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
456,244
00
Cash loans
F
N
Y
0
261,000
1,303,812
35,982
1,138,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.031329
-20,390
-5,326
-157
-3,906
null
1
1
0
1
0
1
null
2
2
2
FRIDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.896042
0.789389
0.337673
0.1299
null
0.9876
null
null
0.08
0.0345
0.625
null
null
null
0.1133
null
0.0032
0.1324
null
0.9876
null
null
0.0806
0.0345
0.625
null
null
null
0.1179
null
0
0.1312
null
0.9876
null
null
0.08
0.0345
0.625
null
null
null
0.1153
null
0.0032
null
block of flats
0.089
Panel
No
0
0
0
0
-1,459
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
456,245
00
Cash loans
F
N
Y
3
81,000
269,550
11,871
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.009175
-12,961
-1,046
-1,398
-3,780
null
1
1
1
1
0
0
Low-skill Laborers
5
2
2
WEDNESDAY
14
0
0
0
0
0
0
Industry: type 1
null
0.575481
null
0.0392
0.0827
0.9846
null
null
0
0.0345
0.0417
null
0.0144
null
0.0189
null
0
0.0399
0.0858
0.9846
null
null
0
0.0345
0.0417
null
0.0147
null
0.0197
null
0
0.0396
0.0827
0.9846
null
null
0
0.0345
0.0417
null
0.0146
null
0.0192
null
0
null
block of flats
0.0149
Stone, brick
No
2
1
2
1
-448
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
456,246
00
Cash loans
F
N
Y
1
94,500
225,000
10,620
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-16,063
-8,736
-8,672
-4,531
null
1
1
1
1
0
0
Laborers
3
2
2
MONDAY
16
0
0
0
0
1
1
School
null
0.313334
0.735221
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,516
0
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
456,247
00
Cash loans
F
N
Y
0
112,500
345,510
17,770.5
247,500
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.0228
-11,870
-399
-675
-3,936
null
1
1
0
1
0
1
Core staff
1
2
2
SATURDAY
11
0
0
0
0
0
0
Bank
0.243466
0.501221
0.609276
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
3
9
2
-2,315
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
2
456,248
00
Cash loans
F
N
Y
0
153,000
331,920
16,096.5
225,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.022625
-16,705
-7,258
-9,798
-259
null
1
1
0
1
0
0
Sales staff
1
2
2
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
null
0.530725
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
null
null
null
null
null
null
456,249
00
Cash loans
F
N
Y
0
112,500
225,000
22,050
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.0228
-24,384
365,243
-7,369
-2,357
null
1
0
0
1
1
0
null
1
2
2
MONDAY
15
0
0
0
0
0
0
XNA
null
0.346391
0.742182
0.2206
0.1638
0.9861
0.8096
0.1432
0.24
0.2069
0.3333
0.375
0.0859
0.1765
0.2302
0.0154
0.0083
0.2248
0.17
0.9861
0.8171
0.1445
0.2417
0.2069
0.3333
0.375
0.0879
0.1928
0.2398
0.0156
0.0088
0.2228
0.1638
0.9861
0.8121
0.1441
0.24
0.2069
0.3333
0.375
0.0874
0.1796
0.2343
0.0155
0.0085
reg oper account
block of flats
0.2611
Panel
No
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
2
0
0
456,251
00
Cash loans
M
N
N
0
157,500
254,700
27,558
225,000
Unaccompanied
Working
Secondary / secondary special
Separated
With parents
0.032561
-9,327
-236
-8,456
-1,982
null
1
1
0
1
0
0
Sales staff
1
1
1
THURSDAY
15
0
0
0
0
0
0
Services
0.14557
0.681632
null
0.2021
0.0887
0.9876
0.83
0.0202
0.22
0.1034
0.6042
0.2708
0.0594
0.1484
0.1965
0.0753
0.1095
0.1008
0.0172
0.9782
0.7125
0.0172
0.0806
0.0345
0.4583
0.0417
0.0094
0.0882
0.0853
0
0.0125
0.204
0.0887
0.9876
0.8323
0.0203
0.22
0.1034
0.6042
0.2708
0.0605
0.1509
0.2001
0.0757
0.1118
reg oper account
block of flats
0.2898
Stone, brick
No
0
0
0
0
-273
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
456,252
00
Cash loans
F
N
Y
0
72,000
269,550
12,001.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.025164
-20,775
365,243
-4,388
-4,090
null
1
0
0
1
1
0
null
1
2
2
MONDAY
8
0
0
0
0
0
0
XNA
null
0.115992
null
0.0247
0.0435
0.9727
0.626
0.0022
0
0.1034
0.0833
0.125
0.0579
0.0202
0.0257
0
0
0.0252
0.0451
0.9727
0.6406
0.0022
0
0.1034
0.0833
0.125
0.0592
0.022
0.0267
0
0
0.025
0.0435
0.9727
0.631
0.0022
0
0.1034
0.0833
0.125
0.0589
0.0205
0.0261
0
0
reg oper account
block of flats
0.0214
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
null
null
null
null
null
null
456,253
00
Cash loans
F
N
Y
0
153,000
677,664
29,979
585,000
Unaccompanied
Working
Higher education
Separated
House / apartment
0.005002
-14,966
-7,921
-6,737
-5,150
null
1
1
0
1
0
1
Managers
1
3
3
THURSDAY
9
0
0
0
0
1
1
School
0.744026
0.535722
0.218859
0.1031
0.0862
0.9816
0.7484
0.0123
0
0.2069
0.1667
0.2083
null
0.0841
0.9279
0
0
0.105
0.0894
0.9816
0.7583
0.0124
0
0.2069
0.1667
0.2083
null
0.0918
0.9667
0
0
0.1041
0.0862
0.9816
0.7518
0.0124
0
0.2069
0.1667
0.2083
null
0.0855
0.9445
0
0
reg oper account
block of flats
0.797
Panel
No
6
0
6
0
-1,909
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
1
456,254
11
Cash loans
F
N
Y
0
171,000
370,107
20,205
319,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.005313
-11,961
-4,786
-2,562
-931
null
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
9
0
0
0
1
1
0
Business Entity Type 1
null
0.514163
0.661024
0.0124
null
0.9771
null
null
null
0.069
0.0417
null
null
null
0.0061
null
null
0.0126
null
0.9772
null
null
null
0.069
0.0417
null
null
null
0.0063
null
null
0.0125
null
0.9771
null
null
null
0.069
0.0417
null
null
null
0.0062
null
null
null
block of flats
0.0086
Stone, brick
No
0
0
0
0
-322
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
456,255
00
Cash loans
F
N
N
0
157,500
675,000
49,117.5
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-16,856
-1,262
-5,128
-410
null
1
1
1
1
1
0
Laborers
2
1
1
THURSDAY
20
0
0
0
0
1
1
Business Entity Type 3
0.73446
0.708569
0.113922
0.0742
0.0526
0.9881
null
0.0176
0.08
0.069
0.375
null
null
null
0.0791
null
0
0.0756
0.0546
0.9881
null
0.0178
0.0806
0.069
0.375
null
null
null
0.0824
null
0
0.0749
0.0526
0.9881
null
0.0177
0.08
0.069
0.375
null
null
null
0.0805
null
0
null
block of flats
0.0718
Panel
No
0
0
0
0
-787
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
1