SK_ID_CURR
int64
100k
456k
TARGET
class label
2 classes
NAME_CONTRACT_TYPE
stringclasses
2 values
CODE_GENDER
stringclasses
3 values
FLAG_OWN_CAR
stringclasses
2 values
FLAG_OWN_REALTY
stringclasses
2 values
CNT_CHILDREN
int64
0
19
AMT_INCOME_TOTAL
float64
25.7k
117M
AMT_CREDIT
float64
45k
4.05M
AMT_ANNUITY
float64
1.62k
258k
AMT_GOODS_PRICE
float64
40.5k
4.05M
NAME_TYPE_SUITE
stringclasses
7 values
NAME_INCOME_TYPE
stringclasses
8 values
NAME_EDUCATION_TYPE
stringclasses
5 values
NAME_FAMILY_STATUS
stringclasses
6 values
NAME_HOUSING_TYPE
stringclasses
6 values
REGION_POPULATION_RELATIVE
float64
0
0.07
DAYS_BIRTH
int64
-25,229
-7,489
DAYS_EMPLOYED
int64
-17,912
365k
DAYS_REGISTRATION
float64
-24,672
0
DAYS_ID_PUBLISH
int64
-7,197
0
OWN_CAR_AGE
float64
0
91
FLAG_MOBIL
int64
0
1
FLAG_EMP_PHONE
int64
0
1
FLAG_WORK_PHONE
int64
0
1
FLAG_CONT_MOBILE
int64
0
1
FLAG_PHONE
int64
0
1
FLAG_EMAIL
int64
0
1
OCCUPATION_TYPE
stringclasses
18 values
CNT_FAM_MEMBERS
float64
1
20
REGION_RATING_CLIENT
int64
1
3
REGION_RATING_CLIENT_W_CITY
int64
1
3
WEEKDAY_APPR_PROCESS_START
stringclasses
7 values
HOUR_APPR_PROCESS_START
int64
0
23
REG_REGION_NOT_LIVE_REGION
int64
0
1
REG_REGION_NOT_WORK_REGION
int64
0
1
LIVE_REGION_NOT_WORK_REGION
int64
0
1
REG_CITY_NOT_LIVE_CITY
int64
0
1
REG_CITY_NOT_WORK_CITY
int64
0
1
LIVE_CITY_NOT_WORK_CITY
int64
0
1
ORGANIZATION_TYPE
stringlengths
3
22
EXT_SOURCE_1
float64
0.01
0.96
EXT_SOURCE_2
float64
0
0.86
EXT_SOURCE_3
float64
0
0.9
APARTMENTS_AVG
float64
0
1
BASEMENTAREA_AVG
float64
0
1
YEARS_BEGINEXPLUATATION_AVG
float64
0
1
YEARS_BUILD_AVG
float64
0
1
COMMONAREA_AVG
float64
0
1
ELEVATORS_AVG
float64
0
1
ENTRANCES_AVG
float64
0
1
FLOORSMAX_AVG
float64
0
1
FLOORSMIN_AVG
float64
0
1
LANDAREA_AVG
float64
0
1
LIVINGAPARTMENTS_AVG
float64
0
1
LIVINGAREA_AVG
float64
0
1
NONLIVINGAPARTMENTS_AVG
float64
0
1
NONLIVINGAREA_AVG
float64
0
1
APARTMENTS_MODE
float64
0
1
BASEMENTAREA_MODE
float64
0
1
YEARS_BEGINEXPLUATATION_MODE
float64
0
1
YEARS_BUILD_MODE
float64
0
1
COMMONAREA_MODE
float64
0
1
ELEVATORS_MODE
float64
0
1
ENTRANCES_MODE
float64
0
1
FLOORSMAX_MODE
float64
0
1
FLOORSMIN_MODE
float64
0
1
LANDAREA_MODE
float64
0
1
LIVINGAPARTMENTS_MODE
float64
0
1
LIVINGAREA_MODE
float64
0
1
NONLIVINGAPARTMENTS_MODE
float64
0
1
NONLIVINGAREA_MODE
float64
0
1
APARTMENTS_MEDI
float64
0
1
BASEMENTAREA_MEDI
float64
0
1
YEARS_BEGINEXPLUATATION_MEDI
float64
0
1
YEARS_BUILD_MEDI
float64
0
1
COMMONAREA_MEDI
float64
0
1
ELEVATORS_MEDI
float64
0
1
ENTRANCES_MEDI
float64
0
1
FLOORSMAX_MEDI
float64
0
1
FLOORSMIN_MEDI
float64
0
1
LANDAREA_MEDI
float64
0
1
LIVINGAPARTMENTS_MEDI
float64
0
1
LIVINGAREA_MEDI
float64
0
1
NONLIVINGAPARTMENTS_MEDI
float64
0
1
NONLIVINGAREA_MEDI
float64
0
1
FONDKAPREMONT_MODE
stringclasses
4 values
HOUSETYPE_MODE
stringclasses
3 values
TOTALAREA_MODE
float64
0
1
WALLSMATERIAL_MODE
stringclasses
7 values
EMERGENCYSTATE_MODE
stringclasses
2 values
OBS_30_CNT_SOCIAL_CIRCLE
float64
0
348
DEF_30_CNT_SOCIAL_CIRCLE
float64
0
34
OBS_60_CNT_SOCIAL_CIRCLE
float64
0
344
DEF_60_CNT_SOCIAL_CIRCLE
float64
0
24
DAYS_LAST_PHONE_CHANGE
float64
-4,292
0
FLAG_DOCUMENT_2
int64
0
1
FLAG_DOCUMENT_3
int64
0
1
FLAG_DOCUMENT_4
int64
0
1
FLAG_DOCUMENT_5
int64
0
1
FLAG_DOCUMENT_6
int64
0
1
FLAG_DOCUMENT_7
int64
0
1
FLAG_DOCUMENT_8
int64
0
1
FLAG_DOCUMENT_9
int64
0
1
FLAG_DOCUMENT_10
int64
0
1
FLAG_DOCUMENT_11
int64
0
1
FLAG_DOCUMENT_12
int64
0
1
FLAG_DOCUMENT_13
int64
0
1
FLAG_DOCUMENT_14
int64
0
1
FLAG_DOCUMENT_15
int64
0
1
FLAG_DOCUMENT_16
int64
0
1
FLAG_DOCUMENT_17
int64
0
1
FLAG_DOCUMENT_18
int64
0
1
FLAG_DOCUMENT_19
int64
0
1
FLAG_DOCUMENT_20
int64
0
1
FLAG_DOCUMENT_21
int64
0
1
AMT_REQ_CREDIT_BUREAU_HOUR
float64
0
4
AMT_REQ_CREDIT_BUREAU_DAY
float64
0
9
AMT_REQ_CREDIT_BUREAU_WEEK
float64
0
8
AMT_REQ_CREDIT_BUREAU_MON
float64
0
27
AMT_REQ_CREDIT_BUREAU_QRT
float64
0
261
AMT_REQ_CREDIT_BUREAU_YEAR
float64
0
25
100,002
11
Cash loans
M
N
Y
0
202,500
406,597.5
24,700.5
351,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.018801
-9,461
-637
-3,648
-2,120
null
1
1
0
1
1
0
Laborers
1
2
2
WEDNESDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.083037
0.262949
0.139376
0.0247
0.0369
0.9722
0.6192
0.0143
0
0.069
0.0833
0.125
0.0369
0.0202
0.019
0
0
0.0252
0.0383
0.9722
0.6341
0.0144
0
0.069
0.0833
0.125
0.0377
0.022
0.0198
0
0
0.025
0.0369
0.9722
0.6243
0.0144
0
0.069
0.0833
0.125
0.0375
0.0205
0.0193
0
0
reg oper account
block of flats
0.0149
Stone, brick
No
2
2
2
2
-1,134
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,003
00
Cash loans
F
N
N
0
270,000
1,293,502.5
35,698.5
1,129,500
Family
State servant
Higher education
Married
House / apartment
0.003541
-16,765
-1,188
-1,186
-291
null
1
1
0
1
1
0
Core staff
2
1
1
MONDAY
11
0
0
0
0
0
0
School
0.311267
0.622246
null
0.0959
0.0529
0.9851
0.796
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
0.0968
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
1
0
-828
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,004
00
Revolving loans
M
Y
Y
0
67,500
135,000
6,750
135,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.010032
-19,046
-225
-4,260
-2,531
26
1
1
1
1
1
0
Laborers
1
2
2
MONDAY
9
0
0
0
0
0
0
Government
null
0.555912
0.729567
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
100,006
00
Cash loans
F
N
Y
0
135,000
312,682.5
29,686.5
297,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008019
-19,005
-3,039
-9,833
-2,437
null
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.650442
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-617
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,007
00
Cash loans
M
N
Y
0
121,500
513,000
21,865.5
513,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.028663
-19,932
-3,038
-4,311
-3,458
null
1
1
0
1
0
0
Core staff
1
2
2
THURSDAY
11
0
0
0
0
1
1
Religion
null
0.322738
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,106
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,008
00
Cash loans
M
N
Y
0
99,000
490,495.5
27,517.5
454,500
Spouse, partner
State servant
Secondary / secondary special
Married
House / apartment
0.035792
-16,941
-1,588
-4,970
-477
null
1
1
1
1
1
0
Laborers
2
2
2
WEDNESDAY
16
0
0
0
0
0
0
Other
null
0.354225
0.621226
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,536
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
100,009
00
Cash loans
F
Y
Y
1
171,000
1,560,726
41,301
1,395,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.035792
-13,778
-3,130
-1,213
-619
17
1
1
0
1
1
0
Accountants
3
2
2
SUNDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.774761
0.724
0.49206
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
-1,562
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
2
100,010
00
Cash loans
M
Y
Y
0
360,000
1,530,000
42,075
1,530,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.003122
-18,850
-449
-4,597
-2,379
8
1
1
1
1
0
0
Managers
2
3
3
MONDAY
16
0
0
0
0
1
1
Other
null
0.714279
0.540654
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-1,070
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,011
00
Cash loans
F
N
Y
0
112,500
1,019,610
33,826.5
913,500
Children
Pensioner
Secondary / secondary special
Married
House / apartment
0.018634
-20,099
365,243
-7,427
-3,514
null
1
0
0
1
0
0
null
2
2
2
WEDNESDAY
14
0
0
0
0
0
0
XNA
0.587334
0.205747
0.751724
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,012
00
Revolving loans
M
N
Y
0
135,000
405,000
20,250
405,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.019689
-14,469
-2,019
-14,437
-3,992
null
1
1
0
1
0
0
Laborers
1
2
2
THURSDAY
8
0
0
0
0
0
0
Electricity
null
0.746644
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-1,673
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,014
00
Cash loans
F
N
Y
1
112,500
652,500
21,177
652,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.0228
-10,197
-679
-4,427
-738
null
1
1
0
1
0
0
Core staff
3
2
2
SATURDAY
15
0
0
0
0
0
0
Medicine
0.31976
0.651862
0.363945
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-844
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
100,015
00
Cash loans
F
N
Y
0
38,419.155
148,365
10,678.5
135,000
Children
Pensioner
Secondary / secondary special
Married
House / apartment
0.015221
-20,417
365,243
-5,246
-2,512
null
1
0
0
1
1
0
null
2
2
2
FRIDAY
7
0
0
0
0
0
0
XNA
0.722044
0.555183
0.652897
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,396
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,016
00
Cash loans
F
N
Y
0
67,500
80,865
5,881.5
67,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-13,439
-2,717
-311
-3,227
null
1
1
1
1
1
0
Laborers
2
2
2
FRIDAY
10
0
0
0
0
0
0
Business Entity Type 2
0.464831
0.715042
0.176653
0.0825
null
0.9811
null
null
0
0.2069
0.1667
null
0.0135
null
0.0778
null
0
0.084
null
0.9811
null
null
0
0.2069
0.1667
null
0.0138
null
0.081
null
0
0.0833
null
0.9811
null
null
0
0.2069
0.1667
null
0.0137
null
0.0792
null
0
reg oper account
block of flats
0.0612
null
No
0
0
0
0
-2,370
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
100,017
00
Cash loans
M
Y
N
1
225,000
918,468
28,966.5
697,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.016612
-14,086
-3,028
-643
-4,911
23
1
1
0
1
0
0
Drivers
3
2
2
THURSDAY
13
0
0
0
0
0
0
Self-employed
null
0.566907
0.770087
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
0.1502
0.101
0.9806
0.7452
0.0587
0.1611
0.1379
0.3333
0.375
0.0952
0.1313
0.1456
0
0
0.1489
0.0973
0.9806
0.7383
0.0585
0.16
0.1379
0.3333
0.375
0.0947
0.1223
0.1422
0
0
reg oper account
block of flats
0.1417
Panel
No
0
0
0
0
-4
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,018
00
Cash loans
F
N
Y
0
189,000
773,680.5
32,778
679,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-14,583
-203
-615
-2,056
null
1
1
0
1
0
0
Laborers
2
2
1
MONDAY
9
0
0
0
0
0
0
Transport: type 2
0.72194
0.642656
null
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
-188
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,019
00
Cash loans
M
Y
Y
0
157,500
299,772
20,160
247,500
Family
Working
Secondary / secondary special
Single / not married
Rented apartment
0.020713
-8,728
-1,157
-3,494
-1,368
17
1
1
0
1
0
0
Laborers
1
3
3
SATURDAY
6
0
0
0
1
1
0
Business Entity Type 2
0.115634
0.346634
0.678568
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-925
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
1
100,020
00
Cash loans
M
N
N
0
108,000
509,602.5
26,149.5
387,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018634
-12,931
-1,317
-6,392
-3,866
null
1
1
0
1
0
0
Drivers
2
2
2
THURSDAY
12
0
0
0
1
1
0
Government
null
0.236378
0.062103
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-3
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
100,021
00
Revolving loans
F
N
Y
1
81,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-9,776
-191
-4,143
-2,427
null
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
10
0
0
0
1
1
0
Construction
null
0.683513
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
4
0
4
0
-2,811
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,022
00
Revolving loans
F
N
Y
0
112,500
157,500
7,875
157,500
Other_A
Working
Secondary / secondary special
Widow
House / apartment
0.04622
-17,718
-7,804
-8,751
-1,259
null
1
1
0
1
1
0
Laborers
1
1
1
FRIDAY
13
0
0
0
0
0
0
Housing
null
0.706428
0.556727
0.0278
0.0617
0.9881
0.8368
0.0018
0
0.1034
0.0833
0.125
0.0279
0.0227
0.029
0
0
0.0284
0.064
0.9881
0.8432
0.0018
0
0.1034
0.0833
0.125
0.0286
0.0248
0.0302
0
0
0.0281
0.0617
0.9881
0.839
0.0018
0
0.1034
0.0833
0.125
0.0284
0.0231
0.0295
0
0
reg oper account
block of flats
0.0238
Stone, brick
No
8
0
8
0
-239
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,023
00
Cash loans
F
N
Y
1
90,000
544,491
17,563.5
454,500
Unaccompanied
State servant
Higher education
Single / not married
House / apartment
0.015221
-11,348
-2,038
-1,021
-3,964
null
1
1
1
1
1
0
Core staff
2
2
2
MONDAY
12
0
0
0
0
0
0
Kindergarten
null
0.586617
0.477649
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,850
0
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
100,024
00
Revolving loans
M
Y
Y
0
135,000
427,500
21,375
427,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-18,252
-4,286
-298
-1,800
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
0
0
Self-employed
0.565655
0.113375
null
0.0722
0.0801
0.9781
0.7008
null
0
0.1379
0.1667
0.0417
0.0534
0.0588
0.0619
0
0
0.0735
0.0831
0.9782
0.7125
null
0
0.1379
0.1667
0.0417
0.0546
0.0643
0.0645
0
0
0.0729
0.0801
0.9781
0.7048
null
0
0.1379
0.1667
0.0417
0.0543
0.0599
0.063
0
0
reg oper account
block of flats
0.053
Stone, brick
No
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
null
null
null
null
null
null
100,025
00
Cash loans
F
Y
Y
1
202,500
1,132,573.5
37,561.5
927,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-14,815
-1,652
-2,299
-2,299
14
1
1
0
1
0
0
Sales staff
3
2
2
MONDAY
9
0
0
0
0
0
0
Trade: type 7
0.437709
0.233767
0.542445
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
4
100,026
00
Cash loans
F
N
N
1
450,000
497,520
32,521.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
Rented apartment
0.020713
-11,146
-4,306
-114
-2,518
null
1
1
0
1
0
0
Sales staff
3
3
2
THURSDAY
6
0
0
0
0
0
0
Self-employed
null
0.457143
0.358951
0.0907
0.0795
0.9786
0.7076
0.012
0
0.2069
0.1667
0.2083
0.0898
0.0723
0.0873
0.0077
0.0044
0.0924
0.0825
0.9786
0.719
0.0121
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
0.2069
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
-468
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
100,027
00
Cash loans
F
N
Y
0
83,250
239,850
23,850
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.006296
-24,827
365,243
-9,012
-3,684
null
1
0
0
1
1
0
null
2
3
3
FRIDAY
12
0
0
0
0
0
0
XNA
null
0.624305
0.669057
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
0.1208
0.1034
0.375
0.4167
0.2425
0.1102
0.0923
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
0.164
Mixed
No
0
0
0
0
-795
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
3
100,029
00
Cash loans
M
Y
N
2
135,000
247,500
12,703.5
247,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-11,286
-746
-108
-3,729
7
1
1
0
1
0
0
Drivers
4
2
2
THURSDAY
14
0
0
0
0
1
1
Business Entity Type 3
null
0.786179
0.565608
0.1433
0.1455
0.9861
0.8096
0.0212
0
0.3103
0.1667
0.2083
0.0861
0.1168
0.1217
0
0.0043
0.146
0.1509
0.9861
0.8171
0.0214
0
0.3103
0.1667
0.2083
0.0881
0.1276
0.1268
0
0.0045
0.1447
0.1455
0.9861
0.8121
0.0214
0
0.3103
0.1667
0.2083
0.0876
0.1189
0.1239
0
0.0044
reg oper account
block of flats
0.0967
Panel
No
1
1
1
0
-4
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,030
00
Cash loans
F
N
Y
0
90,000
225,000
11,074.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-19,334
-3,494
-2,419
-2,893
null
1
1
0
1
1
0
Cleaning staff
2
2
2
SATURDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.561948
0.651406
0.461482
0.0722
0.0147
0.9781
0.7008
0.001
0
0.1379
0.1667
0.0417
0.0498
0.0588
0.067
0
0
0.0735
0.0153
0.9782
0.7125
0.001
0
0.1379
0.1667
0.0417
0.0509
0.0643
0.0698
0
0
0.0729
0.0147
0.9781
0.7048
0.001
0
0.1379
0.1667
0.0417
0.0506
0.0599
0.0682
0
0
reg oper account
block of flats
0.0533
Stone, brick
No
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
100,031
11
Cash loans
F
N
Y
0
112,500
979,992
27,076.5
702,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.018029
-18,724
-2,628
-6,573
-1,827
null
1
1
0
1
0
0
Cooking staff
1
3
2
MONDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.548477
0.190706
0.0165
0.0089
0.9732
null
null
0
0.069
0.0417
null
0.0265
null
0.0094
null
0
0.0168
0.0092
0.9732
null
null
0
0.069
0.0417
null
0.0271
null
0.0083
null
0
0.0167
0.0089
0.9732
null
null
0
0.069
0.0417
null
0.027
null
0.0096
null
0
null
block of flats
0.0085
Wooden
Yes
10
1
10
0
-161
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
2
2
100,032
00
Cash loans
M
N
Y
1
112,500
327,024
23,827.5
270,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.019101
-15,948
-1,234
-5,782
-3,153
null
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
10
0
0
0
0
1
1
Industry: type 11
null
0.541124
0.659406
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-2
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,033
00
Cash loans
M
Y
Y
0
270,000
790,830
57,676.5
675,000
Unaccompanied
State servant
Higher education
Single / not married
House / apartment
0.04622
-9,994
-1,796
-4,668
-2,661
1
1
1
0
1
0
1
null
1
1
1
WEDNESDAY
11
0
1
1
0
0
0
Military
0.600396
0.685011
0.524496
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-849
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
100,034
00
Revolving loans
M
N
Y
0
90,000
180,000
9,000
180,000
Unaccompanied
Working
Higher education
Single / not married
With parents
0.030755
-10,341
-1,010
-4,799
-3,015
null
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.297914
0.502779
null
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
-599
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,035
00
Cash loans
F
N
Y
0
292,500
665,892
24,592.5
477,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-15,280
-2,668
-5,266
-3,787
null
1
1
0
1
0
1
null
2
2
2
WEDNESDAY
13
0
0
0
0
0
0
Business Entity Type 3
null
0.479987
0.410103
0.0124
null
0.9697
null
null
0
0.069
0.0417
null
null
null
0.0149
null
0
0.0126
null
0.9697
null
null
0
0.069
0.0417
null
null
null
0.0155
null
0
0.0125
null
0.9697
null
null
0
0.069
0.0417
null
null
null
0.0152
null
0
null
block of flats
0.0117
Others
No
0
0
0
0
-1,634
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
5
100,036
00
Cash loans
F
N
Y
0
112,500
512,064
25,033.5
360,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008575
-11,144
-1,104
-7,846
-2,904
null
1
1
0
1
0
0
Private service staff
2
2
2
TUESDAY
12
0
0
0
0
0
0
Services
0.274422
0.6273
null
0.367
0.3751
0.9901
null
null
0.28
0.4828
0.375
null
0.1569
null
0.2574
null
null
0.3739
0.3893
0.9901
null
null
0.282
0.4828
0.375
null
0.1604
null
0.2682
null
null
0.3706
0.3751
0.9901
null
null
0.28
0.4828
0.375
null
0.1596
null
0.262
null
null
null
block of flats
0.3388
Block
No
2
0
2
0
-397
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
5
100,037
00
Cash loans
F
N
N
0
90,000
199,008
20,893.5
180,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010032
-12,974
-4,404
-7,123
-4,464
null
1
1
1
1
0
0
Laborers
2
2
2
SATURDAY
11
0
0
0
0
0
0
Business Entity Type 2
null
0.559467
0.798137
0.0928
null
0.9801
null
null
0
0.2069
0.1667
null
null
null
0.0602
null
0.0436
0.0945
null
0.9801
null
null
0
0.2069
0.1667
null
null
null
0.0627
null
0.0461
0.0937
null
0.9801
null
null
0
0.2069
0.1667
null
null
null
0.0613
null
0.0445
null
block of flats
0.0684
Panel
No
0
0
0
0
-2,766
0
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
100,039
00
Cash loans
M
Y
N
1
360,000
733,315.5
39,069
679,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.015221
-11,694
-2,060
-3,557
-3,557
3
1
1
0
1
0
0
Drivers
3
2
2
THURSDAY
10
0
0
0
1
1
0
Self-employed
null
0.321745
0.411849
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-697
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
100,040
00
Cash loans
F
N
Y
0
135,000
1,125,000
32,895
1,125,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.019689
-15,997
-4,585
-5,735
-4,067
null
1
1
0
1
0
0
Core staff
2
2
2
FRIDAY
14
0
0
0
0
0
0
Security Ministries
null
0.172498
null
0.0825
0.0804
0.9762
0.6736
0.0056
0
0.1379
0.1667
0.2083
0.038
0.0672
0.0637
0
0
0.084
0.0835
0.9762
0.6864
0.0057
0
0.1379
0.1667
0.2083
0.0389
0.0735
0.0664
0
0
0.0833
0.0804
0.9762
0.678
0.0057
0
0.1379
0.1667
0.2083
0.0387
0.0684
0.0648
0
0
reg oper account
block of flats
0.0532
Stone, brick
No
0
0
0
0
-3,019
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,041
00
Cash loans
F
N
N
0
112,500
450,000
44,509.5
450,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.008575
-12,158
-1,275
-6,265
-2,009
null
1
1
1
1
1
0
Sales staff
2
2
2
MONDAY
19
0
0
0
0
0
0
Self-employed
null
0.663158
0.678568
0.0948
0.0792
0.9861
0.8096
null
0
0.1724
0.1667
null
0.0888
null
0.0582
null
null
0.0966
0.0822
0.9861
0.8171
null
0
0.1724
0.1667
null
0.0908
null
0.0606
null
null
0.0958
0.0792
0.9861
0.8121
null
0
0.1724
0.1667
null
0.0903
null
0.0592
null
null
reg oper account
block of flats
0.0749
Stone, brick
No
0
0
0
0
-1,285
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,043
00
Cash loans
F
N
Y
2
198,000
641,173.5
23,157
553,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.01885
-17,199
-768
-63
-735
null
1
1
1
1
1
0
Private service staff
4
2
2
THURSDAY
13
0
0
0
0
0
0
Other
0.842763
0.681699
0.754406
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,411
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
100,044
00
Cash loans
M
N
Y
0
121,500
454,500
15,151.5
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-21,077
-1,288
-5,474
-4,270
null
1
1
0
1
1
0
Drivers
2
2
2
FRIDAY
10
0
0
0
0
1
1
Transport: type 4
0.804586
0.719799
0.722393
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,541
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
100,045
00
Cash loans
F
N
Y
0
99,000
247,275
17,338.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.006207
-23,920
365,243
-9,817
-4,969
null
1
0
0
1
1
0
null
2
2
2
FRIDAY
11
0
0
0
0
0
0
XNA
null
0.650765
0.751724
null
null
0.9851
null
null
0.04
0.0345
0.3333
null
0.0566
null
0.0922
null
null
null
null
0.9851
null
null
0.0403
0.0345
0.3333
null
0.0579
null
0.096
null
null
null
null
0.9851
null
null
0.04
0.0345
0.3333
null
0.0576
null
0.0938
null
null
null
block of flats
0.0786
Stone, brick
No
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
100,046
00
Revolving loans
M
Y
Y
0
180,000
540,000
27,000
540,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.025164
-16,126
-1,761
-8,236
-4,292
3
1
1
0
1
0
0
Managers
2
2
2
TUESDAY
8
0
0
0
0
0
0
Business Entity Type 3
null
0.738053
0.605836
0.0814
0.0994
0.9831
0.7688
0.0142
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
0.2069
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
0.2069
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
1
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
1
0
1
100,047
11
Cash loans
M
N
Y
0
202,500
1,193,580
35,028
855,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-17,482
-1,262
-1,182
-1,029
null
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.306841
0.320163
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
-1,075
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
4
100,048
00
Cash loans
F
N
Y
0
202,500
604,152
29,196
540,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009175
-16,971
-475
-3,148
-513
null
1
1
0
1
1
0
Laborers
2
2
2
MONDAY
12
0
1
1
0
1
1
Industry: type 1
null
0.037315
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
4
0
4
0
-458
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
100,049
11
Cash loans
F
N
N
0
135,000
288,873
16,258.5
238,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.007305
-13,384
-3,597
-45
-4,409
null
1
1
1
1
1
0
Sales staff
2
3
3
THURSDAY
11
0
0
0
0
0
0
Self-employed
0.468208
0.674203
0.399676
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
-1,480
0
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
100,050
00
Cash loans
F
N
Y
0
108,000
746,280
42,970.5
675,000
Unaccompanied
Pensioner
Higher education
Single / not married
House / apartment
0.010966
-23,548
365,243
-5,745
-4,576
null
1
0
0
1
0
0
null
1
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
null
0.766138
0.684828
0.2186
0.1232
0.9851
0.796
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
-491
0
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
100,051
00
Cash loans
M
N
Y
0
202,500
661,702.5
48,280.5
598,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.007114
-9,827
-758
-4,166
-2,380
null
1
1
1
1
0
0
null
2
2
2
WEDNESDAY
12
0
0
0
0
1
1
Business Entity Type 3
null
0.631519
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
-556
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,052
00
Revolving loans
F
N
Y
1
90,000
180,000
9,000
180,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.009334
-7,974
-895
-6,591
-642
null
1
1
1
1
0
0
Sales staff
3
2
2
MONDAY
10
0
0
0
0
0
0
Self-employed
null
0.535542
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
1
1
1
-462
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,053
00
Cash loans
F
N
Y
0
202,500
305,221.5
17,649
252,000
Family
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.019689
-20,373
365,243
-7,760
-1,993
null
1
0
0
1
0
0
null
1
2
2
MONDAY
8
0
0
0
0
0
0
XNA
null
0.247665
0.47585
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-649
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
4
100,054
00
Cash loans
F
N
Y
0
99,000
260,640
26,838
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-20,121
-5,332
-9,197
-3,283
null
1
1
1
1
1
0
Medicine staff
2
2
2
WEDNESDAY
16
0
0
0
0
1
1
Business Entity Type 3
null
0.089241
0.728141
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
4
0
4
0
-1,247
0
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
100,055
00
Cash loans
F
N
N
0
130,500
1,350,000
37,255.5
1,350,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.020713
-19,727
-4,411
-6,225
-3,199
null
1
1
1
1
1
0
Managers
2
3
3
THURSDAY
10
0
0
0
0
0
0
Government
0.710427
0.589187
0.466864
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-784
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,056
00
Cash loans
M
Y
Y
0
360,000
1,506,816
49,927.5
1,350,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-18,264
-9,523
-5,504
-1,797
3
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
10
0
0
0
0
1
1
Transport: type 2
null
0.523934
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
1
1
1
-1,498
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,058
00
Revolving loans
F
N
Y
0
54,000
135,000
6,750
135,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.01452
-12,406
-1,176
-1,149
-2,576
null
1
1
0
0
0
0
Core staff
2
2
2
THURSDAY
9
0
0
0
0
0
0
School
0.656225
0.45085
0.479449
0.0664
0.0442
0.998
null
null
0.08
0.0552
0.4083
0.45
0.0085
null
0.0651
null
0.016
0.0441
0.0306
0.998
null
null
0.0806
0.069
0.375
0.4167
0.0078
null
0.0487
null
0.0168
0.0822
0.0408
0.998
null
null
0.08
0.069
0.375
0.4167
0.0087
null
0.0747
null
0.0163
null
block of flats
0.0403
Panel
No
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
100,059
00
Cash loans
M
Y
Y
1
540,000
675,000
34,596
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.026392
-18,632
-6,977
-3,904
-1,937
7
1
1
0
1
1
0
Managers
3
2
2
TUESDAY
10
0
0
0
0
0
0
Services
0.31151
0.713355
0.309275
0.5309
0.2491
0.9811
0.7416
null
0.88
0.3793
0.4583
0
0.3977
null
0.5878
null
0.0487
0.541
0.2585
0.9811
0.7517
null
0.8862
0.3793
0.4583
0
0.4067
null
0.6124
null
0.0516
0.5361
0.2491
0.9811
0.7451
null
0.88
0.3793
0.4583
0
0.4046
null
0.5983
null
0.0498
null
block of flats
0.5149
Panel
No
2
0
2
0
-1,285
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
3
100,060
00
Cash loans
M
Y
N
0
76,500
454,500
14,661
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-12,282
-778
-1,824
-1,992
13
1
1
1
1
0
0
null
2
2
2
TUESDAY
10
0
0
0
0
0
0
Emergency
0.244562
0.705947
0.799297
0.0227
null
0.9806
null
null
null
0.1034
0.0417
null
null
null
0.0114
null
0.0226
0.0231
null
0.9806
null
null
null
0.1034
0.0417
null
null
null
0.0119
null
0.0239
0.0229
null
0.9806
null
null
null
0.1034
0.0417
null
null
null
0.0116
null
0.023
null
block of flats
0.0139
Stone, brick
No
4
0
4
0
-466
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
100,061
00
Cash loans
F
N
Y
2
225,000
314,055
16,164
238,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.006629
-10,473
-1,392
-2,025
-1,240
null
1
1
0
1
0
0
Core staff
4
2
2
THURSDAY
3
0
0
0
1
1
0
Self-employed
0.189596
0.702979
0.701696
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-570
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
100,062
00
Cash loans
M
Y
N
0
81,000
675,000
32,472
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.010006
-18,611
365,243
-6,936
-2,142
8
1
0
0
1
1
0
null
2
2
2
TUESDAY
17
0
0
0
0
0
0
XNA
null
0.662865
0.73802
0.2165
0.1678
0.9846
0.7892
null
0.24
0.2069
0.3333
0.375
0.1071
null
null
null
0.0151
0.2206
0.1741
0.9846
0.7975
null
0.2417
0.2069
0.3333
0.375
0.1095
null
null
null
0.016
0.2186
0.1678
0.9846
0.792
null
0.24
0.2069
0.3333
0.375
0.1089
null
null
null
0.0154
reg oper account
block of flats
0.2048
Panel
No
0
0
0
0
-462
0
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
100,063
00
Cash loans
F
N
Y
0
180,000
837,427.5
45,558
666,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.022625
-12,955
-4,106
-7,054
-5,164
null
1
1
0
1
1
1
Managers
2
2
2
MONDAY
15
0
0
0
0
0
0
Medicine
0.552772
0.616637
0.070109
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
1
1
1
-1,547
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
4
100,064
00
Cash loans
F
N
N
0
67,500
298,728
15,381
202,500
Family
Pensioner
Secondary / secondary special
Single / not married
Municipal apartment
0.019101
-21,621
365,243
-2,019
-1,344
null
1
0
0
1
0
0
null
1
2
2
MONDAY
9
0
0
0
0
0
0
XNA
null
0.622708
0.169429
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
100,068
00
Revolving loans
M
N
Y
0
81,000
247,500
12,375
247,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-18,248
-2,351
-4,375
-1,721
null
1
1
1
1
1
0
Security staff
2
2
2
WEDNESDAY
14
0
0
0
0
1
1
Security
0.23772
0.609135
0.513694
0.1227
0.1572
0.9886
0.8436
0.0029
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
0.3448
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
0.3448
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
2
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
100,069
00
Cash loans
M
Y
Y
1
360,000
640,458
27,265.5
517,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.00733
-14,186
-1,743
-2,128
-4,982
10
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
11
0
1
1
0
1
1
Transport: type 4
null
0.256737
0.707699
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-112
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
3

Dataset Card for "home-credit"

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