level)", +APPLICATION.csv,LIVE_REGION_NOT_WORK_REGION,"Flag if client's contact address does not match work address (1=different, 0=same, at region level)", +APPLICATION.csv,REG_CITY_NOT_LIVE_CITY,"Flag if client's permanent address does not match contact address (1=different, 0=same, at city level)", +APPLICATION.csv,REG_CITY_NOT_WORK_CITY,"Flag if client's permanent address does not match work address (1=different, 0=same, at city level)", +APPLICATION.csv,LIVE_CITY_NOT_WORK_CITY,"Flag if client's contact address does not match work address (1=different, 0=same, at city level)", +APPLICATION.csv,ORGANIZATION_TYPE,Type of organization where client works, +APPLICATION.csv,EXT_SOURCE_1,Normalized score from external data source,normalized +APPLICATION.csv,EXT_SOURCE_2,Normalized score from external data source,normalized +APPLICATION.csv,EXT_SOURCE_3,Normalized score from external data source,normalized +APPLICATION.csv,APARTMENTS_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,BASEMENTAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,YEARS_BEGINEXPLUATATION_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,YEARS_BUILD_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,COMMONAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,ELEVATORS_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,ENTRANCES_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,FLOORSMAX_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,FLOORSMIN_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LANDAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LIVINGAPARTMENTS_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LIVINGAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,NONLIVINGAPARTMENTS_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,NONLIVINGAREA_AVG,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,APARTMENTS_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,BASEMENTAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,YEARS_BEGINEXPLUATATION_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,YEARS_BUILD_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,COMMONAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,ELEVATORS_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,ENTRANCES_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,FLOORSMAX_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,FLOORSMIN_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LANDAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LIVINGAPARTMENTS_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LIVINGAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,NONLIVINGAPARTMENTS_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,NONLIVINGAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,APARTMENTS_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,BASEMENTAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,YEARS_BEGINEXPLUATATION_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,YEARS_BUILD_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,COMMONAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,ELEVATORS_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,ENTRANCES_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,FLOORSMAX_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,FLOORSMIN_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LANDAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LIVINGAPARTMENTS_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,LIVINGAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,NONLIVINGAPARTMENTS_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,NONLIVINGAREA_MEDI,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,FONDKAPREMONT_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,HOUSETYPE_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,TOTALAREA_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,WALLSMATERIAL_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,EMERGENCYSTATE_MODE,"Normalized information about building where the client lives, What is average (_AVG suffix), modus (_MODE suffix), median (_MEDI suffix) apartment size, common area, living area, age of building, number of elevators, number of entrances, state of the building, number of floor",normalized +APPLICATION.csv,OBS_30_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings with observable 30 DPD (days past due) default, +APPLICATION.csv,DEF_30_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings defaulted on 30 DPD (days past due) , +APPLICATION.csv,OBS_60_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings with observable 60 DPD (days past due) default, +APPLICATION.csv,DEF_60_CNT_SOCIAL_CIRCLE,How many observation of client's social surroundings defaulted on 60 (days past due) DPD, +APPLICATION.csv,DAYS_LAST_PHONE_CHANGE,How many days before application did client change phone, +APPLICATION.csv,FLAG_DOCUMENT_2,Did client provide document 2, +APPLICATION.csv,FLAG_DOCUMENT_3,Did client provide document 3, +APPLICATION.csv,FLAG_DOCUMENT_4,Did client provide document 4, +APPLICATION.csv,FLAG_DOCUMENT_5,Did client provide document 5, +APPLICATION.csv,FLAG_DOCUMENT_6,Did client provide document 6, +APPLICATION.csv,FLAG_DOCUMENT_7,Did client provide document 7, +APPLICATION.csv,FLAG_DOCUMENT_8,Did client provide document 8, +APPLICATION.csv,FLAG_DOCUMENT_9,Did client provide document 9, +APPLICATION.csv,FLAG_DOCUMENT_10,Did client provide document 10, +APPLICATION.csv,FLAG_DOCUMENT_11,Did client provide document 11, +APPLICATION.csv,FLAG_DOCUMENT_12,Did client provide document 12, +APPLICATION.csv,FLAG_DOCUMENT_13,Did client provide document 13, +APPLICATION.csv,FLAG_DOCUMENT_14,Did client provide document 14, +APPLICATION.csv,FLAG_DOCUMENT_15,Did client provide document 15, +APPLICATION.csv,FLAG_DOCUMENT_16,Did client provide document 16, +APPLICATION.csv,FLAG_DOCUMENT_17,Did client provide document 17, +APPLICATION.csv,FLAG_DOCUMENT_18,Did client provide document 18, +APPLICATION.csv,FLAG_DOCUMENT_19,Did client provide document 19, +APPLICATION.csv,FLAG_DOCUMENT_20,Did client provide document 20, +APPLICATION.csv,FLAG_DOCUMENT_21,Did client provide document 21, +APPLICATION.csv,AMT_REQ_CREDIT_BUREAU_HOUR,Number of enquiries to Credit Bureau about the client one hour before application, +APPLICATION.csv,AMT_REQ_CREDIT_BUREAU_DAY,Number of enquiries to Credit Bureau about the client one day before application (excluding one hour before application), +APPLICATION.csv,AMT_REQ_CREDIT_BUREAU_WEEK,Number of enquiries to Credit Bureau about the client one week before application (excluding one day before application), +APPLICATION.csv,AMT_REQ_CREDIT_BUREAU_MON,Number of enquiries to Credit Bureau about the client one month before application (excluding one week before application), +APPLICATION.csv,AMT_REQ_CREDIT_BUREAU_QRT,Number of enquiries to Credit Bureau about the client 3 month before application (excluding one month before application), +APPLICATION.csv,AMT_REQ_CREDIT_BUREAU_YEAR,Number of enquiries to Credit Bureau about the client one day year (excluding last 3 months before application), +BUREAU.csv,SK_ID_CURR,"ID of loan in our sample - one loan in our sample can have 0,1,2 or more related previous credits in credit bureau ",hashed +BUREAU.csv,SK_BUREAU_ID,Recoded ID of previous Credit Bureau credit related to our loan (unique coding for each loan application),hashed +BUREAU.csv,CREDIT_ACTIVE,Status of the Credit Bureau (CB) reported credits, +BUREAU.csv,CREDIT_CURRENCY,Recoded currency of the Credit Bureau credit,recoded +BUREAU.csv,DAYS_CREDIT,How many days before current application did client apply for Credit Bureau credit,time only relative to the application +BUREAU.csv,CREDIT_DAY_OVERDUE,Number of days past due on CB credit at the time of application for related loan in our sample, +BUREAU.csv,DAYS_CREDIT_ENDDATE,Remaining duration of CB credit (in days) at the time of application in Home Credit,time only relative to the application +BUREAU.csv,DAYS_ENDDATE_FACT,Days since CB credit ended at the time of application in Home Credit (only for closed credit),time only relative to the application +BUREAU.csv,AMT_CREDIT_MAX_OVERDUE,Maximal amount overdue on the Credit Bureau credit so far (at application date of loan in our sample), +BUREAU.csv,CNT_CREDIT_PROLONG,How many times was the Credit Bureau credit prolonged, +BUREAU.csv,AMT_CREDIT_SUM,Current credit amount for the Credit Bureau credit, +BUREAU.csv,AMT_CREDIT_SUM_DEBT,Current debt on Credit Bureau credit, +BUREAU.csv,AMT_CREDIT_SUM_LIMIT,Current credit limit of credit card reported in Credit Bureau, +BUREAU.csv,AMT_CREDIT_SUM_OVERDUE,Current amount overdue on Credit Bureau credit, +BUREAU.csv,CREDIT_TYPE,"Type of Credit Bureau credit (Car, cash,...)", +BUREAU.csv,DAYS_CREDIT_UPDATE,How many days before loan application did last information about the Credit Bureau credit come,time only relative to the application +BUREAU.csv,AMT_ANNUITY,Annuity of the Credit Bureau credit, +BUREAU_BALANCE.csv,SK_BUREAU_ID,Recoded ID of Credit Bureau credit (unique coding for each application) - use this to join to CREDIT_BUREAU table ,hashed +BUREAU_BALANCE.csv,MONTHS_BALANCE,Month of balance relative to application date (-1 means the freshest balance date),time only relative to the application +BUREAU_BALANCE.csv,STATUS,"Status of Credit Bureau loan during the month (active, closed, DPD0-30,… [C means closed, X means status unknown, 0 means no DPD, 1 means maximal did during month between 1-30, 2 means DPD 31-60,… 5 means DPD 120+ or sold or written off ] )", +POS_CASH_BALANCE.csv,SK_ID_PREV ,"ID of previous credit in Home Credit related to loan in our sample. (One loan in our sample can have 0,1,2 or more previous loans in Home Credit)", +POS_CASH_BALANCE.csv,SK_ID_CURR,ID of loan in our sample, +POS_CASH_BALANCE.csv,MONTHS_BALANCE,"Month of balance relative to application date (-1 means the information to the freshest monthly snapshot, 0 means the information at application - often it will be the same as -1 as many banks are not updating the information to Credit Bureau regularly )",time only relative to the application +POS_CASH_BALANCE.csv,CNT_INSTALMENT,Term of previous credit (can change over time), +POS_CASH_BALANCE.csv,CNT_INSTALMENT_FUTURE,Installments left to pay on the previous credit, +POS_CASH_BALANCE.csv,NAME_CONTRACT_STATUS,Contract status during the month, +POS_CASH_BALANCE.csv,SK_DPD,DPD (days past due) during the month of previous credit, +POS_CASH_BALANCE.csv,SK_DPD_DEF,DPD during the month with tolerance (debts with low loan amounts are ignored) of the previous credit, +CREDIT_CARD_BALANCE.csv,SK_ID_PREV ,"ID of previous credit in Home credit related to loan in our sample. (One loan in our sample can have 0,1,2 or more previous loans in Home Credit)",hashed +CREDIT_CARD_BALANCE.csv,SK_ID_CURR,ID of loan in our sample,hashed +CREDIT_CARD_BALANCE.csv,MONTHS_BALANCE,Month of balance relative to application date (-1 means the freshest balance date),time only relative to the application +CREDIT_CARD_BALANCE.csv,AMT_BALANCE,Balance during the month of previous credit, +CREDIT_CARD_BALANCE.csv,AMT_CREDIT_LIMIT_ACTUAL,Credit card limit during the month of the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_DRAWINGS_ATM_CURRENT,Amount drawing at ATM during the month of the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_DRAWINGS_CURRENT,Amount drawing during the month of the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_DRAWINGS_OTHER_CURRENT,Amount of other drawings during the month of the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_DRAWINGS_POS_CURRENT,Amount drawing or buying goods during the month of the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_INST_MIN_REGULARITY,Minimal installment for this month of the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_PAYMENT_CURRENT,How much did the client pay during the month on the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_PAYMENT_TOTAL_CURRENT,How much did the client pay during the month in total on the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_RECEIVABLE_PRINCIPAL,Amount receivable for principal on the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_RECIVABLE,Amount receivable on the previous credit, +CREDIT_CARD_BALANCE.csv,AMT_TOTAL_RECEIVABLE,Total amount receivable on the previous credit, +CREDIT_CARD_BALANCE.csv,CNT_DRAWINGS_ATM_CURRENT,Number of drawings at ATM during this month on the previous credit, +CREDIT_CARD_BALANCE.csv,CNT_DRAWINGS_CURRENT,Number of drawings during this month on the previous credit, +CREDIT_CARD_BALANCE.csv,CNT_DRAWINGS_OTHER_CURRENT,Number of other drawings during this month on the previous credit, +CREDIT_CARD_BALANCE.csv,CNT_DRAWINGS_POS_CURRENT,Number of drawings for goods during this month on the previous credit, +CREDIT_CARD_BALANCE.csv,CNT_INSTALMENT_MATURE_CUM,Number of paid installments on the previous credit, +CREDIT_CARD_BALANCE.csv,NAME_CONTRACT_STATUS,"Contract status (active signed,...) on the previous credit", +CREDIT_CARD_BALANCE.csv,SK_DPD,DPD (Days past due) during the month on the previous credit, +CREDIT_CARD_BALANCE.csv,SK_DPD_DEF,DPD (Days past due) during the month with tolerance (debts with low loan amounts are ignored) of the previous credit, +PREVIOUS_APPLICATION.csv,SK_ID_PREV ,"ID of previous credit in Home credit related to loan in our sample. (One loan in our sample can have 0,1,2 or more previous loan applications in Home Credit, previous application could, but not necessarily have to lead to credit) ",hashed +PREVIOUS_APPLICATION.csv,SK_ID_CURR,ID of loan in our sample,hashed +PREVIOUS_APPLICATION.csv,NAME_CONTRACT_TYPE,"Contract product type (Cash loan, consumer loan [POS] ,...) of the previous application", +PREVIOUS_APPLICATION.csv,AMT_ANNUITY,Annuity of previous application, +PREVIOUS_APPLICATION.csv,AMT_APPLICATION,For how much credit did client ask on the previous application, +PREVIOUS_APPLICATION.csv,AMT_CREDIT,"Final credit amount on the previous application. This differs from AMT_APPLICATION in a way that the AMT_APPLICATION is the amount for which the client initially applied for, but during our approval process he could have received different amount - AMT_CREDIT", +PREVIOUS_APPLICATION.csv,AMT_DOWN_PAYMENT,Down payment on the previous application, +PREVIOUS_APPLICATION.csv,AMT_GOODS_PRICE,Goods price of good that client asked for (if applicable) on the previous application, +PREVIOUS_APPLICATION.csv,WEEKDAY_APPR_PROCESS_START,On which day of the week did the client apply for previous application, +PREVIOUS_APPLICATION.csv,HOUR_APPR_PROCESS_START,Approximately at what day hour did the client apply for the previous application,rounded +PREVIOUS_APPLICATION.csv,FLAG_LAST_APPL_PER_CONTRACT,Flag if it was last application for the previous contract. Sometimes by mistake of client or our clerk there could be more applications for one single contract, +PREVIOUS_APPLICATION.csv,NFLAG_LAST_APPL_IN_DAY,Flag if the application was the last application per day of the client. Sometimes clients apply for more applications a day. Rarely it could also be error in our system that one application is in the database twice, +PREVIOUS_APPLICATION.csv,NFLAG_MICRO_CASH,Flag Micro finance loan, +PREVIOUS_APPLICATION.csv,RATE_DOWN_PAYMENT,Down payment rate normalized on previous credit,normalized +PREVIOUS_APPLICATION.csv,RATE_INTEREST_PRIMARY,Interest rate normalized on previous credit,normalized +PREVIOUS_APPLICATION.csv,RATE_INTEREST_PRIVILEGED,Interest rate normalized on previous credit,normalized +PREVIOUS_APPLICATION.csv,NAME_CASH_LOAN_PURPOSE,Purpose of the cash loan, +PREVIOUS_APPLICATION.csv,NAME_CONTRACT_STATUS,"Contract status (approved, cancelled, ...) of previous application", +PREVIOUS_APPLICATION.csv,DAYS_DECISION,Relative to current application when was the decision about previous application made,time only relative to the application +PREVIOUS_APPLICATION.csv,NAME_PAYMENT_TYPE,Payment method that client chose to pay for the previous application, +PREVIOUS_APPLICATION.csv,CODE_REJECT_REASON,Why was the previous application rejected, +PREVIOUS_APPLICATION.csv,NAME_TYPE_SUITE,Who accompanied client when applying for the previous application, +PREVIOUS_APPLICATION.csv,NAME_CLIENT_TYPE,Was the client old or new client when applying for the previous application, +PREVIOUS_APPLICATION.csv,NAME_GOODS_CATEGORY,What kind of goods did the client apply for in the previous application, +PREVIOUS_APPLICATION.csv,NAME_PORTFOLIO,"Was the previous application for CASH, POS, CAR, …", +PREVIOUS_APPLICATION.csv,NAME_PRODUCT_TYPE,Was the previous application x-sell o walk-in, +PREVIOUS_APPLICATION.csv,CHANNEL_TYPE,Through which channel we acquired the client on the previous application, +PREVIOUS_APPLICATION.csv,SELLERPLACE_AREA,Selling area of seller place of the previous application, +PREVIOUS_APPLICATION.csv,NAME_SELLER_INDUSTRY,The industry of the seller, +PREVIOUS_APPLICATION.csv,CNT_PAYMENT,Term of previous credit at application of the previous application, +PREVIOUS_APPLICATION.csv,NAME_YIELD_GROUP,Grouped interest rate into small medium and high of the previous application,grouped +PREVIOUS_APPLICATION.csv,PRODUCT_COMBINATION,Detailed product combination of the previous application, +PREVIOUS_APPLICATION.csv,DAYS_FIRST_DRAWING,Relative to application date of current application when was the first disbursement of the previous application,time only relative to the application +PREVIOUS_APPLICATION.csv,DAYS_FIRST_DUE,Relative to application date of current application when was the first due supposed to be of the previous application,time only relative to the application +PREVIOUS_APPLICATION.csv,DAYS_LAST_DUE_1ST_VERSION,Relative to application date of current application when was the first due of the previous application,time only relative to the application +PREVIOUS_APPLICATION.csv,DAYS_LAST_DUE,Relative to application date of current application when was the last due date of the previous application,time only relative to the application +PREVIOUS_APPLICATION.csv,DAYS_TERMINATION,Relative to application date of current application when was the expected termination of the previous application,time only relative to the application +PREVIOUS_APPLICATION.csv,NFLAG_INSURED_ON_APPROVAL,Did the client requested insurance during the previous application, +INSTALLMENTS_PAYMENTS.csv,SK_ID_PREV ,"ID of previous credit in Home credit related to loan in our sample. (One loan in our sample can have 0,1,2 or more previous loans in Home Credit)",hashed +INSTALLMENTS_PAYMENTS.csv,SK_ID_CURR,ID of loan in our sample,hashed +INSTALLMENTS_PAYMENTS.csv,NUM_INSTALMENT_VERSION,Version of installment calendar (0 is for credit card) of previous credit. Change of installment version from month to month signifies that some parameter of payment calendar has changed, +INSTALLMENTS_PAYMENTS.csv,NUM_INSTALMENT_NUMBER,On which installment we observe payment, +INSTALLMENTS_PAYMENTS.csv,DAYS_INSTALMENT,When the installment of previous credit was supposed to be paid (relative to application date of current loan),time only relative to the application +INSTALLMENTS_PAYMENTS.csv,DAYS_ENTRY_PAYMENT,When was the installments of previous credit paid actually (relative to application date of current loan),time only relative to the application +INSTALLMENTS_PAYMENTS.csv,AMT_INSTALMENT,What was the prescribed installment amount of previous credit on this installment, +INSTALLMENTS_PAYMENTS.csv,AMT_PAYMENT,What the client actually paid on previous credit on this installment, diff --git a/test/csv_data/HOME_CREDIT_DEFAULT_RISK/metadata.yml b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/metadata.yml new file mode 100644 index 00000000..5638fb68 --- /dev/null +++ b/test/csv_data/HOME_CREDIT_DEFAULT_RISK/metadata.yml @@ -0,0 +1,56 @@ +name: HOME_CREDIT_DEFAULT_RISK +tables: + - name: APPLICATION + primary_key: + name: SK_ID_CURR + dtype: int + foreign_keys: [] + - name: BUREAU + primary_key: + name: SK_ID_BUREAU + dtype: int + foreign_keys: + - name: SK_ID_CURR + dtype: int + dst_table: APPLICATION + - name: BUREAU_BALANCE + primary_key: None + foreign_keys: + - name: SK_ID_BUREAU + dtype: int + dst_table: BUREAU + - name: PREVIOUS_APPLICATION + primary_key: + name: SK_ID_PREV + dtype: int + foreign_keys: + - name: SK_ID_CURR + dtype: int + dst_table: APPLICATION + - name: POS_CASH_BALANCE + primary_key: None + foreign_keys: + - name: SK_ID_CURR + dtype: int + dst_table: APPLICATION + - name: SK_ID_PREV + dtype: int + dst_table: PREVIOUS_APPLICATION + - name: CREDIT_CARD_BALANCE + primary_key: None + foreign_keys: + - name: SK_ID_CURR + dtype: int + dst_table: APPLICATION + - name: SK_ID_PREV + dtype: int + dst_table: PREVIOUS_APPLICATION + - name: INSTALLMENTS_PAYMENTS + primary_key: None + foreign_keys: + - name: SK_ID_CURR + dtype: int + dst_table: APPLICATION + - name: SK_ID_PREV + dtype: int + dst_table: PREVIOUS_APPLICATION