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
100,577
00
Cash loans
F
N
Y
0
171,000
555,273
15,912
463,500
Family
Pensioner
Lower secondary
Married
House / apartment
0.02461
-23,169
365,243
-17,298
-4,229
null
1
0
0
1
1
0
null
2
2
2
SATURDAY
10
0
0
0
0
0
0
XNA
null
0.63677
0.65126
0.0165
0
0.9722
0.6192
null
0
0.069
0.0417
null
0.0246
null
0.0109
null
0
0.0168
0
0.9722
0.6341
null
0
0.069
0.0417
null
0.0252
null
0.0114
null
0
0.0167
0
0.9722
0.6243
null
0
0.069
0.0417
null
0.025
null
0.0111
null
0
null
block of flats
0.0092
Block
No
0
0
0
0
-2,059
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
5
100,578
00
Cash loans
M
N
N
1
135,000
358,443
16,839
252,000
Unaccompanied
Commercial associate
Lower secondary
Married
With parents
0.0228
-11,178
-4,575
-1,505
-1,853
null
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
13
0
0
0
0
0
0
Construction
null
0.525984
0.619528
0.1113
0.0851
0.9975
0.966
0.0468
0.08
0.0345
0.5417
0.5833
0.119
0.0874
0.1236
0.0154
0.0373
0.1134
0.0883
0.9975
0.9673
0.0472
0.0806
0.0345
0.5417
0.5833
0.1217
0.0955
0.1288
0.0156
0.0394
0.1124
0.0851
0.9975
0.9665
0.0471
0.08
0.0345
0.5417
0.5833
0.1211
0.0889
0.1259
0.0155
0.038
reg oper account
block of flats
0.1309
Stone, brick
No
4
0
4
0
-679
0
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
100,579
00
Cash loans
M
N
N
2
180,000
270,000
29,209.5
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-15,953
-195
-3,851
-4,043
null
1
1
1
1
1
0
High skill tech staff
4
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 2
null
0.701717
0.495666
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,783
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
100,580
00
Cash loans
F
N
Y
0
270,000
528,318
26,973
441,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00733
-19,008
-1,689
-6,713
-2,549
null
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.636218
0.58674
null
null
0.9906
null
null
null
null
null
null
null
null
0.1289
null
null
null
null
0.9906
null
null
null
null
null
null
null
null
0.1343
null
null
null
null
0.9906
null
null
null
null
null
null
null
null
0.1312
null
null
null
null
0.1691
null
No
3
1
3
1
-2,523
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
100,581
00
Cash loans
F
N
Y
0
270,000
835,380
31,950
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.072508
-19,484
-3,899
-919
-2,939
null
1
1
0
1
0
0
null
2
1
1
THURSDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.542706
0.695391
0.67383
0.2034
0.1291
0.9786
0.7076
0.0862
0.22
0.1897
0.3333
0.375
0
0.165
0.1932
0.0039
0.0297
0.1523
0.0984
0.9777
0.706
0
0.1611
0.1379
0.3333
0.375
0
0.1322
0.1479
0.0039
0.0002
0.1509
0.0961
0.9786
0.7115
0.1155
0.16
0.1379
0.3333
0.375
0
0.1231
0.1446
0.0039
0.0002
null
block of flats
0.2985
Panel
No
12
1
12
0
-542
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
0
2
100,582
00
Cash loans
M
N
Y
0
135,000
1,546,020
45,328.5
1,350,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.025164
-22,838
365,243
-8,499
-4,559
null
1
0
0
1
0
0
null
2
2
2
WEDNESDAY
8
0
0
0
0
0
0
XNA
null
0.673506
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
0
0
0
0
-1,322
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
5
100,583
00
Cash loans
M
Y
Y
1
360,000
343,800
13,090.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.006008
-16,465
-4,406
-2,271
-17
23
1
1
0
1
0
0
Drivers
3
2
2
MONDAY
12
0
0
0
0
1
1
Industry: type 3
null
0.460488
0.766234
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-718
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
100,584
00
Cash loans
F
N
N
0
139,500
269,550
10,264.5
225,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.005313
-19,092
-2,197
-7,296
-2,596
null
1
1
0
1
0
0
Accountants
1
2
2
WEDNESDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.266798
0.340906
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-6
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,585
00
Cash loans
M
N
Y
0
126,000
284,400
10,849.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01885
-12,327
-1,374
-4,041
-4,067
null
1
1
1
1
1
0
Laborers
2
2
2
THURSDAY
14
0
0
0
0
0
0
Business Entity Type 3
null
0.331799
0.827703
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
3
100,586
00
Cash loans
F
N
Y
0
85,500
515,529
21,969
391,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.01885
-22,291
365,243
-13,271
-4,962
null
1
0
0
1
0
0
null
1
2
2
THURSDAY
13
0
0
0
0
0
0
XNA
null
0.692641
0.313917
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,817
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
100,587
00
Cash loans
F
Y
Y
1
90,000
117,162
11,718
103,500
Family
Working
Secondary / secondary special
Widow
House / apartment
0.01885
-17,999
-750
-5,725
-1,553
4
1
1
0
1
0
0
Cleaning staff
2
2
2
THURSDAY
14
0
0
0
0
0
0
School
null
0.621191
0.372334
0.0608
0.0766
0.9801
0.728
0
0
0.1379
0.1667
0.2083
0
0.0471
0.0542
0.0116
0.0995
0.062
0.0795
0.9801
0.7387
0
0
0.1379
0.1667
0.2083
0
0.0514
0.0565
0.0117
0.1054
0.0614
0.0766
0.9801
0.7316
0
0
0.1379
0.1667
0.2083
0
0.0479
0.0552
0.0116
0.1016
reg oper spec account
block of flats
0.0643
Panel
No
0
0
0
0
-433
0
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
100,588
00
Cash loans
F
N
Y
1
157,500
679,500
19,998
679,500
Family
Commercial associate
Higher education
Single / not married
House / apartment
0.007274
-11,816
-1,540
-5,304
-4,009
null
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
15
0
0
0
0
0
0
Self-employed
null
0.771058
0.598926
0.0928
0.0764
0.9876
0.83
0.0622
0.08
0.069
0.3333
0.375
null
0.0756
0.0957
0
0
0.0945
0.0792
0.9876
0.8367
0.0628
0.0806
0.069
0.3333
0.375
null
0.0826
0.0997
0
0
0.0937
0.0764
0.9876
0.8323
0.0626
0.08
0.069
0.3333
0.375
null
0.077
0.0974
0
0
reg oper account
block of flats
0.1093
Stone, brick
No
8
1
7
1
-490
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
100,589
00
Cash loans
M
N
Y
0
103,500
302,076
26,055
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.008575
-10,053
-1,458
-4,750
-2,469
null
1
1
1
1
1
0
null
1
2
2
SUNDAY
11
1
0
1
1
0
1
Business Entity Type 3
0.299562
0.483323
0.76364
0.0515
null
0.9791
null
null
null
0.1379
0.1667
null
null
null
null
null
null
0.0525
null
0.9791
null
null
null
0.1379
0.1667
null
null
null
null
null
null
0.052
null
0.9791
null
null
null
0.1379
0.1667
null
null
null
null
null
null
null
null
0.0366
null
No
0
0
0
0
-2,009
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
100,590
00
Cash loans
F
Y
N
0
225,000
478,498.5
51,534
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-15,923
-1,384
-297
-3,854
15
1
1
1
1
0
0
null
2
2
2
SATURDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.690627
null
0.0825
null
0.999
0.9864
null
0.16
0.069
0.375
0.4167
0.1912
0.0672
0.0815
0
null
0.084
null
0.999
0.9869
null
0.1611
0.069
0.375
0.4167
0.1956
0.0735
0.0849
0
null
0.0833
null
0.999
0.9866
null
0.16
0.069
0.375
0.4167
0.1945
0.0684
0.083
0
null
reg oper account
block of flats
0.0641
Panel
No
0
0
0
0
-250
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
100,593
00
Cash loans
F
Y
Y
0
90,000
263,686.5
28,107
238,500
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.00823
-13,693
-6,715
-6,501
-4,172
9
1
1
0
1
0
0
Cooking staff
2
2
2
WEDNESDAY
16
0
0
0
1
1
1
Other
null
0.371405
0.657784
null
null
0.9752
null
null
null
null
null
null
null
null
0.0076
null
null
null
null
0.9752
null
null
null
null
null
null
null
null
0.0079
null
null
null
null
0.9752
null
null
null
null
null
null
null
null
0.0077
null
null
null
null
0.006
null
No
1
0
1
0
-313
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,594
00
Cash loans
F
N
Y
0
106,398
360,000
9,900
360,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.018801
-14,324
-583
-7,877
-4,370
null
1
1
1
1
0
0
Sales staff
1
2
2
WEDNESDAY
7
0
0
0
0
0
0
Business Entity Type 3
null
0.492928
0.37065
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,748
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
5
100,595
00
Cash loans
F
N
Y
0
247,500
450,000
35,685
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01452
-15,538
-990
-182
-4,740
null
1
1
0
1
0
1
Realty agents
2
2
2
SATURDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.476289
0.56251
0.574447
0.0619
0.0768
0.9826
null
null
0
0.1379
0.1667
null
0.0278
null
0.0547
null
0.029
0.063
0.0797
0.9826
null
null
0
0.1379
0.1667
null
0.0284
null
0.057
null
0.0307
0.0625
0.0768
0.9826
null
null
0
0.1379
0.1667
null
0.0282
null
0.0557
null
0.0296
null
block of flats
0.0493
Stone, brick
No
11
0
11
0
-2,601
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
2
100,596
00
Cash loans
F
N
Y
0
117,000
599,778
25,542
477,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.020713
-17,196
-749
-9,324
-740
null
1
1
0
1
0
1
Cooking staff
1
3
3
MONDAY
7
0
0
0
0
0
0
Self-employed
0.504553
0.39684
0.431192
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
-539
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
1
100,597
00
Cash loans
F
N
Y
0
135,000
734,994
23,841
526,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.019101
-18,673
-1,434
-12,450
-732
null
1
1
0
1
0
0
null
1
2
2
TUESDAY
16
0
0
0
0
0
0
Industry: type 11
null
0.267731
0.67383
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-31
0
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
100,598
00
Cash loans
M
N
Y
0
202,500
1,125,000
44,617.5
1,125,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.015221
-13,405
-1,057
-1,545
-4,237
null
1
1
1
1
1
0
Drivers
2
2
2
SUNDAY
9
0
0
0
1
1
0
Business Entity Type 3
null
0.26652
0.638044
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,206
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
100,599
00
Cash loans
M
N
Y
0
315,000
835,380
40,320
675,000
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.032561
-16,117
-3,820
-8,386
-4,028
null
1
1
0
1
0
0
Laborers
2
1
1
FRIDAY
12
0
0
0
0
0
0
Business Entity Type 1
null
0.682405
0.053478
0.0742
0.0581
0.9767
0.6804
0
0
0.2414
0.1667
0.2083
0.0601
0.0588
0.0667
0.0077
0.0061
0.0756
0.0603
0.9767
0.6929
0
0
0.2414
0.1667
0.2083
0.0615
0.0643
0.0694
0.0078
0.0065
0.0749
0.0581
0.9767
0.6847
0
0
0.2414
0.1667
0.2083
0.0612
0.0599
0.0679
0.0078
0.0062
reg oper account
block of flats
0.0535
Panel
No
0
0
0
0
-671
0
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
100,600
00
Cash loans
F
N
Y
2
112,500
1,237,684.5
47,272.5
1,138,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.018029
-14,751
-8,093
-4,199
-4,369
null
1
1
0
1
1
0
Core staff
4
3
3
THURSDAY
5
0
0
0
0
0
0
Kindergarten
0.70893
0.229706
0.513694
0.0309
0.0239
0.9881
0.8368
0.0059
0.04
0.0345
0.3333
0.0417
null
null
0.0381
null
0
0.0315
0.0248
0.9881
0.8432
0.006
0.0403
0.0345
0.3333
0.0417
null
null
0.0397
null
0
0.0312
0.0239
0.9881
0.839
0.006
0.04
0.0345
0.3333
0.0417
null
null
0.0388
null
0
null
block of flats
0.0332
Panel
No
2
0
2
0
-1,692
0
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
100,601
00
Cash loans
F
N
Y
0
157,500
284,400
14,724
225,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.04622
-13,509
-908
-6,251
-3,906
null
1
1
1
1
0
0
Laborers
2
1
1
TUESDAY
14
0
0
0
0
1
1
Business Entity Type 3
null
0.686472
0.511892
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
0
6
0
-1,924
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
100,603
00
Cash loans
M
N
Y
0
144,000
442,791
28,426.5
400,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.019101
-19,862
-2,017
-5,682
-3,415
null
1
1
0
1
0
0
Security staff
2
2
2
WEDNESDAY
14
0
0
0
0
0
0
Transport: type 4
0.528477
0.246786
0.681706
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
11
0
11
0
-2,065
0
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
100,604
00
Cash loans
F
N
N
0
180,000
278,460
19,800
225,000
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.072508
-8,433
-786
-6,654
-1,109
null
1
1
1
1
1
0
null
2
1
1
SATURDAY
20
0
0
0
0
0
0
Business Entity Type 3
null
0.709566
null
0.2603
0.1686
0.9791
0.7144
0.0382
0.28
0.2414
0.3333
0.375
0
0.211
0.2459
0.0058
0.0064
0.1523
0.1036
0.9791
0.7256
0.021
0.1611
0.1379
0.3333
0.375
0
0.1322
0.1473
0.0039
0.0001
0.2628
0.1686
0.9791
0.7182
0.0385
0.28
0.2414
0.3333
0.375
0
0.2146
0.2503
0.0058
0.0065
null
block of flats
0.2784
Stone, brick
No
4
0
4
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
100,605
00
Cash loans
F
Y
Y
1
229,500
1,006,920
72,778.5
900,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.00823
-9,920
-279
-4,568
-1,344
0
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
15
0
1
1
0
0
0
Industry: type 12
null
0.655496
null
0.0825
0.0664
0.9767
0.6804
0.0289
0
0.1379
0.1667
0.2083
0.018
0.0672
0.0703
0
0
0.084
0.0689
0.9767
0.6929
0.0292
0
0.1379
0.1667
0.2083
0.0184
0.0735
0.0733
0
0
0.0833
0.0664
0.9767
0.6847
0.0291
0
0.1379
0.1667
0.2083
0.0183
0.0684
0.0716
0
0
reg oper account
block of flats
0.0711
Panel
No
1
0
1
0
-1,402
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
100,606
00
Cash loans
M
Y
Y
0
225,000
593,010
19,260
495,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.019101
-20,372
365,243
-5,481
-3,557
13
1
0
0
1
0
0
null
2
2
2
FRIDAY
14
0
0
0
0
0
0
XNA
null
0.598837
0.602386
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,391
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
100,608
00
Cash loans
F
N
N
0
184,500
654,498
28,957.5
585,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.00496
-20,597
365,243
-4,702
-3,392
null
1
0
0
1
1
0
null
2
2
2
WEDNESDAY
16
0
0
0
0
0
0
XNA
null
0.668243
0.150085
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-692
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
4
100,609
00
Cash loans
F
N
Y
0
180,000
294,322.5
19,800
243,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.022625
-9,250
-490
-2,341
-1,925
null
1
1
1
1
1
0
Sales staff
1
2
2
THURSDAY
11
0
0
0
1
1
0
Self-employed
null
0.202999
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-107
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
100,610
00
Cash loans
F
Y
Y
0
292,500
900,000
26,446.5
900,000
Family
Commercial associate
Incomplete higher
Separated
House / apartment
0.019101
-13,281
-442
-184
-5,119
9
1
1
0
1
0
0
Sales staff
1
2
2
SUNDAY
14
0
1
1
0
1
1
Business Entity Type 3
null
0.577436
0.332851
0.1196
0.0727
0.995
0.9252
0
0.12
0.1034
0.3333
0.375
0
0.0975
0.1303
null
0
0.1218
0.0755
0.995
0.9281
0
0.1208
0.1034
0.3333
0.375
0
0.1065
0.1357
null
0
0.1207
0.0727
0.995
0.9262
0
0.12
0.1034
0.3333
0.375
0
0.0992
0.1326
null
0
org spec account
block of flats
0.1025
Stone, brick
No
1
0
1
0
-6
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
0
100,611
00
Cash loans
F
N
N
0
135,000
254,700
16,276.5
225,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018634
-17,437
-3,443
-3,072
-256
null
1
1
0
1
0
0
Sales staff
2
2
2
THURSDAY
15
0
0
0
0
0
0
Self-employed
0.815515
0.473725
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
1
3
1
-1,986
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
100,612
00
Cash loans
F
Y
N
0
157,500
1,288,350
37,669.5
1,125,000
Family
Commercial associate
Higher education
Married
House / apartment
0.006671
-14,573
-3,569
-6,268
-5,016
19
1
1
1
1
0
0
Laborers
2
2
2
THURSDAY
19
0
0
0
0
0
0
Business Entity Type 3
null
0.762684
0.432962
0.0402
0.0325
0.9821
0.7552
0.0145
0
0.069
0.1667
0.0417
0.017
0.0328
0.0341
0.0039
0.0041
0.041
0.0337
0.9821
0.7648
0.0146
0
0.069
0.1667
0.0417
0.0174
0.0358
0.0355
0.0039
0.0043
0.0406
0.0325
0.9821
0.7585
0.0146
0
0.069
0.1667
0.0417
0.0173
0.0333
0.0347
0.0039
0.0042
not specified
block of flats
0.0356
Stone, brick
No
2
0
2
0
-2,620
0
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
100,614
00
Revolving loans
F
N
N
0
90,000
180,000
9,000
180,000
Unaccompanied
Commercial associate
Incomplete higher
Single / not married
House / apartment
0.015221
-8,126
-155
-7,219
-786
null
1
1
0
1
1
0
Core staff
1
2
2
FRIDAY
13
0
0
0
0
0
0
Bank
null
0.350816
0.150085
0.3309
0.2049
0.9856
0.8028
0.1283
0.36
0.3103
0.3333
0.375
0.8004
0.2673
0.3513
0.0077
0.113
0.3372
0.2126
0.9856
0.8105
0.1294
0.3625
0.3103
0.3333
0.375
0.8187
0.292
0.366
0.0078
0.1196
0.3341
0.2049
0.9856
0.8054
0.1291
0.36
0.3103
0.3333
0.375
0.8144
0.2719
0.3576
0.0078
0.1153
reg oper account
block of flats
0.3045
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
1
100,615
00
Cash loans
F
N
Y
0
180,000
675,000
19,867.5
675,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.018209
-18,294
-5,493
-2,520
-1,732
null
1
1
0
1
0
0
Security staff
1
3
3
FRIDAY
12
0
0
0
0
0
0
School
0.547727
0.586416
0.684828
null
null
0.9563
null
null
null
0.069
0.0417
null
0.004
null
0.0071
null
null
null
null
0.9563
null
null
null
0.069
0.0417
null
0.0041
null
0.0074
null
null
null
null
0.9563
null
null
null
0.069
0.0417
null
0.004
null
0.0072
null
null
null
block of flats
0.0079
Wooden
Yes
2
0
2
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
2
0
100,616
11
Cash loans
M
Y
N
0
225,000
203,760
22,072.5
180,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.072508
-13,481
-234
-4,346
-1,804
9
1
1
0
1
0
0
Laborers
1
1
1
TUESDAY
10
0
0
0
0
0
0
Business Entity Type 3
null
0.344335
null
0.1306
0.0683
0.9851
0.796
0.0736
0.16
0.069
0.625
0.6667
0
0.1062
0.1601
0.0013
0.0038
0.1345
0.0692
0.9856
0.8105
0.0712
0.1611
0.069
0.625
0.6667
0
0.1175
0.1658
0
0
0.1332
0.0669
0.9856
0.8054
0.0753
0.16
0.069
0.625
0.6667
0
0.1095
0.1634
0
0
reg oper account
block of flats
0.1263
Panel
No
0
0
0
0
-2,524
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
100,619
00
Cash loans
F
N
N
0
99,000
364,896
13,653
315,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.005084
-11,156
-890
-5,089
-2,320
null
1
1
1
1
1
0
null
1
2
2
THURSDAY
10
0
0
0
0
0
0
Self-employed
0.483896
0.579265
0.332851
0.1701
0.0107
0.9816
null
null
0
0.069
0.1667
null
null
null
0.0726
null
0.012
0.1733
0.0112
0.9816
null
null
0
0.069
0.1667
null
null
null
0.0756
null
0.0127
0.1718
0.0107
0.9816
null
null
0
0.069
0.1667
null
null
null
0.0739
null
0.0122
null
block of flats
0.0579
Stone, brick
No
0
0
0
0
-1,776
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
1
100,620
00
Cash loans
F
N
Y
0
225,000
1,800,000
49,500
1,800,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.072508
-17,388
-1,988
-3,305
-941
null
1
1
1
1
1
0
High skill tech staff
2
1
1
FRIDAY
17
0
1
1
0
1
1
Industry: type 12
null
0.673737
0.535276
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-642
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
1
100,621
00
Cash loans
M
Y
Y
0
450,000
1,312,110
52,168.5
1,125,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.032561
-18,204
-3,942
-7
-1,678
6
1
1
0
1
0
0
Core staff
2
1
1
TUESDAY
12
0
0
0
0
0
0
Self-employed
null
0.815114
0.670652
0.2557
0.1881
0.9786
0.7076
null
0.2
0.1724
0.3333
null
0.1012
null
0.2238
null
0.1576
0.2605
0.1952
0.9786
0.719
null
0.2014
0.1724
0.3333
null
0.1035
null
0.2332
null
0.1669
0.2581
0.1881
0.9786
0.7115
null
0.2
0.1724
0.3333
null
0.103
null
0.2278
null
0.1609
null
block of flats
0.2103
Stone, brick
No
5
0
5
0
-1,853
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
1
100,623
00
Cash loans
F
N
Y
0
207,000
380,533.5
16,249.5
328,500
Family
State servant
Secondary / secondary special
Married
Municipal apartment
0.04622
-17,789
-5,368
-8,156
-1,338
null
1
1
0
1
0
0
Core staff
2
1
1
FRIDAY
12
0
0
0
0
0
0
Kindergarten
0.735326
0.711163
null
0.1124
null
0.9886
0.8436
null
0.16
0.069
0.5417
null
0.0489
null
0.0989
null
0.0028
0.1145
null
0.9886
0.8497
null
0.1611
0.069
0.5417
null
0.05
null
0.103
null
0.003
0.1135
null
0.9886
0.8457
null
0.16
0.069
0.5417
null
0.0498
null
0.1006
null
0.0029
reg oper account
block of flats
0.0784
Stone, brick
No
0
0
0
0
-773
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
100,624
00
Cash loans
M
Y
Y
0
99,000
521,280
22,216.5
450,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.006852
-23,759
365,243
-2,753
-4,022
11
1
0
0
1
0
0
null
2
3
3
SUNDAY
8
0
0
0
0
0
0
XNA
null
0.333503
0.67383
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
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
1
100,626
00
Cash loans
F
N
Y
3
337,500
926,136
37,849.5
760,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.006629
-11,230
-200
-823
-3,889
null
1
1
0
1
0
0
Core staff
5
2
2
FRIDAY
10
0
0
0
0
0
0
Insurance
null
0.666229
0.626304
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-177
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,627
00
Cash loans
F
N
Y
0
162,000
874,152
46,701
810,000
Family
Commercial associate
Higher education
Married
House / apartment
0.072508
-15,061
-8,294
-9,065
-3,922
null
1
1
0
1
1
0
Laborers
2
1
1
SATURDAY
9
0
0
0
0
0
0
Business Entity Type 2
null
0.729955
null
0.1732
0.094
0.9826
0.762
0.0591
0.24
0.1034
0.4583
0.5
0.1428
0.1412
0.1188
0
0.0028
0.1765
0.0976
0.9826
0.7713
0.0597
0.2417
0.1034
0.4583
0.5
0.146
0.1543
0.1238
0
0.003
0.1749
0.094
0.9826
0.7652
0.0595
0.24
0.1034
0.4583
0.5
0.1453
0.1437
0.1209
0
0.0029
reg oper account
block of flats
0.1458
Panel
No
0
0
0
0
-596
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
0
100,628
00
Cash loans
F
Y
N
1
121,500
225,000
8,469
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.02461
-15,671
-214
-3,132
-4,087
11
1
1
0
1
1
0
Sales staff
3
2
2
FRIDAY
16
0
0
0
0
0
0
Trade: type 7
0.757838
0.689734
0.411849
0.133
0.1132
0.9791
null
0.0681
0
0.2759
0.1667
null
0.0828
0.1076
0.1199
0.0039
0.0372
0.1355
0.1174
0.9791
null
0.0687
0
0.2759
0.1667
null
0.0847
0.1175
0.1249
0.0039
0.0394
0.1343
0.1132
0.9791
null
0.0685
0
0.2759
0.1667
null
0.0842
0.1095
0.122
0.0039
0.038
reg oper account
block of flats
0.1337
Stone, brick
No
0
0
0
0
-3,012
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
2
100,629
00
Cash loans
F
N
Y
0
112,500
201,024
8,982
144,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-17,275
-9,284
-6,241
-829
null
1
1
0
1
0
0
Core staff
2
2
2
MONDAY
16
0
0
0
0
0
0
Kindergarten
null
0.682135
0.7463
0.1
null
0.9811
null
null
0
0.2069
0.1667
null
null
null
null
null
null
0.1019
null
0.9811
null
null
0
0.2069
0.1667
null
null
null
null
null
null
0.101
null
0.9811
null
null
0
0.2069
0.1667
null
null
null
null
null
null
null
block of flats
0.0631
Stone, brick
No
0
0
0
0
-282
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
100,630
00
Cash loans
F
Y
N
0
202,500
675,000
18,693
675,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.010006
-9,524
-797
-1,673
-2,188
8
1
1
1
1
1
0
Laborers
1
2
1
FRIDAY
17
0
0
0
0
0
0
Industry: type 9
0.326092
0.756205
0.37065
0.6639
0.0873
0.9965
null
null
0.48
0.3793
0.625
null
null
null
0.7641
null
0.6811
0.6765
0.0906
0.9965
null
null
0.4834
0.3793
0.625
null
null
null
0.7961
null
0.7211
0.6703
0.0873
0.9965
null
null
0.48
0.3793
0.625
null
null
null
0.7778
null
0.6954
null
block of flats
0.7628
Mixed
No
0
0
0
0
-1,289
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
100,631
00
Cash loans
F
N
Y
1
135,000
913,500
26,838
913,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.010643
-17,515
-2,412
-760
-1,056
null
1
1
0
1
0
0
null
2
2
2
TUESDAY
15
0
0
0
0
0
0
Self-employed
null
0.411039
0.798137
0.066
0.0658
0.9752
0.66
0.0258
0
0.1379
0.125
0.1667
0.0714
0.0538
0.0319
0
0
0.0672
0.0683
0.9752
0.6733
0.0261
0
0.1379
0.125
0.1667
0.073
0.0588
0.0332
0
0
0.0666
0.0658
0.9752
0.6645
0.026
0
0.1379
0.125
0.1667
0.0727
0.0547
0.0325
0
0
reg oper spec account
block of flats
0.0392
Stone, brick
No
0
0
0
0
-1,435
0
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
100,632
00
Cash loans
M
Y
Y
0
225,000
732,915
79,065
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.032561
-16,195
-1,067
-3,466
-3,465
5
1
1
0
1
0
0
Managers
2
1
1
FRIDAY
11
0
1
1
0
0
0
Business Entity Type 3
0.71642
0.748822
null
0.1649
0.1148
0.9935
0.9116
0.079
0.16
0.1379
0.375
null
0
0.1345
0.1862
0
0
0.1681
0.1191
0.9935
0.9151
0.0797
0.1611
0.1379
0.375
null
0
0.1469
0.194
0
0
0.1665
0.1148
0.9935
0.9128
0.0795
0.16
0.1379
0.375
null
0
0.1368
0.1895
0
0
reg oper account
block of flats
0.1896
Panel
No
0
0
0
0
-551
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
100,633
00
Cash loans
M
Y
Y
1
247,500
414,792
25,195.5
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-13,146
-1,558
-7,238
-3,580
4
1
1
0
1
0
0
Drivers
3
2
2
FRIDAY
15
0
0
0
0
0
0
Transport: type 3
null
0.664856
0.401407
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
-773
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
100,634
00
Cash loans
F
N
Y
0
108,000
157,500
14,575.5
157,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.015221
-12,515
-1,585
-1,255
-2,831
null
1
1
1
1
1
0
Core staff
2
2
2
THURSDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.311019
0.330191
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
0
10
0
-2,010
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
100,635
00
Cash loans
F
N
Y
0
157,500
238,500
19,120.5
238,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-12,265
-3,078
-373
-662
null
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
6
0
0
0
0
0
0
Business Entity Type 3
0.694467
0.709476
0.092013
0
0.0644
0.9791
0.7144
0
0
0.1379
0.1667
0.2083
0
0.0462
0.0555
0
0
0
0.0668
0.9791
0.7256
0
0
0.1379
0.1667
0.2083
0
0.0505
0.0578
0
0
0
0.0644
0.9791
0.7182
0
0
0.1379
0.1667
0.2083
0
0.047
0.0565
0
0
reg oper account
block of flats
0.0436
Panel
No
7
0
7
0
-282
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
100,636
11
Cash loans
F
N
Y
0
211,500
1,506,816
49,927.5
1,350,000
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.026392
-21,022
-1,539
-3,528
-4,578
null
1
1
0
1
1
0
High skill tech staff
1
2
2
WEDNESDAY
18
0
0
0
0
0
0
Agriculture
null
0.659382
0.563835
0.2773
null
0.9821
null
null
0.32
0.2759
0
null
null
null
0.2827
null
0.0822
0.2826
null
0.9821
null
null
0.3222
0.2759
0
null
null
null
0.2945
null
0.087
0.28
null
0.9821
null
null
0.32
0.2759
0
null
null
null
0.2877
null
0.0839
null
block of flats
0.2733
Block
No
1
0
1
0
-1,518
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
100,637
00
Revolving loans
F
N
Y
0
270,000
765,000
38,250
765,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.032561
-22,883
-2,360
-12,685
-4,236
null
1
1
0
1
1
0
Core staff
2
1
1
FRIDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.924701
0.792416
0.750375
null
0.4294
0.9821
0.7552
0.0924
0.64
0.5517
0.3333
0.375
0.1498
null
0.6078
null
0.0044
null
0.4456
0.9821
0.7648
0.0932
0.6445
0.5517
0.3333
0.375
0.1532
null
0.6332
null
0.0046
null
0.4294
0.9821
0.7585
0.0929
0.64
0.5517
0.3333
0.375
0.1524
null
0.6187
null
0.0044
reg oper account
block of flats
0.5295
Panel
No
0
0
0
0
-137
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
100,638
00
Cash loans
M
Y
Y
0
135,000
203,760
20,151
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019101
-13,468
-1,401
-4,237
-4,237
2
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
9
0
0
0
0
0
0
Self-employed
0.275803
0.328679
0.654529
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-588
0
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
100,639
00
Cash loans
F
N
Y
0
90,000
158,301
15,552
148,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00702
-17,573
-552
-5,059
-1,120
null
1
1
0
1
0
0
Sales staff
2
2
2
THURSDAY
15
0
0
0
0
1
1
Self-employed
null
0.509797
0.729567
0.0825
null
0.9757
null
null
0
0.1379
0.1667
null
null
null
0.0648
null
null
0.084
null
0.9757
null
null
0
0.1379
0.1667
null
null
null
0.0675
null
null
0.0833
null
0.9757
null
null
0
0.1379
0.1667
null
null
null
0.066
null
null
null
block of flats
0.0546
Stone, brick
No
3
0
3
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
100,640
00
Cash loans
F
N
Y
2
157,500
373,311
20,380.5
283,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.006207
-11,887
-2,260
-356
-4,298
null
1
1
0
1
0
0
Managers
4
2
2
TUESDAY
16
0
0
0
0
0
0
Business Entity Type 3
null
0.777886
0.515495
0.1485
0.022
0.999
0.9864
0.0012
0.16
0.069
0.375
0.4167
0.0932
0.116
0.0758
0.0232
0.1934
0.1513
0.0228
0.999
0.9869
0.0012
0.1611
0.069
0.375
0.4167
0.0953
0.1267
0.0789
0.0233
0.2048
0.1499
0.022
0.999
0.9866
0.0012
0.16
0.069
0.375
0.4167
0.0948
0.118
0.0771
0.0233
0.1975
reg oper spec account
block of flats
0.1158
Stone, brick
No
0
0
0
0
-1,729
0
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
100,641
11
Cash loans
M
N
Y
0
112,500
254,700
20,250
225,000
Family
Commercial associate
Secondary / secondary special
Civil marriage
With parents
0.028663
-11,405
-459
-11,393
-2,704
null
1
1
0
1
0
0
Security staff
2
2
2
WEDNESDAY
14
0
0
0
0
1
1
Security
null
0.071823
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-499
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
100,642
00
Cash loans
F
N
Y
0
157,500
1,350,000
47,056.5
1,350,000
Unaccompanied
Pensioner
Incomplete higher
Married
House / apartment
0.015221
-21,893
365,243
-10,290
-5,222
null
1
0
0
1
1
0
null
2
2
2
TUESDAY
12
0
0
0
0
0
0
XNA
0.468864
0.302583
null
0.0773
0.0839
0.9826
0.762
0
0
0.1724
0.1667
0.2083
0
0.063
0.0677
0
0
0.0788
0.087
0.9826
0.7713
0
0
0.1724
0.1667
0.2083
0
0.0689
0.0706
0
0
0.0781
0.0839
0.9826
0.7652
0
0
0.1724
0.1667
0.2083
0
0.0641
0.0689
0
0
reg oper account
block of flats
0.0533
Panel
No
0
0
0
0
-1,425
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
100,643
00
Cash loans
F
N
Y
0
90,000
755,190
29,677.5
675,000
Family
Pensioner
Higher education
Separated
House / apartment
0.003069
-23,185
365,243
-5,791
-4,102
null
1
0
0
1
0
0
null
1
3
3
MONDAY
15
0
0
0
0
0
0
XNA
0.892392
0.587131
0.614414
0.1619
0.1175
0.9886
null
null
0.16
0.1379
0.375
null
0.1529
null
0.0987
null
0.004
0.1649
0.122
0.9886
null
null
0.1611
0.1379
0.375
null
0.1563
null
0.1029
null
0.0042
0.1634
0.1175
0.9886
null
null
0.16
0.1379
0.375
null
0.1555
null
0.1005
null
0.0041
null
block of flats
0.1352
Panel
No
0
0
0
0
-920
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
100,644
00
Cash loans
F
Y
Y
2
76,500
119,925
13,045.5
112,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.014464
-12,463
-1,631
-2,688
-3,524
0
1
1
0
1
1
0
null
4
2
2
THURSDAY
3
0
0
0
0
0
0
Business Entity Type 3
null
0.373813
0.643026
0.0082
0.0155
0.9692
null
null
0
0.0345
0.0417
null
0.0156
null
0.0078
null
0
0.0084
0.0161
0.9692
null
null
0
0.0345
0.0417
null
0.016
null
0.0081
null
0
0.0083
0.0155
0.9692
null
null
0
0.0345
0.0417
null
0.0159
null
0.0079
null
0
null
block of flats
0.0061
Stone, brick
No
1
0
1
0
-355
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
100,645
00
Cash loans
M
Y
N
0
247,500
900,000
31,887
900,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.019101
-12,340
-3,334
-4,374
-4,376
2
1
1
1
1
0
0
Managers
1
2
2
MONDAY
22
0
0
0
0
1
1
Transport: type 4
null
0.654196
0.450747
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-390
0
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
100,646
11
Cash loans
M
Y
Y
0
216,000
640,080
31,261.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010032
-15,152
-298
-1,290
-974
22
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
6
0
0
0
0
1
1
Business Entity Type 3
null
0.489682
0.432962
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-554
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
100,647
00
Revolving loans
F
N
Y
0
99,000
247,500
12,375
247,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.025164
-17,142
-1,051
-1,203
-672
null
1
1
0
1
0
0
null
2
2
2
THURSDAY
8
0
0
0
0
0
0
Medicine
null
0.624146
0.479449
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
14
0
14
0
-733
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
100,648
00
Cash loans
M
Y
N
0
67,500
225,000
11,074.5
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.018209
-12,749
-1,607
-5,956
-4,045
15
1
1
0
1
0
0
Core staff
2
3
3
WEDNESDAY
15
0
0
0
0
1
1
Agriculture
0.279894
0.39891
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
0
-971
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,649
11
Cash loans
F
N
N
2
180,000
284,400
13,387.5
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.020713
-11,653
-4,832
-4,833
-3,068
null
1
1
0
1
0
0
null
4
3
3
SUNDAY
14
0
0
0
0
0
0
School
null
0.023482
null
0.1103
0
0.9781
0.7008
0.0119
0
0.1724
0.2083
0.2083
0.0569
0.0866
0.091
0.0154
0.0278
0.1124
0
0.9782
0.7125
0.012
0
0.1724
0.2083
0.2083
0.0582
0.0946
0.0948
0.0156
0.0294
0.1114
0
0.9781
0.7048
0.012
0
0.1724
0.2083
0.2083
0.0579
0.0881
0.0926
0.0155
0.0284
reg oper spec account
block of flats
0.0841
Stone, brick
No
1
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
100,650
11
Cash loans
M
N
N
0
135,000
808,650
31,333.5
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.031329
-16,582
-1,496
-988
-124
null
1
1
1
1
1
0
Low-skill Laborers
1
2
2
SATURDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.291518
0.449448
0.260856
0.0515
0.0482
0.9816
null
null
0.08
0.069
0.3333
null
0.1104
null
0.0691
null
0.0405
0.0525
0.05
0.9816
null
null
0.0806
0.069
0.3333
null
0.113
null
0.072
null
0.0429
0.052
0.0482
0.9816
null
null
0.08
0.069
0.3333
null
0.1124
null
0.0703
null
0.0413
null
block of flats
0.0603
Panel
No
2
0
2
0
-2,210
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
2
100,651
00
Cash loans
F
Y
N
0
157,500
634,482
20,596.5
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-12,838
-2,271
-27
-1,164
10
1
1
1
1
1
0
High skill tech staff
2
3
2
THURSDAY
10
0
0
0
0
0
0
Medicine
null
0.667399
0.7463
0.2186
0.1529
0.9801
0.728
0.0275
0.16
0.1379
0.3333
0.375
0.1095
0.1765
0.2096
0.0077
0.0183
0.2227
0.1587
0.9801
0.7387
0.0278
0.1611
0.1379
0.3333
0.375
0.112
0.1928
0.2184
0.0078
0.0194
0.2207
0.1529
0.9801
0.7316
0.0277
0.16
0.1379
0.3333
0.375
0.1114
0.1796
0.2134
0.0078
0.0187
reg oper account
block of flats
0.1704
Panel
No
5
0
5
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
0
3
3
100,652
00
Cash loans
F
Y
Y
0
130,500
995,562
54,684
922,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.035792
-22,021
365,243
-14,183
-4,596
4
1
0
0
1
0
0
null
2
2
2
SATURDAY
11
0
0
0
0
0
0
XNA
0.370796
0.519918
0.672243
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,196
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
100,653
00
Cash loans
F
N
Y
1
247,500
755,856
38,722.5
652,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.009657
-12,394
-853
-6,408
-4,913
null
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
16
0
0
0
0
0
0
Business Entity Type 1
0.153634
0.449854
0.375711
0.0041
0
0.9722
0.6192
0
0
0.0345
0
0.0417
0
0.0034
0.0028
0
0.0004
0.0042
0
0.9722
0.6341
0
0
0.0345
0
0.0417
0
0.0037
0.0029
0
0.0004
0.0042
0
0.9722
0.6243
0
0
0.0345
0
0.0417
0
0.0034
0.0028
0
0.0004
reg oper spec account
block of flats
0.0022
Block
No
1
0
1
0
-613
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
100,654
00
Cash loans
F
N
Y
2
135,000
427,500
19,939.5
427,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.028663
-11,767
-3,808
-5,836
-4,195
null
1
1
1
1
1
0
null
4
2
2
WEDNESDAY
12
0
0
0
1
0
1
Trade: type 7
0.400441
0.630082
0.225087
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-400
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
3
100,655
00
Revolving loans
M
N
Y
0
112,500
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-19,763
-12,143
-1,928
-3,302
null
1
1
0
1
0
0
Laborers
2
3
3
THURSDAY
10
0
0
0
0
0
0
Industry: type 1
null
0.540005
0.28813
0.1918
0.2134
0.9886
null
null
0
0.2759
0.1667
null
null
null
0.0915
null
0.2906
0.1954
0.2215
0.9886
null
null
0
0.2759
0.1667
null
null
null
0.0953
null
0.3077
0.1936
0.2134
0.9886
null
null
0
0.2759
0.1667
null
null
null
0.0932
null
0.2967
null
block of flats
0.1349
Panel
No
0
0
0
0
-213
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,656
00
Cash loans
F
N
Y
0
54,000
312,768
13,378.5
270,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.002042
-20,419
365,243
-10,019
-2,382
null
1
0
0
1
0
0
null
2
3
3
SATURDAY
11
0
0
0
0
0
0
XNA
0.705845
0.458793
0.665855
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-694
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
1
100,657
00
Cash loans
F
N
N
0
135,000
414,792
16,357.5
315,000
Unaccompanied
Working
Lower secondary
Married
House / apartment
0.011657
-19,215
-4,556
-7,826
-2,762
null
1
1
0
1
0
0
null
2
1
1
SATURDAY
15
0
0
0
0
0
0
Emergency
null
0.645634
0.712155
0.1024
0.0965
0.9781
0.7008
0.0148
0
0.1952
0.1667
0.2083
0
0.0826
0.0884
0.0039
0.0043
0.084
0.0684
0.9782
0.7125
0.0099
0
0.1379
0.1667
0.2083
0
0.0735
0.0701
0
0
0.1041
0.1068
0.9781
0.7048
0.0124
0
0.1724
0.1667
0.2083
0
0.0838
0.0872
0.0039
0.0053
reg oper account
block of flats
0.0583
Stone, brick
No
0
0
0
0
-3
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
100,658
00
Cash loans
F
N
N
1
189,000
215,640
11,695.5
180,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010966
-8,948
-1,381
-8,890
-1,561
null
1
1
1
1
0
0
Sales staff
3
2
2
WEDNESDAY
9
0
0
0
0
0
0
Self-employed
null
0.361405
0.164414
0.0825
0.0803
0.9762
0.6736
0.0069
0
0.1379
0.1667
0.2083
0.0554
0.0656
0.0623
0.0077
0.0081
0.084
0.0834
0.9762
0.6864
0.0069
0
0.1379
0.1667
0.2083
0.0567
0.0716
0.0649
0.0078
0.0085
0.0833
0.0803
0.9762
0.678
0.0069
0
0.1379
0.1667
0.2083
0.0564
0.0667
0.0634
0.0078
0.0082
reg oper account
block of flats
0.0545
Stone, brick
No
0
0
0
0
-115
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
100,659
00
Cash loans
F
N
Y
0
90,000
603,792
19,606.5
504,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010147
-18,926
-975
-3,202
-2,454
null
1
1
1
1
1
0
Core staff
2
2
2
SATURDAY
10
0
0
0
0
1
1
Kindergarten
0.641579
0.588313
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-505
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
100,660
00
Revolving loans
M
N
Y
2
234,000
270,000
13,500
270,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.011657
-14,739
-1,854
-6,542
-4,700
null
1
1
0
1
0
0
Sales staff
4
1
1
MONDAY
9
0
0
0
0
0
0
Self-employed
0.651845
0.792509
0.420611
0.101
0.1045
0.9762
null
null
0
0.1724
0.1667
null
0
null
0
null
0.0057
0.1029
0.1084
0.9762
null
null
0
0.1724
0.1667
null
0
null
0
null
0.0061
0.102
0.1045
0.9762
null
null
0
0.1724
0.1667
null
0
null
0
null
0.0059
null
block of flats
0.065
Stone, brick
No
0
0
0
0
-338
0
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
100,661
00
Cash loans
M
Y
Y
0
202,500
808,650
31,464
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.003122
-12,520
-3,871
-1,116
-1,296
2
1
1
0
1
1
0
Managers
2
3
3
SATURDAY
9
0
0
0
0
1
1
Business Entity Type 3
null
0.661094
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
-1,606
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
100,662
00
Cash loans
F
N
Y
0
67,500
152,685
7,924.5
103,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009657
-16,848
-362
-209
-396
null
1
1
0
1
0
1
Sales staff
2
2
2
TUESDAY
17
0
0
0
0
0
0
Industry: type 4
0.419998
0.552016
0.610991
0.0598
0.0676
0.9767
null
null
0
0.1034
0.1667
null
0.154
null
0.0574
null
0.0069
0.0609
0.0702
0.9767
null
null
0
0.1034
0.1667
null
0.1575
null
0.0598
null
0.0073
0.0604
0.0676
0.9767
null
null
0
0.1034
0.1667
null
0.1567
null
0.0584
null
0.007
null
block of flats
0.0601
Panel
No
0
0
0
0
-1,057
0
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
100,663
00
Cash loans
F
N
Y
0
112,500
254,700
17,149.5
225,000
Family
State servant
Secondary / secondary special
Married
House / apartment
0.00702
-17,426
-2,415
-2,517
-973
null
1
1
1
1
1
0
Medicine staff
2
2
2
TUESDAY
9
0
0
0
0
1
1
Medicine
null
0.519378
0.252599
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,498
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,664
00
Cash loans
M
Y
Y
0
87,750
314,100
11,767.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.031329
-20,092
-437
-1,820
-2,669
11
1
1
1
1
0
0
Drivers
1
2
2
WEDNESDAY
15
0
0
0
0
0
0
School
null
0.633877
0.778904
0.1392
0.1238
0.9836
0.7756
0.0099
0
0.3103
0.1667
0.2083
0.1273
0.1126
0.072
0.0039
0.0057
0.1418
0.1285
0.9836
0.7844
0.01
0
0.3103
0.1667
0.2083
0.1302
0.123
0.075
0.0039
0.006
0.1405
0.1238
0.9836
0.7786
0.0099
0
0.3103
0.1667
0.2083
0.1295
0.1146
0.0733
0.0039
0.0058
reg oper account
block of flats
0.0959
Stone, brick
No
1
0
1
0
-5
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,665
00
Revolving loans
F
N
Y
2
112,500
270,000
13,500
270,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.00823
-7,766
-504
-354
-457
null
1
1
0
1
0
0
Cooking staff
4
2
2
SATURDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.155155
0.269708
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
2
0
-202
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
100,666
00
Cash loans
M
Y
Y
0
135,000
422,451
19,822.5
297,000
Family
Working
Secondary / secondary special
Single / not married
House / apartment
0.020713
-10,691
-1,590
-119
-2,151
64
1
1
0
1
0
0
null
1
3
2
FRIDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.207854
0.233434
0.750375
0.0082
0.0232
0.9722
0.6192
0.0156
0
0.0345
0.0417
0.0833
0.0101
0.0067
0.0085
0
0
0.0084
0.0241
0.9722
0.6341
0.0157
0
0.0345
0.0417
0.0833
0.0103
0.0073
0.0088
0
0
0.0083
0.0232
0.9722
0.6243
0.0157
0
0.0345
0.0417
0.0833
0.0102
0.0068
0.0086
0
0
reg oper account
block of flats
0.0067
Wooden
No
1
0
1
0
-1,684
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,667
00
Cash loans
M
N
Y
0
45,000
168,102
16,753.5
148,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.014464
-20,113
365,243
-8,654
-3,537
null
1
0
0
1
0
0
null
2
2
2
THURSDAY
7
0
0
0
0
0
0
XNA
null
0.484891
0.643026
0.0897
0.0906
0.9881
0.8368
0
0
0.2069
0.1667
0.2083
0.0176
0.0731
0.08
0
0.0023
0.0914
0.094
0.9881
0.8432
0
0
0.2069
0.1667
0.2083
0.018
0.0799
0.0834
0
0.0024
0.0906
0.0906
0.9881
0.839
0
0
0.2069
0.1667
0.2083
0.0179
0.0744
0.0815
0
0.0023
reg oper account
block of flats
0.0699
Stone, brick
No
0
0
0
0
-579
0
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
100,668
00
Cash loans
F
N
N
1
144,000
364,896
16,069.5
315,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.018801
-14,731
-6,767
-4,269
-4,723
null
1
1
1
1
1
0
null
2
2
2
SATURDAY
15
0
0
0
1
1
0
Business Entity Type 1
0.658407
0.275305
0.147346
0.0928
0.0927
0.9806
0.7348
0.0428
0
0.2069
0.1667
0.2083
0.0734
0.0756
0.0803
0
0.1076
0.0945
0.0962
0.9806
0.7452
0.0432
0
0.2069
0.1667
0.2083
0.0751
0.0826
0.0837
0
0.114
0.0937
0.0927
0.9806
0.7383
0.0431
0
0.2069
0.1667
0.2083
0.0747
0.077
0.0818
0
0.1099
reg oper spec account
block of flats
0.0866
Panel
No
0
0
0
0
-681
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,669
00
Cash loans
M
Y
N
0
81,000
670,500
36,504
670,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.028663
-22,990
365,243
-4,509
-4,535
30
1
0
0
1
0
0
null
2
2
2
TUESDAY
13
0
0
0
0
0
0
XNA
0.527931
0.679812
0.511892
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
2
5
1
-2,082
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
100,670
00
Cash loans
F
N
Y
0
112,500
381,528
14,512.5
315,000
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.030755
-19,741
-3,723
-1,849
-3,286
null
1
1
0
1
0
0
null
2
2
2
TUESDAY
11
0
0
0
0
0
0
Other
null
0.634653
0.824595
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
-938
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
100,671
00
Cash loans
F
N
Y
1
135,000
900,000
46,732.5
900,000
Unaccompanied
Commercial associate
Lower secondary
Married
With parents
0.032561
-12,052
-1,374
-5,782
-4,057
null
1
1
0
1
0
1
Core staff
3
1
1
FRIDAY
17
0
0
0
0
0
0
Trade: type 2
null
0.623407
0.672243
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-79
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
5
100,672
11
Cash loans
M
N
Y
0
112,500
808,650
26,217
675,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.006852
-21,107
365,243
-8,291
-4,540
null
1
0
0
1
0
0
null
2
3
3
SUNDAY
5
0
0
0
0
0
0
XNA
null
0.220481
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-377
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
100,673
00
Cash loans
M
Y
N
1
225,000
942,300
24,984
675,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.008019
-16,313
-221
-8,756
-4,322
3
1
1
0
1
0
0
IT staff
2
2
2
SATURDAY
11
0
0
0
1
0
1
Industry: type 7
null
0.50414
0.661024
0.0402
0.0502
0.9816
0.7484
0.0055
0
0.069
0.1667
0.0417
0.0358
0.0294
0.0331
0.0154
0.0201
0.041
0.0521
0.9816
0.7583
0.0056
0
0.069
0.1667
0.0417
0.0366
0.0321
0.0345
0.0156
0.0213
0.0406
0.0502
0.9816
0.7518
0.0056
0
0.069
0.1667
0.0417
0.0364
0.0299
0.0337
0.0155
0.0206
reg oper account
block of flats
0.0335
Stone, brick
No
0
0
0
0
-2
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
100,674
00
Cash loans
F
Y
Y
0
157,500
900,000
46,084.5
900,000
Spouse, partner
Working
Higher education
Married
House / apartment
0.028663
-14,960
-1,090
-2,132
-4,390
8
1
1
0
1
1
1
Laborers
2
2
2
FRIDAY
8
0
0
0
1
1
0
Construction
0.538535
0.701053
0.593718
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,436
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
7
100,675
00
Cash loans
M
Y
Y
0
202,500
1,125,000
33,025.5
1,125,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.008068
-22,503
365,243
-442
-4,974
3
1
0
0
1
1
0
null
2
3
3
TUESDAY
7
0
0
0
0
0
0
XNA
null
0.492529
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
0
7
0
-391
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
8
100,676
00
Cash loans
M
Y
N
0
121,500
1,223,010
45,454.5
1,125,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.030755
-18,723
-1,325
-2,708
-2,259
6
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
10
0
0
0
1
1
1
Business Entity Type 3
0.631014
0.522167
null
0.0928
0.0595
0.9846
0.7892
0
0
0.1034
0.1667
0.2083
0
0.0756
0.0537
0
0
0.0945
0.0617
0.9846
0.7975
0
0
0.1034
0.1667
0.2083
0
0.0826
0.056
0
0
0.0937
0.0595
0.9846
0.792
0
0
0.1034
0.1667
0.2083
0
0.077
0.0547
0
0
org spec account
block of flats
0.0423
Stone, brick
No
1
0
1
0
-1,622
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
100,678
00
Cash loans
F
Y
Y
2
184,500
1,078,200
31,522.5
900,000
Spouse, partner
Working
Higher education
Married
House / apartment
0.020246
-10,598
-854
-558
-630
6
1
1
0
1
0
0
High skill tech staff
4
3
3
TUESDAY
9
0
0
0
0
1
1
Industry: type 2
0.291339
0.472602
0.48305
0.066
0.0799
0.9771
0.6872
0
0
0.1379
0.1667
0
0.0375
0.0538
0.0508
0
0.0459
0.0672
0.0829
0.9772
0.6994
0
0
0.1379
0.1667
0
0.0383
0.0588
0.0529
0
0.0486
0.0666
0.0799
0.9771
0.6914
0
0
0.1379
0.1667
0
0.0381
0.0547
0.0517
0
0.0469
not specified
block of flats
0.0499
Stone, brick
No
0
0
0
0
-1,823
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,679
00
Cash loans
F
N
Y
0
72,000
384,048
14,607
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006008
-19,968
-6,651
-1,434
-3,512
null
1
1
0
1
0
0
null
2
2
2
WEDNESDAY
13
0
0
0
0
1
1
School
null
0.670972
0.513694
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-463
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,680
00
Cash loans
F
N
Y
0
90,000
254,700
27,153
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.006008
-16,794
-3,059
-176
-291
null
1
1
0
1
0
0
Sales staff
2
2
2
SATURDAY
17
0
0
0
1
1
0
Business Entity Type 2
null
0.721919
0.506484
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
-1,536
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
100,681
00
Cash loans
F
Y
N
0
180,000
526,491
26,878.5
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018209
-16,781
-5,888
-3,813
-337
8
1
1
1
1
1
0
Sales staff
2
3
3
FRIDAY
14
0
0
0
0
0
0
Self-employed
0.479624
0.416343
0.329655
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
-3,051
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
100,682
00
Cash loans
M
N
Y
0
90,000
279,000
13,135.5
279,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-16,773
-1,422
-7,821
-325
null
1
1
0
1
0
0
Drivers
2
2
2
SATURDAY
12
0
0
0
0
0
0
Construction
null
0.519984
0.556727
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,194
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,683
00
Revolving loans
M
Y
Y
0
157,500
270,000
13,500
270,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.030755
-17,327
-2,135
-4,582
-878
36
1
1
0
1
0
0
Drivers
2
2
2
MONDAY
16
0
0
0
0
1
1
Self-employed
null
0.597917
0.799297
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-440
0
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
100,684
00
Cash loans
M
Y
N
0
225,000
991,944
29,002.5
828,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.04622
-20,313
-2,018
-981
-3,828
6
1
1
1
1
1
0
Secretaries
2
1
1
TUESDAY
14
0
0
0
0
0
0
Self-employed
null
0.762213
0.73802
0.0711
null
0.9801
0.7212
0.008
0
0.1379
0.1667
0.2083
0.0437
0.058
0.0661
0
null
0.0725
null
0.9801
0.7321
0.0081
0
0.1379
0.1667
0.2083
0.0446
0.0634
0.0689
0
null
0.0718
null
0.9801
0.7249
0.0081
0
0.1379
0.1667
0.2083
0.0444
0.059
0.0673
0
null
not specified
block of flats
0.052
Stone, brick
No
0
0
0
0
-2,918
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
100,685
00
Cash loans
M
N
N
0
265,500
360,000
23,134.5
360,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.00496
-20,020
-2,125
-2,109
-1,213
null
1
1
0
1
0
0
Drivers
1
2
2
FRIDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.752929
0.659608
0.554947
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,637
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
4
100,686
00
Cash loans
F
N
N
0
135,000
1,125,000
40,410
1,125,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.031329
-13,137
-2,582
-1,325
-5,308
null
1
1
1
1
1
0
Core staff
2
2
2
WEDNESDAY
14
0
0
0
1
1
0
Security Ministries
0.79176
0.510672
0.504681
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,727
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
2