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
100,463
00
Cash loans
F
N
N
0
112,500
263,686.5
15,268.5
238,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.00496
-14,402
365,243
-4,217
-2,403
null
1
0
0
1
1
0
null
2
2
2
FRIDAY
17
0
0
0
0
0
0
XNA
null
0.649103
0.700184
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,347
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
5
100,464
00
Cash loans
M
N
N
0
112,500
345,510
17,640
247,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.008625
-9,825
-819
-3,990
-2,491
null
1
1
0
1
0
1
Drivers
1
2
2
TUESDAY
15
0
0
0
0
0
0
Self-employed
null
0.361107
0.767523
0.0392
0.0198
0.9791
0.7144
0.0218
0.04
0.0345
0.3333
0.375
0.0171
0.0303
0.0371
0.0077
0.0082
0.0399
0.0205
0.9791
0.7256
0.022
0.0403
0.0345
0.3333
0.375
0.0175
0.0331
0.0386
0.0078
0.0086
0.0396
0.0198
0.9791
0.7182
0.0219
0.04
0.0345
0.3333
0.375
0.0174
0.0308
0.0377
0.0078
0.0083
reg oper account
block of flats
0.0428
Stone, brick
No
0
0
0
0
-1,542
0
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
100,465
00
Cash loans
M
N
N
0
135,000
545,040
20,677.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.016612
-15,783
-5,452
-8,176
-3,819
null
1
1
0
1
1
0
Laborers
2
2
2
TUESDAY
10
0
0
0
0
0
0
Business Entity Type 2
0.62608
0.603388
null
0.032
0
0.9598
0.4492
0.0279
0
0.1379
0.125
0.1667
0.0233
0.0261
0.038
0
0
0.0326
0
0.9598
0.4708
0.0282
0
0.1379
0.125
0.1667
0.0238
0.0285
0.0396
0
0
0.0323
0
0.9598
0.4566
0.0281
0
0.1379
0.125
0.1667
0.0237
0.0265
0.0387
0
0
reg oper account
block of flats
0.0452
Stone, brick
No
0
0
0
0
-2,207
0
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
100,467
00
Cash loans
F
N
N
0
81,000
225,000
13,284
225,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.028663
-17,935
-474
-2,053
-1,453
null
1
1
0
1
0
0
Laborers
1
2
2
FRIDAY
13
0
0
0
1
1
0
Trade: type 3
null
0.425965
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
0
0
0
null
null
null
null
null
null
100,468
00
Cash loans
F
Y
N
0
112,500
900,000
23,872.5
900,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.010006
-18,287
365,243
-229
-1,454
2
1
0
0
1
0
0
null
2
2
2
WEDNESDAY
8
0
0
0
0
0
0
XNA
null
0.243041
null
0.0021
null
0.999
0.9864
null
0
0
0
0.0417
null
0.0017
0.0023
0
null
0.0021
null
0.999
0.9869
null
0
0
0
0.0417
null
0.0018
0.0024
0
null
0.0021
null
0.999
0.9866
null
0
0
0
0.0417
null
0.0017
0.0023
0
null
null
block of flats
0.0018
Block
No
3
2
3
0
-6
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
100,469
00
Revolving loans
M
Y
Y
0
450,000
1,350,000
67,500
1,350,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.014464
-10,485
-663
-4
-2,007
4
1
1
0
1
0
0
Managers
2
2
2
WEDNESDAY
4
0
0
0
0
0
0
Transport: type 4
0.521039
0.491983
null
0.0866
0
0.9608
0.4628
0.0041
0
0.1379
0.0833
0.125
0.0614
0.0706
0.0385
0
0
0.0882
0
0.9608
0.4838
0.0042
0
0.1379
0.0833
0.125
0.0628
0.0771
0.0401
0
0
0.0874
0
0.9608
0.47
0.0042
0
0.1379
0.0833
0.125
0.0625
0.0718
0.0392
0
0
reg oper account
block of flats
0.032
Block
No
3
0
3
0
-64
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
100,470
00
Cash loans
F
Y
Y
0
225,000
1,345,500
39,469.5
1,345,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.026392
-15,601
-3,880
-9,642
-2,242
0
1
1
0
1
0
0
null
2
2
2
SATURDAY
14
0
0
0
0
0
0
Business Entity Type 2
null
0.619853
0.657784
0.1412
null
0.9841
null
null
0.16
0.1379
0.375
null
0.1125
null
0.1449
null
0.0651
0.1439
null
0.9841
null
null
0.1611
0.1379
0.375
null
0.115
null
0.1509
null
0.069
0.1426
null
0.9841
null
null
0.16
0.1379
0.375
null
0.1144
null
0.1475
null
0.0665
null
block of flats
0.1281
Stone, brick
No
3
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
1
1
0
100,471
00
Cash loans
F
Y
Y
1
112,500
697,500
35,743.5
697,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-15,150
-392
-70
-6,223
1
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
16
0
0
0
0
0
0
Services
null
0.627433
null
0.0722
0.0782
0.9816
0.7484
0.0082
0
0.1379
0.1667
0.2083
0.0525
0.0588
0.0642
0
0
0.0735
0.0812
0.9816
0.7583
0.0083
0
0.1379
0.1667
0.2083
0.0537
0.0643
0.0669
0
0
0.0729
0.0782
0.9816
0.7518
0.0083
0
0.1379
0.1667
0.2083
0.0534
0.0599
0.0653
0
0
reg oper account
block of flats
0.055
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
null
null
null
null
null
null
100,472
11
Cash loans
M
Y
Y
1
135,000
545,040
26,509.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.008474
-13,923
-519
-10,704
-4,739
11
1
1
1
1
1
0
Laborers
3
2
2
THURSDAY
15
0
0
0
0
0
0
Self-employed
null
0.365807
0.243186
0.0619
0.0626
0.9791
0.7144
0.0243
0
0.1379
0.1667
0.2083
0
0.0504
0.0537
0
0
0.063
0.0649
0.9791
0.7256
0.0246
0
0.1379
0.1667
0.2083
0
0.0551
0.056
0
0
0.0625
0.0626
0.9791
0.7182
0.0245
0
0.1379
0.1667
0.2083
0
0.0513
0.0547
0
0
reg oper account
block of flats
0.0577
Panel
No
1
1
1
1
-2,527
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,473
00
Cash loans
M
Y
Y
0
405,000
1,483,231.5
51,687
1,354,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.0105
-16,245
-2,015
-3,319
-4,513
7
1
1
0
1
0
0
Managers
2
3
3
WEDNESDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.517231
0.599814
0.374021
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0.2386
null
No
1
0
1
0
-1,139
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
3
100,474
00
Revolving loans
M
Y
N
0
450,000
900,000
45,000
900,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.072508
-23,045
-2,652
-1,813
-4,227
15
1
1
0
1
0
0
Managers
2
1
1
TUESDAY
14
0
0
0
0
0
0
Electricity
0.844487
0.718292
null
0.1515
0.056
0.9955
null
null
0.08
0.0345
1
null
0
null
0.3393
null
0
0.1544
0.0581
0.9955
null
null
0.0806
0.0345
1
null
0
null
0.3535
null
0
0.153
0.056
0.9955
null
null
0.08
0.0345
1
null
0
null
0.3454
null
0
null
block of flats
0.2669
Monolithic
No
1
0
1
0
-207
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
100,475
00
Revolving loans
F
Y
Y
0
405,000
495,000
24,750
495,000
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.032561
-20,165
-362
-91
-3,577
5
1
1
0
1
0
0
Accountants
1
1
1
THURSDAY
17
0
0
0
0
0
0
Self-employed
null
0.779766
0.176653
0.2216
0.1495
0.9771
null
null
0.24
0.2069
0.3333
null
null
null
0.2225
null
0.0032
0.2258
0.1552
0.9772
null
null
0.2417
0.2069
0.3333
null
null
null
0.2318
null
0.0033
0.2238
0.1495
0.9771
null
null
0.24
0.2069
0.3333
null
null
null
0.2265
null
0.0032
null
block of flats
0.1757
null
No
1
0
1
0
-565
0
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
100,476
00
Cash loans
M
Y
Y
1
225,000
509,922
31,324.5
472,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.008625
-18,469
-304
-9,289
-1,992
3
1
1
0
1
1
0
Laborers
3
2
2
TUESDAY
10
0
1
1
0
1
1
Other
null
0.36602
0.528093
0.1113
0.0744
0.9846
null
null
0.12
0.1034
0.3333
null
0.0141
null
0.1142
null
0.0003
0.1134
0.0772
0.9846
null
null
0.1208
0.1034
0.3333
null
0.0144
null
0.119
null
0.0003
0.1124
0.0744
0.9846
null
null
0.12
0.1034
0.3333
null
0.0143
null
0.1162
null
0.0003
null
block of flats
0.1175
Panel
No
1
0
1
0
-271
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
100,477
11
Cash loans
M
Y
Y
1
112,500
284,400
22,599
225,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.015221
-13,715
-151
-6,193
-3,754
12
1
1
1
1
0
0
Drivers
3
2
2
SATURDAY
8
0
0
0
0
1
1
Business Entity Type 3
0.303693
0.616027
0.07906
0.0175
0
0.9786
0.7076
0.0017
0
0.069
0.0417
0.0833
null
0.0134
0.0136
0.0039
0.0023
0.0179
0
0.9786
0.719
0.0017
0
0.069
0.0417
0.0833
null
0.0147
0.0142
0.0039
0.0024
0.0177
0
0.9786
0.7115
0.0017
0
0.069
0.0417
0.0833
null
0.0137
0.0138
0.0039
0.0023
reg oper account
block of flats
0.0121
Stone, brick
No
0
0
0
0
-1,364
0
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
100,478
00
Cash loans
F
N
Y
1
90,000
393,543
20,223
328,500
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.031329
-11,935
-5,348
-973
-2,814
null
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
14
0
0
0
0
1
1
Business Entity Type 3
0.541069
0.52388
0.644679
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
3
100,479
00
Revolving loans
M
Y
Y
0
90,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.018801
-9,496
-189
-4,182
-2,153
64
1
1
0
1
0
0
Laborers
1
2
2
SUNDAY
7
0
0
0
0
1
1
Business Entity Type 3
0.084902
0.573584
0.452534
0.0495
0.0525
0.9742
0.6464
0.0072
0
0.1034
0.125
0.0417
0.013
0.0403
0.0397
0
0
0.0504
0.0545
0.9742
0.6602
0.0072
0
0.1034
0.125
0.0417
0.0133
0.0441
0.0414
0
0
0.05
0.0525
0.9742
0.6511
0.0072
0
0.1034
0.125
0.0417
0.0132
0.041
0.0404
0
0
reg oper account
block of flats
0.0352
Stone, brick
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
100,480
00
Cash loans
M
N
N
0
450,000
473,760
50,269.5
450,000
Group of people
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.04622
-10,046
-1,444
-4,798
-1,533
null
1
1
1
1
0
0
IT staff
1
1
1
THURSDAY
16
0
1
1
0
1
1
Business Entity Type 3
null
0.664242
null
0.1146
null
0.9776
null
null
0
0.2483
0.1667
null
null
null
0.0672
null
0.104
0.125
null
0.9757
null
null
0
0.2759
0.1667
null
null
null
0.0595
null
0.0038
0.1239
null
0.9757
null
null
0
0.2759
0.1667
null
null
null
0.071
null
0.1311
null
block of flats
0.0457
Panel
No
0
0
0
0
-1,350
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
100,481
00
Revolving loans
M
Y
Y
0
180,000
540,000
27,000
540,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.011657
-17,599
-9,542
-426
-1,148
3
1
1
0
1
1
0
Laborers
2
1
1
WEDNESDAY
12
0
0
0
1
1
0
Business Entity Type 3
null
0.655076
0.775155
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,713
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,482
00
Cash loans
F
Y
Y
0
112,500
445,500
16,924.5
445,500
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
Office apartment
0.0228
-18,579
-890
-12,020
-2,125
21
1
1
0
1
0
0
Medicine staff
2
2
2
WEDNESDAY
8
0
0
0
0
1
1
Medicine
null
0.306789
0.698668
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-526
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
3
0
0
6
100,485
11
Revolving loans
M
Y
N
1
270,000
810,000
40,500
810,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-11,353
-651
-2,513
-3,962
8
1
1
1
1
1
0
Security staff
3
2
2
TUESDAY
9
0
0
0
0
0
0
Security
null
0.335981
0.577969
0.1918
0.1417
0.995
null
null
0.08
0.069
0.375
null
null
null
0.2408
null
0
0.1954
0.1471
0.995
null
null
0.0806
0.069
0.375
null
null
null
0.2509
null
0
0.1936
0.1417
0.995
null
null
0.08
0.069
0.375
null
null
null
0.2452
null
0
null
block of flats
0.1894
Stone, brick
No
0
0
0
0
-443
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,486
00
Cash loans
F
N
Y
0
58,500
172,021.5
12,991.5
148,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.015221
-23,794
365,243
-9,471
-4,250
null
1
0
0
1
1
0
null
1
2
2
TUESDAY
9
0
0
0
0
0
0
XNA
null
0.448734
0.65126
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
5
0
-1,419
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
100,487
00
Cash loans
M
Y
N
0
121,500
630,747
22,783.5
544,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.016612
-16,476
365,243
-4,646
-32
1
1
0
0
1
0
0
null
2
2
2
MONDAY
13
0
0
0
0
0
0
XNA
null
0.343412
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-572
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
100,488
00
Cash loans
F
Y
N
1
270,000
364,896
24,075
315,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.04622
-15,300
-435
-586
-4,024
4
1
1
0
1
0
0
Core staff
2
1
1
SATURDAY
10
0
0
0
0
0
0
Other
0.582155
0.645088
0.676993
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-4
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
0
100,489
00
Cash loans
M
N
Y
0
90,000
238,500
25,816.5
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010556
-19,833
-3,953
-159
-3,383
null
1
1
1
1
1
0
Laborers
2
3
3
SUNDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.710824
0.408432
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-3,177
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
100,490
11
Cash loans
M
N
N
0
135,000
755,190
38,686.5
675,000
Family
Working
Secondary / secondary special
Separated
House / apartment
0.00963
-9,684
-2,354
-3,801
-2,344
null
1
1
1
1
0
0
Security staff
1
2
2
WEDNESDAY
11
0
1
1
0
1
1
Security
0.203371
0.281799
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-730
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
100,491
00
Cash loans
M
Y
N
0
193,500
314,100
17,167.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.003818
-12,018
-644
-1,199
-560
64
1
1
0
1
0
0
Drivers
2
2
2
FRIDAY
8
0
0
0
0
1
1
Self-employed
0.150956
0.082627
null
0.0247
0.0362
0.997
null
null
0
0.0345
0.0833
null
null
null
0.0213
null
0.0727
0.0252
0.0375
0.997
null
null
0
0.0345
0.0833
null
null
null
0.0222
null
0.0769
0.025
0.0362
0.997
null
null
0
0.0345
0.0833
null
null
null
0.0217
null
0.0742
null
block of flats
0.0326
Monolithic
No
1
0
1
0
-809
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
100,492
00
Cash loans
F
N
Y
3
450,000
716,161.5
57,550.5
634,500
Unaccompanied
State servant
Higher education
Separated
House / apartment
0.006629
-12,662
-892
-6,586
-1,849
null
1
1
0
1
0
0
Core staff
4
2
2
THURSDAY
5
0
0
0
0
0
0
University
0.647561
0.625817
0.307737
0.0818
0
0.9901
0.8368
null
0.08
0.0917
0.3054
null
0.0146
null
0.1
null
0.0123
0.0315
0
0.9881
0.8432
null
0.0403
0.1034
0.3333
null
0.0127
null
0.0726
null
0
0.1062
0
0.9886
0.839
null
0.08
0.1034
0.3333
null
0.0149
null
0.0998
null
0
reg oper account
block of flats
0.0548
Panel
No
4
0
4
0
-554
0
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
100,493
00
Cash loans
F
Y
Y
0
270,000
1,288,350
41,692.5
1,125,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.035792
-18,651
-2,593
-5,769
-2,207
16
1
1
0
1
1
0
null
2
2
2
THURSDAY
11
0
0
0
0
0
0
Self-employed
null
0.692166
0.349055
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,814
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
2
100,495
00
Cash loans
F
Y
N
1
112,500
832,500
29,623.5
832,500
Children
Working
Secondary / secondary special
Married
House / apartment
0.006305
-13,494
-2,298
-1,138
-577
13
1
1
0
1
0
0
null
3
3
3
TUESDAY
10
0
0
0
0
0
0
Medicine
null
0.536266
0.782608
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
2
4
2
-395
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,496
00
Cash loans
F
N
Y
0
450,000
1,125,000
33,025.5
1,125,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-18,627
-2,190
-1,340
-2,114
null
1
1
0
1
1
0
Sales staff
2
2
2
FRIDAY
14
0
0
0
0
0
0
Business Entity Type 3
null
0.567395
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,802
0
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
100,497
00
Revolving loans
M
N
Y
0
135,000
180,000
9,000
180,000
Other_B
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.009175
-8,956
-401
-3,606
-1,629
null
1
1
1
1
1
0
Low-skill Laborers
1
2
2
SUNDAY
17
0
0
0
0
0
0
Business Entity Type 2
0.301636
0.719295
0.729567
0.0333
0.046
0.9821
0.7552
0.0051
0
0.1262
0.0692
0.1108
0.0756
0.0272
0.0396
0
0
0.0042
0
0.9786
0.719
0
0
0.0345
0
0.0417
0.0498
0.0037
0.0036
0
0
0.0187
0
0.9816
0.7518
0.0024
0
0.1034
0.0417
0.0833
0.0612
0.0154
0.0175
0
0
reg oper account
block of flats
0.0027
Stone, brick
No
0
0
0
0
-823
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,498
00
Cash loans
M
N
Y
0
112,500
485,190
24,903
405,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-16,468
-1,544
-5,023
-21
null
1
1
0
1
0
0
null
2
3
3
WEDNESDAY
6
0
0
0
0
0
0
Business Entity Type 3
null
0.361334
0.275
0.0928
0.0973
0.9886
0.8436
0.0149
0
0.2069
0.1667
0.2083
0.0899
0.0748
0.099
0.0039
0.0047
0.0945
0.1009
0.9886
0.8497
0.015
0
0.2069
0.1667
0.2083
0.0919
0.0817
0.1031
0.0039
0.005
0.0937
0.0973
0.9886
0.8457
0.015
0
0.2069
0.1667
0.2083
0.0914
0.0761
0.1007
0.0039
0.0048
reg oper spec account
block of flats
0.0778
Panel
No
0
0
0
0
-1,388
0
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
100,499
00
Cash loans
F
Y
Y
0
225,000
678,996
36,963
540,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010032
-13,229
-1,210
-7,237
-4,662
17
1
1
0
1
0
0
null
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Business Entity Type 3
null
0.589716
0.786267
0.1856
0.1403
0.9791
null
null
0.2
0.1724
0.3333
null
0.08
null
0.1273
null
null
0.1513
0.1157
0.9791
null
null
0.1611
0.1379
0.3333
null
0.0679
null
0.1065
null
null
0.1874
0.1403
0.9791
null
null
0.2
0.1724
0.3333
null
0.0814
null
0.1296
null
null
null
block of flats
0.2076
Panel
No
4
0
4
0
-840
0
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
100,500
00
Cash loans
F
N
N
0
202,500
840,951
35,631
679,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
Municipal apartment
0.032561
-18,522
-4,322
-1,778
-1,940
null
1
1
0
1
0
0
Laborers
1
1
1
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.725739
0.668059
0.634706
0.2247
0.2167
0.9836
null
null
0.36
0.1724
0.3333
null
0.0298
null
0.1971
null
0.0064
0.1197
0.2249
0.9806
null
null
0.3625
0.0345
0.3333
null
0.0305
null
0.0696
null
0
0.2269
0.2167
0.9836
null
null
0.36
0.1724
0.3333
null
0.0303
null
0.2006
null
0.0065
null
block of flats
0.2661
Stone, brick
No
6
0
6
0
-1,815
0
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
100,501
00
Cash loans
M
N
N
1
247,500
1,125,000
29,808
1,125,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.007274
-13,816
-1,870
-29
-3,537
null
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Electricity
null
0.529778
0.634706
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2
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
100,502
00
Cash loans
F
Y
Y
0
202,500
485,640
41,674.5
450,000
Unaccompanied
Commercial associate
Higher education
Married
Municipal apartment
0.022625
-16,121
-3,159
-3,020
-997
1
1
1
0
1
0
0
Core staff
2
2
2
SATURDAY
12
0
0
0
0
0
0
Kindergarten
null
0.750615
0.597192
0.1485
null
0.9776
null
null
0
0.069
0.1667
null
0.0594
null
0.0463
null
0.2808
0.1513
null
0.9777
null
null
0
0.069
0.1667
null
0.0608
null
0.0482
null
0.2973
0.1499
null
0.9776
null
null
0
0.069
0.1667
null
0.0605
null
0.0471
null
0.2867
null
specific housing
0.0645
Stone, brick
No
0
0
0
0
-1,039
0
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
100,503
00
Cash loans
F
N
Y
0
189,000
876,019.5
34,870.5
783,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.009175
-22,524
365,243
-8,604
-5,021
null
1
0
0
1
1
0
null
2
2
2
THURSDAY
13
0
0
0
0
0
0
XNA
null
0.61844
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
0
0
0
0
-287
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
6
100,504
00
Cash loans
F
N
Y
0
157,500
187,704
12,672
148,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.019689
-18,271
-206
-7,168
-1,823
null
1
1
1
1
1
0
Core staff
1
2
2
FRIDAY
8
0
0
0
0
0
0
Business Entity Type 3
null
0.542177
0.266457
0.0082
null
0.9583
0.4288
null
0
0.069
0.0417
null
null
null
0.0063
null
null
0.0084
null
0.9583
0.4512
null
0
0.069
0.0417
null
null
null
0.0066
null
null
0.0083
null
0.9583
0.4364
null
0
0.069
0.0417
null
null
null
0.0064
null
null
not specified
block of flats
0.0071
Wooden
No
0
0
0
0
-2,878
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
1
100,505
00
Cash loans
M
Y
Y
3
225,000
675,000
24,799.5
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-17,222
-3,723
-5,550
-760
7
1
1
1
1
0
0
Security staff
5
2
2
MONDAY
13
0
0
0
0
1
1
Transport: type 1
null
0.643479
0.656158
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,998
0
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
100,506
00
Cash loans
M
Y
Y
0
112,500
345,645
16,240.5
243,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006305
-14,671
-1,977
-7,984
-4,376
20
1
1
0
1
0
0
null
2
3
3
SATURDAY
4
0
0
0
0
1
1
Business Entity Type 3
null
0.54515
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-613
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
100,507
00
Cash loans
M
N
N
1
202,500
450,000
42,075
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
With parents
0.010032
-7,747
-139
-2,577
-380
null
1
1
0
1
0
0
Sales staff
3
2
2
THURSDAY
15
0
0
0
1
0
1
Trade: type 2
null
0.266327
0.58674
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-263
0
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
100,508
00
Cash loans
F
Y
Y
0
450,000
1,971,072
62,019
1,800,000
Spouse, partner
Commercial associate
Higher education
Married
House / apartment
0.032561
-18,268
-2,569
-4,292
-1,699
1
1
1
0
1
1
1
Managers
2
1
1
WEDNESDAY
13
0
0
0
0
0
0
Trade: type 3
0.746108
0.774368
0.344155
0.1814
0.1071
0.9901
0.8708
0
0.22
0.1207
0.4167
0.4167
0.0265
0.0975
0.1525
0
0.0023
0.1218
0.0574
0.9896
0.8759
0
0.1208
0.1034
0.375
0.4167
0.0271
0.1065
0.1409
0
0
0.1832
0.1071
0.9901
0.8725
0
0.22
0.1207
0.4167
0.4167
0.0269
0.0992
0.1552
0
0.0023
org spec account
block of flats
0.2298
Panel
No
0
0
0
0
-523
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1
100,509
00
Cash loans
F
N
Y
0
90,000
339,241.5
12,312
238,500
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.035792
-21,987
365,243
-8,482
-4,704
null
1
0
0
1
0
0
null
1
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
null
0.6945
0.652897
0.0608
0.0578
0.9762
0.6736
0.0052
0
0.1034
0.1667
0.2083
0.0354
0.0496
0.0509
0
0
0.062
0.06
0.9762
0.6864
0.0052
0
0.1034
0.1667
0.2083
0.0363
0.0542
0.053
0
0
0.0614
0.0578
0.9762
0.678
0.0052
0
0.1034
0.1667
0.2083
0.0361
0.0504
0.0518
0
0
reg oper account
block of flats
0.04
Stone, brick
No
0
0
0
0
-1,723
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
2
100,511
00
Cash loans
F
N
N
0
85,500
454,500
19,255.5
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018634
-11,519
-1,563
-4,980
-4,134
null
1
1
1
1
1
0
Sales staff
2
2
2
THURSDAY
18
0
0
0
0
0
0
Self-employed
0.412063
0.391806
0.47585
0.232
null
0.9876
null
null
0.08
0.069
0.3333
null
null
null
0.1525
null
0.0299
0.2363
null
0.9876
null
null
0.0806
0.069
0.3333
null
null
null
0.1589
null
0.0317
0.2342
null
0.9876
null
null
0.08
0.069
0.3333
null
null
null
0.1553
null
0.0305
null
block of flats
0.197
Stone, brick
No
5
1
5
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
0
0
0
100,513
00
Cash loans
F
N
Y
0
180,000
848,745
36,090
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-18,344
-7,364
-3,255
-1,891
null
1
1
0
1
0
0
null
2
2
2
WEDNESDAY
17
0
0
0
1
1
0
Business Entity Type 3
0.750608
0.625079
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-586
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
100,514
00
Cash loans
M
N
Y
0
270,000
265,306.5
28,701
252,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.018029
-15,187
365,243
-1,856
-4,116
null
1
0
0
1
0
0
null
2
3
3
FRIDAY
10
0
0
0
0
0
0
XNA
0.296512
0.597712
0.461482
0.0402
0.027
0.997
null
0.0128
0.04
0.0345
0.3333
null
0.4228
0.0303
0.0425
0.0116
0.0119
0.041
0.028
0.997
null
0.0129
0.0403
0.0345
0.3333
null
0.4324
0.0331
0.0443
0.0117
0.0126
0.0406
0.027
0.997
null
0.0128
0.04
0.0345
0.3333
null
0.4301
0.0308
0.0433
0.0116
0.0122
null
block of flats
0.043
null
No
1
0
1
0
-1,534
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
100,515
00
Cash loans
F
N
Y
0
157,500
1,032,093
43,857
922,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.031329
-17,668
-900
-1,890
-1,200
null
1
1
0
1
1
0
Laborers
2
2
2
FRIDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.587492
0.639708
0.0722
0.0623
0.9906
0.8708
0.0156
0.08
0.069
0.3333
0.375
0.0966
0.0588
0.0767
0
0
0.0735
0.0646
0.9906
0.8759
0.0157
0.0806
0.069
0.3333
0.375
0.0988
0.0643
0.0799
0
0
0.0729
0.0623
0.9906
0.8725
0.0157
0.08
0.069
0.3333
0.375
0.0983
0.0599
0.0781
0
0
reg oper spec account
block of flats
0.0688
Stone, brick
No
0
0
0
0
-1,059
0
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
100,516
00
Cash loans
F
N
N
0
157,500
117,000
11,700
117,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.028663
-20,792
365,243
-4,205
-4,203
null
1
0
0
1
1
0
null
1
2
2
THURSDAY
9
0
0
0
0
0
0
XNA
null
0.674395
0.798137
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,533
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
2
100,518
00
Revolving loans
F
N
Y
0
117,000
202,500
10,125
202,500
Family
Pensioner
Secondary / secondary special
Widow
House / apartment
0.00733
-22,681
365,243
-13,564
-4,046
null
1
0
0
1
0
0
null
1
2
2
TUESDAY
11
0
0
0
0
0
0
XNA
null
0.580362
null
0.0825
0.0777
0.9752
null
null
0
0.1379
0.1667
null
0.1242
null
0.0471
null
0
0.084
0.0806
0.9752
null
null
0
0.1379
0.1667
null
0.1271
null
0.049
null
0
0.0833
0.0777
0.9752
null
null
0
0.1379
0.1667
null
0.1264
null
0.0479
null
0
null
block of flats
0.0553
Panel
No
1
0
0
0
-1,339
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
100,519
00
Cash loans
F
N
N
0
112,500
625,536
27,684
540,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
Municipal apartment
0.007114
-19,031
365,243
-7,369
-2,569
null
1
0
0
1
1
0
null
1
2
2
TUESDAY
15
0
0
0
0
0
0
XNA
null
0.273554
0.533482
0.0649
0.0005
0.9747
0.6532
0.0065
0
0.1379
0.125
0.1667
0.0555
0.0521
0.0511
0.0039
0.0054
0.0662
0.0005
0.9747
0.6668
0.0066
0
0.1379
0.125
0.1667
0.0567
0.0569
0.0533
0.0039
0.0057
0.0656
0.0005
0.9747
0.6578
0.0065
0
0.1379
0.125
0.1667
0.0564
0.053
0.052
0.0039
0.0055
reg oper account
block of flats
0.0402
Stone, brick
No
0
0
0
0
-1,581
0
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
100,520
00
Revolving loans
F
N
Y
0
135,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.007305
-20,143
-2,572
-614
-2,091
null
1
1
0
1
0
0
Laborers
1
3
3
TUESDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.504049
0.326079
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-588
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
100,521
00
Revolving loans
F
N
N
0
157,500
225,000
11,250
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.008474
-20,523
365,243
-8,472
-4,043
null
1
0
0
1
0
0
null
2
2
2
FRIDAY
13
0
0
0
0
0
0
XNA
0.713867
0.543957
0.126101
0.0278
0.057
0.9757
null
null
0
0.1034
0.1667
null
0.0256
null
0.0591
null
0.0231
0.0284
0.0592
0.9757
null
null
0
0.1034
0.1667
null
0.0262
null
0.0615
null
0.0244
0.0281
0.057
0.9757
null
null
0
0.1034
0.1667
null
0.0261
null
0.0601
null
0.0236
null
block of flats
0.0465
Stone, brick
No
0
0
0
0
-207
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
2
100,522
00
Cash loans
F
Y
Y
1
180,000
343,683
20,898
261,000
Children
Working
Secondary / secondary special
Married
House / apartment
0.018801
-10,933
-2,309
-4,757
-1,777
1
1
1
0
1
0
0
null
3
2
2
TUESDAY
12
0
0
0
0
0
0
Business Entity Type 3
null
0.533186
0.385915
0.0948
0.2162
0.9891
0.8504
0.0794
0
0.2414
0.1667
0.2083
0.0394
0.0773
0.0552
0
0
0.0966
0.2244
0.9891
0.8563
0.0801
0
0.2414
0.1667
0.2083
0.0403
0.0845
0.0575
0
0
0.0958
0.2162
0.9891
0.8524
0.0799
0
0.2414
0.1667
0.2083
0.0401
0.0787
0.0562
0
0
reg oper account
block of flats
0.0825
Stone, brick
No
2
0
2
0
-150
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,523
00
Cash loans
M
Y
Y
0
225,000
1,096,020
52,857
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-18,278
-1,808
-3,518
-1,830
27
1
1
0
1
0
0
Low-skill Laborers
2
1
1
SATURDAY
10
0
0
0
0
1
1
Business Entity Type 3
null
0.496651
0.627991
0.1052
0.0584
0.9831
0.7688
0.0363
0.08
0.0345
0.3333
0.375
0.0524
0.0832
0.0724
0.0116
0.0655
0.1071
0.0606
0.9831
0.7779
0.0366
0.0806
0.0345
0.3333
0.375
0.0536
0.0909
0.0755
0.0117
0.0693
0.1062
0.0584
0.9831
0.7719
0.0365
0.08
0.0345
0.3333
0.375
0.0533
0.0847
0.0737
0.0116
0.0668
reg oper account
specific housing
0.0768
Stone, brick
No
0
0
0
0
-2,166
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
2
100,524
00
Cash loans
M
N
Y
0
112,500
284,400
20,740.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006207
-10,936
-3,186
-173
-3,568
null
1
1
0
1
0
0
null
2
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.682145
null
0.0996
0.018
0.9886
0.8436
0.0069
0.036
0.0407
0.3029
0.3142
0.0522
0.0808
0.0715
0.0021
0.0068
0.1124
0
0.9861
0.8171
0.0051
0.0403
0.0345
0.3333
0.375
0.0262
0.0983
0.0464
0
0
0.1114
0
0.9876
0.8323
0.007
0.04
0.0345
0.3333
0.375
0.0414
0.0915
0.077
0
0
reg oper account
block of flats
0.0364
Stone, brick
No
1
1
1
1
-516
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
100,525
00
Cash loans
M
N
Y
0
157,500
215,640
11,421
180,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.005144
-15,191
-116
-1,666
-4,947
null
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
12
0
0
0
0
0
0
Self-employed
null
0.499275
null
0.149
0.0416
0.9806
0.7348
0.0156
0
0.069
0.1667
0.125
0.175
0.1202
0.0551
0.0058
0.0042
0.1502
0
0.9806
0.7452
0.01
0
0.0345
0.1667
0.0417
0
0.1313
0.0574
0
0
0.1504
0.0416
0.9806
0.7383
0.0157
0
0.069
0.1667
0.125
0.1781
0.1223
0.0561
0.0058
0.0043
reg oper account
block of flats
0.0555
Stone, brick
No
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
0
0
100,526
00
Cash loans
M
Y
N
1
144,000
90,000
8,253
90,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.003122
-13,227
-668
-7,304
-4,830
27
1
1
0
1
1
0
Drivers
3
3
3
FRIDAY
19
0
0
0
0
0
0
Self-employed
null
0.460102
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-278
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
100,527
00
Revolving loans
F
N
N
0
112,500
270,000
13,500
270,000
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.026392
-9,393
-992
-4,145
-2,081
null
1
1
0
1
1
0
Accountants
2
2
2
WEDNESDAY
15
0
0
0
1
1
0
Bank
0.239312
0.69621
0.669057
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
-187
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
1
100,528
00
Cash loans
F
N
Y
1
90,000
675,000
19,867.5
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020246
-14,608
-4,624
-514
-6,085
null
1
1
0
1
0
0
null
3
3
3
FRIDAY
6
0
0
0
0
1
1
Medicine
null
0.527756
0.572683
0.0082
null
null
0.7008
0.0014
null
null
0.0417
null
null
null
0.0063
null
null
0.0084
null
null
0.7125
0.0014
null
null
0.0417
null
null
null
0.0066
null
null
0.0083
null
null
0.7048
0.0014
null
null
0.0417
null
null
null
0.0064
null
null
null
null
0.0057
null
No
1
0
1
0
-1,218
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
100,529
00
Cash loans
F
N
Y
0
135,000
269,550
17,820
225,000
Family
Working
Higher education
Single / not married
With parents
0.028663
-8,857
-348
-3,456
-1,507
null
1
1
0
1
0
0
Core staff
1
2
2
SUNDAY
8
0
0
0
0
0
0
Self-employed
null
0.229966
null
0.0711
0
0.9737
0.6396
0.0102
0
0.1724
0.1667
0.2083
0.0633
0.0572
0.0575
0.0039
0.0367
0.0725
0
0.9737
0.6537
0.0103
0
0.1724
0.1667
0.2083
0.0648
0.0624
0.0599
0.0039
0.0389
0.0718
0
0.9737
0.6444
0.0103
0
0.1724
0.1667
0.2083
0.0644
0.0581
0.0586
0.0039
0.0375
reg oper account
block of flats
0.0532
Stone, brick
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
null
null
null
null
null
null
100,530
00
Cash loans
F
Y
Y
0
135,000
770,292
34,807.5
688,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.010556
-18,035
-3,802
-3,669
-1,594
14
1
1
0
1
0
0
Sales staff
2
3
3
WEDNESDAY
9
0
0
0
0
1
1
Other
null
0.445199
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-268
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
100,531
00
Cash loans
F
Y
Y
2
112,500
904,500
25,002
904,500
Family
Working
Higher education
Married
Rented apartment
0.030755
-12,349
-589
-4,182
-4,270
10
1
1
0
1
0
0
Core staff
4
2
2
SATURDAY
14
0
0
0
1
1
0
Trade: type 3
0.360726
0.657473
0.4171
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-218
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
100,532
00
Cash loans
M
Y
Y
0
99,000
277,969.5
13,086
229,500
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008625
-18,437
-117
-6,339
-1,979
17
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
14
0
0
0
0
1
1
Business Entity Type 3
null
0.290609
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-226
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
100,533
00
Revolving loans
M
N
Y
0
121,500
382,500
19,125
382,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-15,363
-5,359
-2,917
-4,121
null
1
1
1
1
0
0
Laborers
2
2
2
SUNDAY
12
0
0
0
0
0
0
Construction
0.625823
0.795727
null
0.0361
0.103
0.9697
null
null
0
0.1379
0.125
null
0
null
0.0504
null
0.0692
0.0368
0.1069
0.9697
null
null
0
0.1379
0.125
null
0
null
0.0525
null
0.0733
0.0364
0.103
0.9697
null
null
0
0.1379
0.125
null
0
null
0.0513
null
0.0707
null
block of flats
0.0948
Stone, brick
No
0
0
0
0
-2,787
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
1
100,534
00
Cash loans
F
N
N
0
157,500
256,500
14,449.5
256,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.028663
-13,986
-4,363
-425
-3,512
null
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
13
0
0
0
0
0
0
Business Entity Type 2
0.498334
0.543452
0.372334
0.0619
0.0585
0.9757
null
null
0
0.1034
0.1667
null
null
null
0.0514
null
0
0.063
0.0607
0.9757
null
null
0
0.1034
0.1667
null
null
null
0.0536
null
0
0.0625
0.0585
0.9757
null
null
0
0.1034
0.1667
null
null
null
0.0523
null
0
null
null
0.0522
Mixed
No
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
1
2
1
6
100,535
00
Cash loans
M
Y
N
0
90,000
225,000
11,619
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.006671
-20,488
-1,352
-10,561
-3,885
16
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
15
0
0
0
0
1
1
Industry: type 9
0.618375
0.541368
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,246
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
3
100,536
00
Cash loans
F
Y
Y
2
99,000
787,131
42,066
679,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.019101
-14,357
-1,683
-7,323
-4,375
64
1
1
0
1
0
0
Sales staff
4
2
2
TUESDAY
10
0
0
0
0
0
0
Agriculture
0.405907
0.723493
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
0
0
0
0
-1,964
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
100,537
00
Cash loans
F
N
Y
1
180,000
1,044,724.5
37,656
936,000
Family
Working
Higher education
Married
House / apartment
0.020713
-11,418
-3,351
-5,597
-2,717
null
1
1
0
1
0
0
Accountants
3
3
2
SATURDAY
11
0
0
0
0
0
0
Medicine
0.175839
0.457398
0.39622
0.1753
0.1396
0.9896
null
null
0.2
0.1724
0.375
null
0.1454
null
0.2276
null
0
0.1786
0.1449
0.9896
null
null
0.2014
0.1724
0.375
null
0.1487
null
0.2371
null
0
0.177
0.1396
0.9896
null
null
0.2
0.1724
0.375
null
0.1479
null
0.2317
null
0
null
block of flats
0.2001
Panel
No
6
0
6
0
-2,295
0
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
100,538
00
Cash loans
M
Y
N
1
157,500
450,000
24,412.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-16,060
-3,031
-3,116
-3,076
15
1
1
0
1
0
0
Security staff
3
2
2
WEDNESDAY
10
0
0
0
0
1
1
Industry: type 3
0.456317
0.413111
0.093225
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,254
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
2
100,539
00
Cash loans
M
N
Y
0
184,500
225,000
22,252.5
225,000
Unaccompanied
State servant
Secondary / secondary special
Single / not married
House / apartment
0.02461
-14,678
-3,353
-2,155
-5,501
null
1
1
0
1
1
0
Core staff
1
2
2
MONDAY
20
0
0
0
0
0
0
Military
0.650523
0.729299
0.773896
0.033
0.0316
0.9727
0.626
null
0
0.069
0.125
0.1667
0.0119
0.0269
0.0256
0
0
0.0336
0.0328
0.9727
0.6406
null
0
0.069
0.125
0.1667
0.0122
0.0294
0.0267
0
0
0.0333
0.0316
0.9727
0.631
null
0
0.069
0.125
0.1667
0.0121
0.0274
0.0261
0
0
null
block of flats
0.0217
Stone, brick
No
0
0
0
0
-1,831
0
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
100,540
11
Cash loans
F
N
Y
1
157,500
338,832
26,901
292,500
Unaccompanied
State servant
Secondary / secondary special
Single / not married
House / apartment
0.018029
-9,289
-1,003
-823
-1,952
null
1
1
0
1
0
0
Medicine staff
2
3
3
TUESDAY
11
0
0
0
0
0
0
Medicine
0.040684
0.306506
0.39622
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-683
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
100,541
11
Cash loans
F
Y
N
2
180,000
900,000
43,299
900,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.018209
-10,616
-1,065
-3,964
-2,700
17
1
1
1
1
0
0
Sales staff
3
3
3
MONDAY
14
0
0
0
0
1
1
Self-employed
null
0.08455
0.144648
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-697
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
100,542
00
Cash loans
F
N
Y
0
112,500
156,339
11,245.5
130,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.011703
-16,388
-8,923
-7,741
-4,192
null
1
1
0
1
0
0
Medicine staff
2
2
2
TUESDAY
11
0
0
0
1
0
1
Medicine
0.526415
0.728171
0.391055
0.0928
0.0813
0.9891
0.8504
0.0107
0
0.2069
0.1667
0.0417
0.0936
0.0756
0.0846
0
0
0.0945
0.0843
0.9891
0.8563
0.0108
0
0.2069
0.1667
0.0417
0.0958
0.0826
0.0882
0
0
0.0937
0.0813
0.9891
0.8524
0.0108
0
0.2069
0.1667
0.0417
0.0953
0.077
0.0861
0
0
reg oper spec account
block of flats
0.0724
Panel
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
4
2
100,543
00
Cash loans
F
N
Y
0
157,500
225,000
26,703
225,000
Family
Pensioner
Secondary / secondary special
Separated
House / apartment
0.016612
-20,173
365,243
-9,054
-3,717
null
1
0
0
1
0
1
null
1
2
2
MONDAY
15
0
0
0
0
0
0
XNA
null
0.588043
0.283712
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,227
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
100,544
00
Cash loans
F
N
Y
0
96,750
252,000
13,176
252,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.018209
-13,583
-117
-2,717
-2,727
null
1
1
0
1
0
0
Sales staff
1
3
3
TUESDAY
10
0
0
0
1
1
0
Trade: type 3
0.389731
0.034576
0.215182
0.1113
0.1
0.9871
0.8232
0.1627
0
0.2069
0.1667
0.0417
0.0192
0.0899
0.0876
0.0039
0.085
0.1134
0.1038
0.9871
0.8301
0.1642
0
0.2069
0.1667
0.0417
0.0196
0.0983
0.0913
0.0039
0.09
0.1124
0.1
0.9871
0.8256
0.1637
0
0.2069
0.1667
0.0417
0.0195
0.0915
0.0892
0.0039
0.0868
reg oper account
block of flats
0.0889
Panel
No
0
0
0
0
-82
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
100,545
00
Cash loans
F
N
Y
0
144,000
1,012,500
29,736
1,012,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-19,058
-10,089
-1,320
-1,153
null
1
1
0
1
0
0
null
2
2
2
TUESDAY
9
0
0
0
0
1
1
Emergency
null
0.682751
0.556727
0.0639
null
0.998
null
null
0
0.1379
0.1667
null
null
null
0.0784
null
0.0753
0.0651
null
0.998
null
null
0
0.1379
0.1667
null
null
null
0.0817
null
0.0797
0.0645
null
0.998
null
null
0
0.1379
0.1667
null
null
null
0.0799
null
0.0769
null
block of flats
0.0958
Block
No
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
3
100,546
00
Cash loans
M
N
Y
0
67,500
508,495.5
21,672
454,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.031329
-23,539
365,243
-6,397
-4,677
null
1
0
0
1
0
0
null
2
2
2
THURSDAY
8
0
0
0
0
0
0
XNA
null
0.162192
0.551381
0.0021
null
0.9841
null
null
null
0.0345
0
null
null
null
0.0018
null
0
0.0021
null
0.9841
null
null
null
0.0345
0
null
null
null
0.0019
null
0
0.0021
null
0.9841
null
null
null
0.0345
0
null
null
null
0.0018
null
0
null
block of flats
0.0014
Stone, brick
No
0
0
0
0
-2,368
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,547
11
Cash loans
M
Y
N
0
211,500
450,000
21,888
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-10,037
-148
-781
-2,714
1
1
1
1
1
1
1
High skill tech staff
2
2
2
SATURDAY
11
0
1
1
0
1
1
Other
null
0.220605
0.273565
0.0247
null
0.9767
null
null
0
0.1034
0.0417
null
null
null
0.0199
null
0
0.0252
null
0.9767
null
null
0
0.1034
0.0417
null
null
null
0.0207
null
0
0.025
null
0.9767
null
null
0
0.1034
0.0417
null
null
null
0.0202
null
0
null
block of flats
0.0156
Stone, brick
No
0
0
0
0
-1,401
0
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
100,549
00
Cash loans
F
N
Y
0
225,000
545,040
28,350
450,000
Other_A
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.032561
-16,540
-3,845
-1,484
-55
null
1
1
0
1
0
0
Private service staff
1
1
1
TUESDAY
16
0
0
0
0
0
0
Trade: type 3
null
0.193733
null
0.0289
null
0.929
0.0276
null
null
0.1034
0.1667
null
0.0176
0.0151
0.0487
0.0386
0.0581
0.0294
null
0.929
0.0657
null
null
0.1034
0.1667
null
0.018
0.0165
0.0507
0.0389
0.0615
0.0291
null
0.929
0.0406
null
null
0.1034
0.1667
null
0.0179
0.0154
0.0496
0.0388
0.0593
reg oper account
block of flats
0.0509
Stone, brick
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
2
100,550
00
Cash loans
F
Y
Y
0
247,500
669,591
24,178.5
508,500
Family
Commercial associate
Higher education
Married
House / apartment
0.035792
-13,768
-2,722
-6,902
-4,257
21
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.507368
0.63994
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
-1,791
0
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
100,554
00
Cash loans
F
Y
Y
0
225,000
1,125,000
31,068
1,125,000
Unaccompanied
Commercial associate
Higher education
Married
Office apartment
0.028663
-11,980
-486
-2,360
-4,334
7
1
1
0
1
0
0
Managers
2
2
2
THURSDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.623869
0.775155
0.0753
null
0.9935
0.9116
null
null
0.0345
0.5833
0.625
null
null
0.1216
null
0.123
0.0767
null
0.9935
0.9151
null
null
0.0345
0.5833
0.625
null
null
0.1267
null
0.1303
0.076
null
0.9935
0.9128
null
null
0.0345
0.5833
0.625
null
null
0.1238
null
0.1256
null
block of flats
0.1224
null
No
0
0
0
0
-441
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
100,555
00
Cash loans
F
N
N
0
112,500
337,500
17,230.5
337,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
Rented apartment
0.028663
-12,293
-304
-81
-4,476
null
1
1
0
1
0
0
Sales staff
1
2
2
FRIDAY
8
0
0
0
1
1
0
Trade: type 7
null
0.515845
0.52989
0.0227
null
0.9826
null
null
null
0.1034
0.0417
null
null
null
0.0194
null
null
0.0231
null
0.9826
null
null
null
0.1034
0.0417
null
null
null
0.0202
null
null
0.0229
null
0.9826
null
null
null
0.1034
0.0417
null
null
null
0.0198
null
null
null
block of flats
0.0153
Stone, brick
No
8
0
7
0
-438
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,556
00
Cash loans
F
N
Y
0
58,500
50,940
4,959
45,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.0105
-22,735
365,243
-1,583
-4,711
null
1
0
0
1
0
0
null
1
3
3
THURSDAY
10
0
0
0
0
0
0
XNA
null
0.742158
null
0.0742
null
0.9851
null
null
null
0.069
0.3333
null
null
null
null
null
null
0.0756
null
0.9851
null
null
null
0.069
0.3333
null
null
null
null
null
null
0.0749
null
0.9851
null
null
null
0.069
0.3333
null
null
null
null
null
null
null
block of flats
0.0602
Stone, brick
No
0
0
0
0
-1,086
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
100,557
00
Cash loans
F
Y
Y
0
225,000
1,320,975
43,785
1,183,500
Unaccompanied
Commercial associate
Incomplete higher
Married
House / apartment
0.018801
-10,825
-1,802
-4,757
-2,238
11
1
1
0
1
1
0
Sales staff
2
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.610857
0.348836
0.631355
0.1113
0.0665
0.9836
0.7756
0.068
0.12
0.1034
0.3333
0.375
0.1036
0.0908
0.1158
0
0
0.1134
0.069
0.9836
0.7844
0.0686
0.1208
0.1034
0.3333
0.375
0.1059
0.0992
0.1206
0
0
0.1124
0.0665
0.9836
0.7786
0.0685
0.12
0.1034
0.3333
0.375
0.1054
0.0923
0.1179
0
0
reg oper account
block of flats
0.1197
Panel
No
0
0
0
0
-1,266
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
100,558
00
Revolving loans
M
N
Y
0
157,500
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-19,499
-1,299
-7,244
-3,057
null
1
1
1
1
1
0
Laborers
2
2
2
TUESDAY
12
0
0
0
0
0
0
Business Entity Type 3
null
0.197612
0.098859
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
4
0
-211
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,559
00
Cash loans
F
Y
Y
0
450,000
2,286,211.5
116,266.5
2,182,500
Unaccompanied
State servant
Higher education
Married
House / apartment
0.01885
-20,589
-13,994
-5,893
-4,106
7
1
1
0
1
0
0
Core staff
2
2
2
MONDAY
16
0
0
0
0
0
0
Security Ministries
null
0.503266
null
0.1485
0.0861
0.9816
0.7484
0.0336
0.16
0.1379
0.3333
0.375
0.0893
0.121
0.1553
0
0
0.1513
0.0894
0.9816
0.7583
0.0339
0.1611
0.1379
0.3333
0.375
0.0913
0.1322
0.1618
0
0
0.1499
0.0861
0.9816
0.7518
0.0338
0.16
0.1379
0.3333
0.375
0.0909
0.1231
0.1581
0
0
reg oper spec account
block of flats
0.1405
Panel
No
1
0
1
0
-2,675
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
100,560
00
Cash loans
F
N
N
0
49,500
225,000
11,488.5
225,000
Unaccompanied
Pensioner
Higher education
Married
Municipal apartment
0.006305
-21,157
365,243
-8,746
-4,279
null
1
0
0
1
0
0
null
2
3
3
THURSDAY
11
0
0
0
0
0
0
XNA
null
0.574461
0.252599
0.0361
0.0398
0.9617
0.4764
0.0061
0
0.069
0.125
0.1667
0.0508
0.0294
0.0496
0
0
0.0368
0.0413
0.9618
0.4969
0.0061
0
0.069
0.125
0.1667
0.052
0.0321
0.0517
0
0
0.0364
0.0398
0.9617
0.4834
0.0061
0
0.069
0.125
0.1667
0.0517
0.0299
0.0505
0
0
reg oper account
block of flats
0.0424
Stone, brick
No
0
0
0
0
-961
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
100,562
00
Revolving loans
M
N
Y
1
337,500
675,000
33,750
675,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.04622
-12,232
-4,332
-4,130
-263
null
1
1
0
1
0
0
Managers
3
1
1
SATURDAY
11
0
0
0
0
0
0
Military
0.576783
0.031671
0.3791
0.0402
0
0.9821
0.7552
0.025
0
0.0345
0.0417
0.0833
0.0144
0.0328
0.0224
0
0
0.041
0
0.9821
0.7648
0.0252
0
0.0345
0.0417
0.0833
0.0147
0.0358
0.0233
0
0
0.0406
0
0.9821
0.7585
0.0251
0
0.0345
0.0417
0.0833
0.0146
0.0333
0.0228
0
0
not specified
block of flats
0.0267
Stone, brick
No
0
0
0
0
-1,530
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
100,563
00
Cash loans
F
N
Y
0
135,000
1,175,314.5
38,974.5
1,053,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006305
-15,227
-1,615
-5,921
-3,705
null
1
1
0
1
1
0
Sales staff
2
3
3
THURSDAY
6
0
0
0
0
0
0
Trade: type 7
0.439762
0.460477
0.52989
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
2
4
2
-298
0
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
100,564
00
Cash loans
M
N
Y
2
180,000
835,380
40,320
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
Municipal apartment
0.04622
-16,304
-811
-8,807
-4,955
null
1
1
0
1
0
0
Drivers
4
1
1
WEDNESDAY
16
0
0
0
0
0
0
Government
null
0.514376
0.486653
0.1227
0
0.9776
0.694
0.0003
0
0.2759
0.1667
0.2083
0.0603
0.1
0.1085
0
0
0.125
0
0.9777
0.706
0.0003
0
0.2759
0.1667
0.2083
0.0617
0.1093
0.1131
0
0
0.1239
0
0.9776
0.6981
0.0003
0
0.2759
0.1667
0.2083
0.0613
0.1018
0.1105
0
0
org spec account
block of flats
0.0855
Panel
No
0
0
0
0
-2,275
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
100,565
00
Cash loans
F
N
Y
0
112,500
518,562
25,078.5
463,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.031329
-20,934
365,243
-1,377
-4,010
null
1
0
0
1
0
0
null
2
2
2
THURSDAY
10
0
0
0
0
0
0
XNA
null
0.657316
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-168
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,566
00
Cash loans
F
N
Y
1
117,000
932,643
27,400.5
778,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-18,125
-3,443
-5,118
-1,680
null
1
1
0
1
0
0
Cooking staff
3
3
2
THURSDAY
10
0
0
0
0
0
0
Medicine
0.500328
0.726127
0.773896
null
null
0.9752
null
null
null
null
null
null
null
null
0.008
null
null
null
null
0.9752
null
null
null
null
null
null
null
null
0.0083
null
null
null
null
0.9752
null
null
null
null
null
null
null
null
0.0081
null
null
null
block of flats
0.0069
null
Yes
0
0
0
0
-189
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
100,567
11
Revolving loans
M
Y
Y
0
99,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-8,063
-261
-738
-735
10
1
1
0
1
0
0
Sales staff
2
2
2
MONDAY
12
0
0
0
0
0
0
Self-employed
0.129326
0.29166
0.217629
0.0289
0.0328
0.9727
0.626
0.0056
0
0.1724
0.0833
0.125
0.0184
0.0235
0.0313
0
0
0.0294
0.0341
0.9727
0.6406
0.0056
0
0.1724
0.0833
0.125
0.0189
0.0257
0.0326
0
0
0.0291
0.0328
0.9727
0.631
0.0056
0
0.1724
0.0833
0.125
0.0188
0.0239
0.0319
0
0
reg oper account
block of flats
0.0246
Block
No
1
0
1
0
-390
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
100,570
00
Cash loans
F
Y
N
0
180,000
1,395,000
36,927
1,395,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.028663
-13,162
-215
-7,286
-4,794
5
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
15
0
0
0
0
0
0
Business Entity Type 3
null
0.569546
0.621226
0.1495
0.0934
0.9876
0.83
0.0314
0.16
0.1379
0.3333
0.375
0.0772
0.121
0.1551
0.0039
0.0006
0.1523
0.0969
0.9876
0.8367
0.0317
0.1611
0.1379
0.3333
0.375
0.0789
0.1322
0.1616
0.0039
0.0007
0.1509
0.0934
0.9876
0.8323
0.0316
0.16
0.1379
0.3333
0.375
0.0785
0.1231
0.1579
0.0039
0.0006
reg oper account
block of flats
0.1393
Panel
No
0
0
0
0
-19
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
100,571
00
Cash loans
M
Y
Y
2
292,500
983,299.5
39,127.5
904,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.002042
-9,970
-1,912
-456
-2,464
10
1
1
0
1
0
0
Drivers
4
3
3
WEDNESDAY
16
0
0
0
0
0
0
Transport: type 4
0.149511
0.132631
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
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
100,572
00
Cash loans
F
N
Y
0
31,500
314,055
13,437
238,500
Unaccompanied
Pensioner
Lower secondary
Married
House / apartment
0.031329
-19,110
365,243
-9,012
-2,663
null
1
0
0
1
0
0
null
2
2
2
FRIDAY
9
0
0
0
0
0
0
XNA
null
0.468946
0.713631
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
100,573
00
Cash loans
F
Y
N
1
157,500
961,146
26,559
688,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.015221
-13,482
-1,684
-2,152
-2,226
1
1
1
0
1
1
0
null
3
2
2
WEDNESDAY
13
0
0
0
0
0
0
Kindergarten
0.432729
0.568248
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
4
0
3
0
-1,478
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,574
00
Cash loans
M
Y
Y
0
225,000
1,125,000
60,070.5
1,125,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.026392
-18,280
-241
-12,213
-1,817
4
1
1
1
1
0
0
Drivers
2
2
2
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 3
null
0.717455
0.812823
0.1485
0.1115
0.9806
null
null
0.16
0.1379
0.3333
null
null
null
0.1585
null
0
0.1513
0.1157
0.9806
null
null
0.1611
0.1379
0.3333
null
null
null
0.1651
null
0
0.1499
0.1115
0.9806
null
null
0.16
0.1379
0.3333
null
null
null
0.1613
null
0
null
block of flats
0.1468
Panel
No
2
0
2
0
-1,417
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
100,575
00
Cash loans
M
Y
Y
0
108,000
247,275
17,586
225,000
Unaccompanied
Pensioner
Higher education
Civil marriage
House / apartment
0.00823
-22,443
365,243
-1,824
-4,272
4
1
0
0
1
0
0
null
2
2
2
FRIDAY
14
0
0
0
0
0
0
XNA
0.853753
0.533703
0.785052
0.1845
0.1715
0.9975
null
null
0
0.4138
0.1667
null
null
null
0.1324
null
0.1653
0.1555
0.178
0.997
null
null
0
0.3448
0.1667
null
null
null
0.138
null
0.175
0.1863
0.1715
0.9975
null
null
0
0.4138
0.1667
null
null
null
0.1348
null
0.1687
null
block of flats
0.1694
Stone, brick
No
1
0
1
0
-523
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
100,576
00
Cash loans
F
N
Y
2
180,000
225,000
24,363
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.032561
-12,803
-342
-6,902
-3,485
null
1
1
0
1
0
0
Cooking staff
4
1
1
MONDAY
12
0
0
0
0
0
0
Other
null
0.764189
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,220
0
0
0
0
0
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