SK_ID_CURR
int64
100k
456k
TARGET
int64
0
1
NAME_CONTRACT_TYPE
stringclasses
2 values
CODE_GENDER
stringclasses
2 values
FLAG_OWN_CAR
stringclasses
2 values
FLAG_OWN_REALTY
stringclasses
2 values
CNT_CHILDREN
int64
0
8
AMT_INCOME_TOTAL
float64
27k
1.8M
AMT_CREDIT
float64
45k
3.08M
AMT_ANNUITY
float64
3.05k
225k
AMT_GOODS_PRICE
float64
45k
2.93M
NAME_TYPE_SUITE
stringclasses
7 values
NAME_INCOME_TYPE
stringclasses
4 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
-25,165
-7,680
DAYS_EMPLOYED
int64
-15,943
365k
DAYS_REGISTRATION
float64
-19,463
0
DAYS_ID_PUBLISH
int64
-6,259
-1
OWN_CAR_AGE
float64
0
65
FLAG_MOBIL
int64
1
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
10
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
1
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
0.03
0.94
EXT_SOURCE_2
float64
0
0.86
EXT_SOURCE_3
float64
0
0.88
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
26
DEF_30_CNT_SOCIAL_CIRCLE
float64
0
4
OBS_60_CNT_SOCIAL_CIRCLE
float64
0
26
DEF_60_CNT_SOCIAL_CIRCLE
float64
0
4
DAYS_LAST_PHONE_CHANGE
float64
-3,791
0
FLAG_DOCUMENT_2
int64
0
0
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
0
FLAG_DOCUMENT_11
int64
0
1
FLAG_DOCUMENT_12
int64
0
0
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
4
AMT_REQ_CREDIT_BUREAU_WEEK
float64
0
4
AMT_REQ_CREDIT_BUREAU_MON
float64
0
17
AMT_REQ_CREDIT_BUREAU_QRT
float64
0
6
AMT_REQ_CREDIT_BUREAU_YEAR
float64
0
9
321,826
0
Cash loans
M
N
Y
1
202,500
986,346
35,559
832,500
Family
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.010147
-21,170
365,243
-694
-4,628
7
1
0
0
1
0
1
Laborers
3
2
2
WEDNESDAY
13
0
0
0
0
0
0
XNA
0.689046
0.547031
0.158555
0.0649
0.071
0.9985
0.9796
0.0097
0
0.1034
0.0833
0.125
0.0133
0.053
0.0342
0
0
0.0662
0.0737
0.9985
0.9804
0.0098
0
0.1034
0.0833
0.125
0.0137
0.0579
0.0356
0
0
0.0656
0.071
0.9985
0.9799
0.0098
0
0.1034
0.0833
0.125
0.0136
0.0539
0.0348
0
0
reg oper account
block of flats
0.0441
Stone, brick
No
1
0
0
0
-3,298
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
0
389,233
0
Cash loans
F
N
Y
0
180,000
225,000
22,383
225,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.015221
-15,320
-3,953
-7,439
-3,912
7
1
1
0
1
0
0
Managers
2
2
2
TUESDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.47228
0.657793
0.368969
0.049
0.0479
0.9742
0.6464
0.0192
0
0.1207
0.125
0.1667
0.046
0.0387
0.0377
0.0116
0.0062
0.0483
0.0497
0.9742
0.6602
0.0194
0
0.1034
0.125
0.1667
0.047
0.0422
0.0393
0.0117
0.0065
0.0494
0.0479
0.9742
0.6511
0.0194
0
0.1207
0.125
0.1667
0.0468
0.0393
0.0384
0.0116
0.0063
reg oper account
block of flats
0.0416
Stone, brick
No
0
0
0
0
-387
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
0
361,364
1
Cash loans
F
N
N
0
157,500
573,408
29,407.5
495,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.007274
-19,824
-988
-659
-696
7
1
1
0
1
0
0
Cooking staff
1
2
2
THURSDAY
15
0
0
0
0
0
0
Self-employed
0.768138
0.501806
0.7463
0.0993
0.1145
0.9921
0.8912
0.0244
0.1064
0.0459
0.5
0.0417
0
0.0787
0.0922
0.0103
0.0183
0.0966
0.1175
0.9891
0.8563
0.0163
0.0806
0.0345
0.4583
0.0417
0
0.0836
0.0719
0.0039
0.006
0.0978
0.1134
0.9891
0.8524
0.0165
0.08
0.0345
0.4583
0.0417
0
0.0787
0.0766
0.0078
0.0139
reg oper spec account
block of flats
0.0572
Stone, brick
No
0
0
0
0
-127
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
140,187
0
Cash loans
F
Y
Y
2
180,000
781,920
43,659
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.030755
-14,366
-188
-3,850
-4,368
7
1
1
0
1
0
0
Core staff
4
2
2
FRIDAY
11
0
0
0
1
1
0
Other
0.491363
0.561864
0.332851
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-1,798
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
382,316
0
Cash loans
F
N
Y
2
67,500
269,550
14,751
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019689
-13,219
-6,035
-6,230
-4,732
7
1
1
1
1
1
0
Core staff
4
2
2
TUESDAY
8
0
0
0
0
0
0
Kindergarten
0.356323
0.275536
0.533482
0.0082
0
0.9752
0.8232
0
0
0.0345
0.0417
0.2083
0.0273
0.0504
0.0043
0
0
0.0084
0
0.9752
0.8301
0
0
0.0345
0.0417
0.2083
0.0279
0.0551
0.0045
0
0
0.0083
0
0.9752
0.8256
0
0
0.0345
0.0417
0.2083
0.0278
0.0513
0.0044
0
0
reg oper account
block of flats
0.0051
Wooden
No
2
0
2
0
-425
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
235,425
0
Cash loans
F
N
Y
0
202,500
1,065,433.5
42,385.5
913,500
Family
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.014464
-19,804
-1,609
-7,643
-3,250
7
1
1
0
1
1
0
Cleaning staff
1
2
2
WEDNESDAY
4
0
0
0
0
0
0
Housing
0.356323
0.695955
0.7463
0.066
0.0597
0.9796
0.7212
0.0231
0
0.1379
0.1667
0.0417
0.0484
0.0521
0.0594
0.0116
0.016
0.0672
0.062
0.9796
0.7321
0.0233
0
0.1379
0.1667
0.0417
0.0496
0.0569
0.0618
0.0117
0.0169
0.0666
0.0597
0.9796
0.7249
0.0233
0
0.1379
0.1667
0.0417
0.0493
0.053
0.0604
0.0116
0.0163
org spec account
block of flats
0.062
Stone, brick
No
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
2
356,665
0
Cash loans
F
N
N
1
103,500
255,960
14,823
202,500
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.04622
-10,931
-1,570
-11
-3,580
7
1
1
0
1
0
0
High skill tech staff
3
1
1
TUESDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.477237
0.708664
0.785052
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
0
-491
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
307,264
0
Cash loans
M
N
Y
1
225,000
239,850
25,317
225,000
Unaccompanied
State servant
Higher education
Civil marriage
House / apartment
0.019689
-13,398
-5,322
-2,379
-5,356
7
1
1
0
1
0
0
Core staff
3
2
2
MONDAY
10
0
0
0
1
0
1
Police
0.416898
0.424624
0.607557
0.0237
0
0.9737
0.6396
0.0028
0
0.069
0.0833
0.125
0.0244
0.0193
0.0181
0
0.0053
0.0242
0
0.9737
0.6537
0.0029
0
0.069
0.0833
0.125
0.0249
0.0211
0.0188
0
0.0056
0.0239
0
0.9737
0.6444
0.0029
0
0.069
0.0833
0.125
0.0248
0.0197
0.0184
0
0.0054
reg oper account
block of flats
0.0162
Stone, brick
No
2
0
2
0
-1,974
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
280,198
1
Cash loans
F
N
Y
0
81,000
210,456
10,363.5
166,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.005313
-10,015
-3,088
-6,939
-483
7
1
1
1
1
1
0
Core staff
2
2
2
FRIDAY
13
0
0
0
0
0
0
Postal
0.356323
0.29237
0.7463
0.0746
0
0.9846
0.7892
0.013
0.0264
0.1379
0.2221
0.0417
0.0641
0.06
0.0731
0.0039
0.024
0.063
0
0.9846
0.7975
0.0097
0
0.069
0.1667
0.0417
0.0413
0.0551
0.0623
0
0
0.0697
0
0.9846
0.792
0.0145
0
0.1379
0.1667
0.0417
0.0739
0.0547
0.0716
0
0
reg oper account
block of flats
0.0541
Panel
No
0
0
0
0
-1,985
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
369,848
0
Cash loans
F
N
N
0
180,000
990,000
31,936.5
990,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-14,719
-3,163
-5,590
-747
7
1
1
1
1
1
0
Core staff
2
2
2
MONDAY
16
0
0
0
0
0
0
Kindergarten
0.647077
0.052538
0.574447
0.0433
0
0.9846
0.8232
0
0
0.0345
0.0417
0.2083
0
0.0504
0.0186
0
0.0226
0.0441
0
0.9846
0.8301
0
0
0.0345
0.0417
0.2083
0
0.0551
0.0194
0
0.0239
0.0437
0
0.9846
0.8256
0
0
0.0345
0.0417
0.2083
0
0.0513
0.019
0
0.0231
reg oper account
block of flats
0.0196
Wooden
No
3
0
3
0
-647
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
260,014
0
Cash loans
F
N
Y
3
49,500
545,040
26,640
450,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.00712
-10,956
-3,995
-416
-3,610
7
1
1
0
1
0
0
Laborers
5
2
2
TUESDAY
15
0
0
0
0
0
0
Kindergarten
0.478578
0.667293
0.54781
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-2,660
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
338,633
0
Cash loans
M
Y
N
0
225,000
265,536
13,684.5
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.025164
-14,758
-219
-8,883
-4,313
9
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
10
0
0
0
0
1
1
Industry: type 3
0.319572
0.699814
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,265
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
357,935
0
Cash loans
M
Y
N
0
157,500
545,040
35,617.5
450,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.035792
-10,014
-132
-4,538
-2,058
12
1
1
0
1
1
0
Laborers
2
2
2
MONDAY
20
0
0
0
1
1
0
Construction
0.231608
0.523094
0.664248
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,374
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
126,402
0
Cash loans
F
N
Y
0
121,500
755,190
32,125.5
675,000
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.006296
-14,018
-312
-4,859
-4,858
7
1
1
0
1
1
0
Laborers
2
3
3
WEDNESDAY
12
0
0
0
0
0
0
Trade: type 7
0.692355
0.785244
0.567379
0.1485
0.3041
0.9866
0.8232
0
0.16
0.1379
0.3333
0.2083
0.0625
0.0504
0.0988
0
0.2525
0.1513
0.3156
0.9866
0.8301
0
0.1611
0.1379
0.3333
0.2083
0.0639
0.0551
0.103
0
0.2673
0.1499
0.3041
0.9866
0.8256
0
0.16
0.1379
0.3333
0.2083
0.0636
0.0513
0.1006
0
0.2578
reg oper account
block of flats
0.1326
Monolithic
No
0
0
0
0
-1,180
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
182,477
0
Cash loans
F
N
Y
1
135,000
568,800
15,772.5
450,000
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.022625
-10,852
-339
-19
-2,344
7
1
1
0
1
0
0
Core staff
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
School
0.524429
0.558723
0.583238
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
8
0
8
0
-394
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
2
0
105,413
0
Cash loans
F
Y
Y
0
180,000
1,042,560
34,587
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.025164
-14,539
-1,780
-8,652
-5,075
0
1
1
0
1
0
0
Laborers
1
2
2
WEDNESDAY
15
0
0
0
0
0
0
Self-employed
0.564123
0.670127
0.56206
0.2134
0.136
0.9801
0.728
0.1203
0.16
0.1379
0.3333
0.375
0
0.1731
0.1978
0.0039
0.0039
0.2174
0.1411
0.9801
0.7387
0.1214
0.1611
0.1379
0.3333
0.375
0
0.1892
0.2061
0.0039
0.0041
0.2155
0.136
0.9801
0.7316
0.1211
0.16
0.1379
0.3333
0.375
0
0.1761
0.2014
0.0039
0.0039
reg oper account
block of flats
0.2269
Panel
No
0
0
0
0
-2,443
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
3
133,714
0
Cash loans
F
N
Y
1
270,000
314,100
16,033.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-15,751
-1,863
-5,346
-4,137
7
1
1
0
1
0
0
Sales staff
3
1
1
TUESDAY
11
0
1
1
0
0
0
Self-employed
0.356323
0.726557
0.7463
0.2794
0.1091
0.9886
0.8436
0.0785
0.32
0.1379
0.6667
0.7083
1
0.2278
0.2961
0
0
0.2847
0.1132
0.9886
0.8497
0.0792
0.3222
0.1379
0.6667
0.7083
1
0.2489
0.3085
0
0
0.2821
0.1091
0.9886
0.8457
0.079
0.32
0.1379
0.6667
0.7083
1
0.2317
0.3014
0
0
reg oper account
block of flats
0.2338
Panel
No
1
0
1
0
-695
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
267,482
1
Cash loans
M
N
Y
0
405,000
1,494,486
43,825.5
1,305,000
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.020713
-18,022
-2,894
-251
-1,565
7
1
1
0
1
0
0
Core staff
2
3
3
MONDAY
6
0
0
0
0
1
1
Emergency
0.356323
0.073394
0.665855
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
10
0
10
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
264,435
0
Cash loans
F
Y
Y
0
180,000
526,491
18,909
454,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.022625
-21,703
365,243
-8,614
-4,900
4
1
0
0
1
1
0
Laborers
2
2
2
TUESDAY
13
0
0
0
0
0
0
XNA
0.828039
0.690019
0.569149
0.1082
0.1434
0.9876
0.83
0.0093
0.16
0.1379
0.2083
0.25
0.0777
0.0883
0.1137
0
0.0089
0.1103
0.1488
0.9876
0.8367
0.0094
0.1611
0.1379
0.2083
0.25
0.0795
0.0964
0.1184
0
0.0094
0.1093
0.1434
0.9876
0.8323
0.0094
0.16
0.1379
0.2083
0.25
0.0791
0.0898
0.1157
0
0.0091
reg oper account
block of flats
0.0964
Stone, brick
No
6
4
6
2
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
3
194,109
0
Cash loans
F
N
N
0
112,500
272,520
21,658.5
225,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.025164
-24,379
365,243
-1,170
-2,916
7
1
0
0
1
0
0
Laborers
2
2
2
TUESDAY
13
0
0
0
0
0
0
XNA
0.356323
0.340971
0.45969
0.1371
0.0833
0.9796
0.7212
0.0313
0
0.2759
0.1667
0.2083
0.1378
0.1084
0.1189
0.0154
0.0223
0.1397
0.0865
0.9796
0.7321
0.0316
0
0.2759
0.1667
0.2083
0.141
0.1185
0.1239
0.0156
0.0237
0.1384
0.0833
0.9796
0.7249
0.0315
0
0.2759
0.1667
0.2083
0.1402
0.1103
0.121
0.0155
0.0228
org spec account
block of flats
0.1155
Stone, brick
No
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
424,166
0
Revolving loans
M
N
Y
0
270,000
135,000
6,750
135,000
Family
Working
Higher education
Married
House / apartment
0.018634
-18,933
-4,046
-8,483
-2,488
7
1
1
0
1
0
0
Managers
2
2
2
MONDAY
14
0
0
0
0
0
0
Industry: type 11
0.356323
0.578465
0.276441
0.2021
0.0953
0.9886
0.8232
0
0.2
0.1724
0.375
0.2083
0
0.0504
0.2163
0
0.0046
0.2059
0.0989
0.9886
0.8301
0
0.2014
0.1724
0.375
0.2083
0
0.0551
0.2253
0
0.0049
0.204
0.0953
0.9886
0.8256
0
0.2
0.1724
0.375
0.2083
0
0.0513
0.2202
0
0.0047
reg oper account
block of flats
0.1701
Panel
No
0
0
0
0
-2,503
0
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
339,415
0
Cash loans
M
Y
Y
1
112,500
640,080
31,261.5
450,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.006852
-18,569
-2,311
-7,958
-1,863
41
1
1
0
1
0
0
Laborers
3
3
3
SATURDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.472924
0.096948
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
5
0
5
0
-447
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
328,538
0
Revolving loans
F
N
Y
0
81,000
135,000
6,750
135,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019689
-15,977
-2,980
-3,468
-4,797
7
1
1
1
1
0
0
Cooking staff
2
2
2
THURSDAY
16
0
0
0
0
1
1
Other
0.356323
0.485879
0.570917
0.0825
0
0.9742
0.8232
0
0
0.0345
0
0.2083
0.0024
0.0504
0.0013
0
0
0.084
0
0.9742
0.8301
0
0
0.0345
0
0.2083
0.0024
0.0551
0.0014
0
0
0.0833
0
0.9742
0.8256
0
0
0.0345
0
0.2083
0.0024
0.0513
0.0013
0
0
reg oper account
block of flats
0.001
Panel
Yes
4
2
4
0
-1,720
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
301,334
0
Cash loans
M
Y
N
2
180,000
700,830
18,616.5
585,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019689
-12,431
-824
-6,336
-4,749
14
1
1
0
1
0
0
Drivers
4
2
2
TUESDAY
7
0
0
0
0
0
0
Construction
0.356323
0.616808
0.546023
0.0247
0
0.9682
0.8232
0
0
0.1034
0.0417
0.2083
0
0.0504
0.0243
0
0
0.0252
0
0.9682
0.8301
0
0
0.1034
0.0417
0.2083
0
0.0551
0.0253
0
0
0.025
0
0.9682
0.8256
0
0
0.1034
0.0417
0.2083
0
0.0513
0.0247
0
0
reg oper account
block of flats
0.0204
Wooden
No
0
0
0
0
-19
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
241,659
0
Revolving loans
F
N
Y
0
225,000
180,000
9,000
180,000
Family
State servant
Incomplete higher
Single / not married
House / apartment
0.006305
-11,437
-2,204
-5,415
-3,854
7
1
1
1
1
0
0
Laborers
1
3
3
SUNDAY
5
0
0
0
0
1
1
Military
0.431707
0.556706
0.600658
0.0825
0.0882
0.9801
0.728
0.0416
0
0.1379
0.1667
0.0417
0.0776
0.0672
0.0779
0
0
0.084
0.0915
0.9801
0.7387
0.042
0
0.1379
0.1667
0.0417
0.0793
0.0735
0.0812
0
0
0.0833
0.0882
0.9801
0.7316
0.0419
0
0.1379
0.1667
0.0417
0.0789
0.0684
0.0793
0
0
reg oper account
block of flats
0.0613
Panel
No
1
0
1
0
-595
0
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
100,230
0
Revolving loans
F
N
N
0
135,000
405,000
20,250
405,000
Children
Working
Secondary / secondary special
Married
House / apartment
0.008474
-19,070
-837
-6,789
-2,595
7
1
1
1
1
0
0
Sales staff
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
0.621555
0.371543
0.180888
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
10
1
10
0
-481
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
426,695
1
Cash loans
M
N
N
3
112,500
675,000
26,770.5
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.020713
-14,325
-2,012
-6,054
-155
7
1
1
0
1
1
0
Core staff
4
3
3
MONDAY
10
0
0
0
0
1
1
Trade: type 7
0.356323
0.389578
0.812823
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-102
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
105,443
1
Cash loans
M
Y
Y
2
180,000
790,434
40,486.5
706,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.04622
-14,444
-292
-2,351
-791
9
1
1
0
1
0
0
Managers
3
1
1
TUESDAY
15
0
0
0
1
1
0
Business Entity Type 3
0.356323
0.331198
0.429424
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-820
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
295,343
0
Cash loans
F
N
Y
1
90,000
129,384
10,503
108,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.02461
-13,274
-1,761
-430
-3,254
7
1
1
0
1
0
0
Core staff
3
2
2
FRIDAY
12
0
0
0
0
1
1
Self-employed
0.735321
0.17753
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
7
2
6
2
-1,001
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
331,421
0
Cash loans
F
N
Y
0
157,500
765,000
22,495.5
765,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.028663
-22,614
-6,110
-11,532
-3,083
7
1
1
0
1
0
1
Cleaning staff
1
2
2
SATURDAY
8
0
0
0
0
0
0
University
0.90374
0.768745
0.652897
0.0825
0
0.9786
0.7076
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0706
0
0.138
0.084
0
0.9786
0.719
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0735
0
0.1461
0.0833
0
0.9786
0.7115
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0719
0
0.1409
reg oper account
block of flats
0.0855
Panel
No
6
1
6
0
-1,555
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
120,138
0
Cash loans
F
N
Y
0
135,000
954,000
28,021.5
954,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.025164
-15,953
-3,053
-6,846
-3,415
7
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.356323
0.114221
0.766234
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-2,566
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
216,374
0
Cash loans
M
Y
Y
0
135,000
785,398.5
35,622
702,000
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-19,079
-5,232
-5,036
-2,639
8
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.720446
0.081726
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
0
-3,022
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
277,676
1
Cash loans
F
N
Y
0
90,000
1,078,200
34,780.5
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020246
-14,228
-2,883
-618
-4,796
7
1
1
1
1
1
0
Laborers
2
3
3
SATURDAY
11
0
0
0
0
0
0
Self-employed
0.356323
0.475982
0.843544
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
4
0
4
0
-1,825
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
446,357
1
Revolving loans
M
N
Y
0
225,000
540,000
27,000
540,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.007114
-15,428
-1,152
-9,400
-4,667
7
1
1
0
1
0
0
Laborers
1
2
2
MONDAY
13
0
0
0
0
1
1
Industry: type 9
0.356323
0.133866
0.141992
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
3
0
3
0
-1,988
0
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
335,718
0
Cash loans
M
Y
Y
0
157,500
414,000
19,431
414,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-16,019
-2,581
-1,301
-2,538
8
1
1
0
1
1
0
Laborers
2
2
2
MONDAY
8
0
0
0
0
1
1
Construction
0.356323
0.287544
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-333
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
260,448
0
Cash loans
F
Y
Y
0
549,000
755,190
36,328.5
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.072508
-11,546
-3,731
-5,138
-2,344
3
1
1
1
1
1
1
Managers
2
1
1
FRIDAY
13
0
0
0
0
0
0
Other
0.337512
0.711307
0.461482
0.0619
0.0726
0.9821
0.7552
0.0814
0
0.1034
0.1667
0.2083
0
0.0504
0.0563
0
0.001
0.063
0.0753
0.9821
0.7648
0.0821
0
0.1034
0.1667
0.2083
0
0.0551
0.0586
0
0.0011
0.0625
0.0726
0.9821
0.7585
0.0819
0
0.1034
0.1667
0.2083
0
0.0513
0.0573
0
0.001
reg oper account
block of flats
0.0445
Stone, brick
No
0
0
0
0
-941
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
5
224,178
0
Cash loans
M
Y
N
0
135,000
774,000
24,624
774,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.028663
-10,151
-226
-8,138
-2,838
10
1
1
0
1
0
0
Drivers
2
2
2
FRIDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.368602
0.176653
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
3
0
3
0
-1
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
324,056
0
Cash loans
F
Y
Y
1
99,000
1,921,797
66,928.5
1,755,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-14,511
-2,447
-2,598
-855
21
1
1
0
1
0
0
Sales staff
3
3
3
SATURDAY
7
0
0
0
0
0
0
Self-employed
0.652214
0.569653
0.384207
0.1031
0.1331
0.9866
0.8164
0.0201
0
0.1724
0.1667
0.0417
0
0.0504
0.1042
0
0
0.105
0.1381
0.9866
0.8236
0.0203
0
0.1724
0.1667
0.0417
0
0.0551
0.1086
0
0
0.1041
0.1331
0.9866
0.8189
0.0202
0
0.1724
0.1667
0.0417
0
0.0513
0.1061
0
0
reg oper account
block of flats
0.093
Panel
No
3
2
3
2
-2,155
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
278,548
0
Cash loans
F
N
N
1
135,000
550,980
40,221
450,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
Municipal apartment
0.010643
-14,375
-357
-2,212
-2,297
7
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
12
0
0
0
0
0
0
Industry: type 4
0.356323
0.658679
0.612704
0.168
0.0282
0.9796
0.7212
0.0646
0
0.0345
0.1667
0.2083
0.037
0.137
0.049
0
0
0.1712
0.0292
0.9796
0.7321
0.0652
0
0.0345
0.1667
0.2083
0.0378
0.1497
0.051
0
0
0.1697
0.0282
0.9796
0.7249
0.065
0
0.0345
0.1667
0.2083
0.0376
0.1394
0.0498
0
0
reg oper account
block of flats
0.0738
Stone, brick
No
1
0
1
0
-381
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
268,638
0
Cash loans
F
Y
N
1
112,500
595,903.5
32,454
481,500
Other_B
Commercial associate
Incomplete higher
Separated
House / apartment
0.014464
-8,084
-152
-314
-234
7
1
1
0
1
0
0
Accountants
2
2
2
MONDAY
5
0
0
0
0
0
0
Restaurant
0.230645
0.44542
0.328063
0.0619
0.0628
0.9796
0.8232
0
0
0.1379
0.1667
0.2083
0.06
0.0504
0.0536
0
0
0.063
0.0652
0.9796
0.8301
0
0
0.1379
0.1667
0.2083
0.0614
0.0551
0.0559
0
0
0.0625
0.0628
0.9796
0.8256
0
0
0.1379
0.1667
0.2083
0.061
0.0513
0.0546
0
0
reg oper account
block of flats
0.0422
Panel
No
3
2
3
1
-795
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
353,663
0
Cash loans
F
N
N
0
135,000
254,700
14,350.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.020246
-24,255
365,243
-3,530
-4,420
7
1
0
0
1
0
0
Laborers
2
3
3
THURSDAY
9
0
0
0
0
0
0
XNA
0.356323
0.168346
0.728141
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-161
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
442,910
0
Cash loans
M
N
N
0
450,000
1,506,816
49,927.5
1,350,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-18,628
-1,187
-1,981
-2,138
7
1
1
0
1
1
0
High skill tech staff
2
1
1
TUESDAY
12
0
1
1
0
0
0
Business Entity Type 1
0.356323
0.625263
0.681706
0.1031
0.1013
0.9771
0.6872
0.012
0
0.1724
0.1667
0.2083
0
0.0841
0.0893
0
0
0.105
0.1052
0.9772
0.6994
0.0121
0
0.1724
0.1667
0.2083
0
0.0918
0.093
0
0
0.1041
0.1013
0.9771
0.6914
0.0121
0
0.1724
0.1667
0.2083
0
0.0855
0.0909
0
0
reg oper account
block of flats
0.0809
Panel
No
4
0
4
0
-2,261
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
406,458
0
Cash loans
M
Y
Y
1
225,000
133,659
10,120.5
108,000
Unaccompanied
State servant
Secondary / secondary special
Married
Office apartment
0.014464
-12,839
-5,532
-821
-4,943
8
1
1
0
1
0
0
Drivers
3
2
2
THURSDAY
3
0
0
0
0
0
0
Military
0.21994
0.504813
0.604113
0.134
0.0699
0.998
0.966
0.1009
0.12
0.1034
0.375
0.4167
0.1239
0.1093
0.1559
0
0
0.1366
0.0725
0.998
0.9673
0.1018
0.1208
0.1034
0.375
0.4167
0.1267
0.1194
0.1624
0
0
0.1353
0.0699
0.998
0.9665
0.1015
0.12
0.1034
0.375
0.4167
0.1261
0.1112
0.1587
0
0
not specified
block of flats
0.1413
Stone, brick
No
0
0
0
0
-1,310
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
6
280,765
0
Cash loans
F
Y
N
0
171,000
292,500
20,488.5
292,500
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.026392
-14,016
-6,879
-8,032
-4,288
2
1
1
0
1
1
0
Core staff
1
2
2
MONDAY
10
0
0
0
0
0
0
Police
0.54429
0.678926
0.609276
0.2959
0
0.9816
0.8232
0
0.32
0.2759
0.3333
0.2083
0
0.0504
0.3078
0
0
0.3015
0
0.9816
0.8301
0
0.3222
0.2759
0.3333
0.2083
0
0.0551
0.3207
0
0
0.2987
0
0.9816
0.8256
0
0.32
0.2759
0.3333
0.2083
0
0.0513
0.3133
0
0
reg oper account
block of flats
0.2421
Panel
No
9
0
9
0
-1,526
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
2
270,860
0
Cash loans
F
N
Y
2
67,500
549,882
20,331
459,000
Family
Working
Secondary / secondary special
Married
Office apartment
0.02461
-11,836
-910
-5,856
-1,412
7
1
1
0
1
0
0
Medicine staff
4
2
2
THURSDAY
10
0
0
0
0
1
1
Medicine
0.356323
0.561374
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-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
0
107,029
0
Cash loans
F
N
Y
0
90,000
254,700
26,874
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.006671
-19,904
365,243
-8,699
-3,411
7
1
0
0
1
0
0
Laborers
2
2
2
FRIDAY
19
0
0
0
0
0
0
XNA
0.356323
0.696182
0.670652
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
0
-99
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
124,980
0
Cash loans
F
N
Y
1
292,500
2,013,840
53,253
1,800,000
Unaccompanied
Working
Lower secondary
Married
House / apartment
0.025164
-13,450
-1,556
-5,223
-1,761
7
1
1
0
1
0
0
Accountants
3
2
2
SATURDAY
11
0
0
0
0
0
0
Transport: type 4
0.356323
0.574471
0.546023
0.1057
0.12
0.9801
0.728
0
0
0.2414
0.1667
0.2083
0
0.0862
0.1019
0
0
0.0893
0.1005
0.9801
0.7387
0
0
0.2069
0.1667
0.2083
0
0.0781
0.0864
0
0
0.1067
0.12
0.9801
0.7316
0
0
0.2414
0.1667
0.2083
0
0.0876
0.1038
0
0
reg oper account
block of flats
0.0653
Panel
No
3
0
3
0
-1,792
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
301,570
0
Cash loans
F
Y
Y
0
157,500
450,000
21,888
450,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.01452
-16,831
-917
-2,884
-372
20
1
1
0
1
0
0
Sales staff
2
2
2
FRIDAY
11
0
0
0
0
0
0
Self-employed
0.356323
0.594453
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-2,980
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
212,911
0
Cash loans
F
N
N
0
58,500
679,500
19,867.5
679,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.01452
-20,551
365,243
-3,839
-4,060
7
1
0
0
1
1
0
Laborers
2
2
2
MONDAY
12
0
0
0
0
0
0
XNA
0.356323
0.229003
0.7463
0.0256
0
0.9692
0.8232
0
0
0.0738
0.0771
0.2083
0
0.0504
0.0132
0
0
0.0252
0
0.9702
0.8301
0
0
0.069
0.0833
0.2083
0
0.0551
0.0087
0
0
0.025
0
0.9702
0.8256
0
0
0.069
0.0833
0.2083
0
0.0513
0.0128
0
0
reg oper account
block of flats
0.0166
Stone, brick
No
6
0
5
0
-405
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
234,120
0
Cash loans
F
N
N
0
157,500
225,000
17,410.5
225,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.00712
-21,472
365,243
-2,995
-4,803
7
1
0
0
1
1
0
Laborers
2
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
0.687563
0.670102
0.256706
0.1134
0.1173
0.9796
0.7212
0.0552
0
0.2759
0.1667
0.2083
0.0776
0.0916
0.1153
0.0039
0.0039
0.1155
0.1217
0.9796
0.7321
0.0557
0
0.2759
0.1667
0.2083
0.0794
0.1001
0.1201
0.0039
0.0042
0.1145
0.1173
0.9796
0.7249
0.0555
0
0.2759
0.1667
0.2083
0.079
0.0932
0.1174
0.0039
0.004
reg oper spec account
block of flats
0.1217
Panel
No
0
0
0
0
-2,238
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
214,227
0
Cash loans
F
N
N
0
135,000
269,550
9,985.5
225,000
Unaccompanied
Pensioner
Higher education
Civil marriage
House / apartment
0.035792
-20,030
365,243
-456
-3,589
7
1
0
0
1
0
0
Laborers
2
2
2
MONDAY
13
0
0
0
0
0
0
XNA
0.356323
0.413657
0.707699
0.1711
0
0.999
0.8232
0
0.08
0.1034
0.375
0.2083
0.0316
0.0504
0.184
0
0.284
0.1744
0
0.999
0.8301
0
0.0806
0.1034
0.375
0.2083
0.0323
0.0551
0.1917
0
0.3007
0.1728
0
0.999
0.8256
0
0.08
0.1034
0.375
0.2083
0.0321
0.0513
0.1873
0
0.29
reg oper account
terraced house
0.2065
Stone, brick
No
3
1
3
1
-11
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
241,027
0
Cash loans
M
Y
Y
0
315,000
1,319,269.5
38,704.5
1,152,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.032561
-16,278
-195
-1,277
-3,683
2
1
1
0
1
0
0
Managers
2
1
1
SATURDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.704087
0.7463
0.0186
0.022
0.9737
0.6396
0
0
0.069
0.0833
0.2083
0.0433
0.0504
0.0155
0
0.0174
0.0189
0.0228
0.9737
0.6537
0
0
0.069
0.0833
0.2083
0.0443
0.0551
0.0161
0
0.0184
0.0187
0.022
0.9737
0.6444
0
0
0.069
0.0833
0.2083
0.044
0.0513
0.0157
0
0.0177
reg oper account
block of flats
0.0159
Panel
No
0
0
0
0
-836
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
163,233
0
Revolving loans
F
N
N
0
121,500
270,000
13,500
270,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.01885
-17,627
-1,928
-8,416
-1,136
7
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
13
0
0
0
0
0
0
Self-employed
0.356323
0.526982
0.535276
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
443,485
1
Cash loans
M
Y
Y
0
112,500
355,536
21,613.5
270,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.018634
-9,954
-164
-3,961
-2,649
9
1
1
0
1
0
0
High skill tech staff
2
2
2
MONDAY
10
0
0
0
1
1
0
Self-employed
0.356323
0.055588
0.465069
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
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
0
0
171,916
0
Cash loans
M
Y
N
1
157,500
450,000
27,324
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-10,463
-2,005
-8,101
-2,073
65
1
1
0
1
1
0
High skill tech staff
3
2
2
FRIDAY
9
0
0
0
1
1
0
Military
0.483422
0.628169
0.3808
0.0165
0
0.9881
0.8232
0
0
0.0345
0.125
0.2083
0
0.0504
0.0159
0
0
0.0168
0
0.9881
0.8301
0
0
0.0345
0.125
0.2083
0
0.0551
0.0166
0
0
0.0167
0
0.9881
0.8256
0
0
0.0345
0.125
0.2083
0
0.0513
0.0162
0
0
reg oper account
block of flats
0.0125
Stone, brick
No
0
0
0
0
-504
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
162,005
0
Cash loans
F
Y
Y
1
112,500
808,650
26,217
675,000
Unaccompanied
Working
Secondary / secondary special
Married
Co-op apartment
0.035792
-15,950
-1,490
-3,865
-2,857
10
1
1
0
1
1
0
Core staff
3
2
2
SATURDAY
9
0
0
0
0
1
1
Government
0.356323
0.701108
0.42237
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
4
0
4
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
113,628
0
Cash loans
M
N
N
0
135,000
450,000
44,509.5
450,000
Family
Working
Secondary / secondary special
Married
With parents
0.028663
-10,251
-936
-4,774
-2,829
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
10
0
0
0
0
0
0
Business Entity Type 1
0.356323
0.299863
0.713631
0.1897
0.1117
0.9906
0.8232
0
0.1864
0.1607
0.3608
0.2083
0
0.0504
0.205
0
0.0977
0.1155
0.0725
0.9881
0.8301
0
0.1208
0.1034
0.375
0.2083
0
0.0551
0.1275
0
0.0056
0.1582
0.0819
0.9906
0.8256
0
0.12
0.1034
0.375
0.2083
0
0.0513
0.1656
0
0.0265
reg oper account
block of flats
0.3482
Stone, brick
No
8
2
8
0
-1,782
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
455,288
0
Cash loans
F
N
Y
1
225,000
1,339,884
36,976.5
1,170,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.011703
-16,694
-2,823
-3,210
-228
7
1
1
0
1
0
0
High skill tech staff
3
2
2
SATURDAY
13
0
0
0
0
0
0
Postal
0.709193
0.722064
0.662638
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
3
0
3
0
-1,914
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
330,902
0
Cash loans
F
Y
Y
0
225,000
715,765.5
68,089.5
688,500
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.025164
-15,910
-3,254
-1,286
-4,261
7
1
1
0
1
0
0
Sales staff
2
2
2
SATURDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.163187
0.681706
0.1557
0.0778
0.998
0.9796
0.0549
0.16
0.1379
0.375
0.4167
0.0796
0.121
0.1437
0.027
0.1235
0.1586
0.0807
0.998
0.9804
0.0554
0.1611
0.1379
0.375
0.4167
0.0814
0.1322
0.1498
0.0272
0.1308
0.1572
0.0778
0.998
0.9799
0.0552
0.16
0.1379
0.375
0.4167
0.081
0.1231
0.1463
0.0272
0.1261
reg oper account
block of flats
0.1702
Panel
No
0
0
0
0
-1,822
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
133,594
0
Cash loans
M
Y
Y
1
171,000
1,288,350
37,800
1,125,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.030755
-21,117
-3,672
-153
-190
13
1
1
0
1
0
0
Core staff
3
2
2
TUESDAY
12
0
0
0
0
1
1
School
0.356323
0.603849
0.659406
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
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
0
2
259,792
0
Revolving loans
M
Y
Y
0
180,000
180,000
9,000
180,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.00702
-9,126
-465
-9,098
-1,801
10
1
1
0
1
0
0
Laborers
2
2
2
SUNDAY
14
0
1
1
0
1
1
Government
0.206312
0.244929
0.58499
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
1
1
1
-645
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
140,240
0
Revolving loans
M
N
Y
0
67,500
180,000
9,000
180,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.019689
-8,586
-1,597
-8,085
-1,252
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.198818
0.580399
0.7463
0.0825
0
0.9891
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.1604
0
0
0.084
0
0.9891
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.1671
0
0
0.0833
0
0.9891
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.1633
0
0
reg oper account
block of flats
0.1882
Panel
No
2
0
2
0
-300
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
329,178
0
Cash loans
M
Y
N
0
202,500
630,000
48,753
630,000
Unaccompanied
State servant
Incomplete higher
Married
With parents
0.009657
-14,625
-880
-3,983
-4,929
2
1
1
1
1
1
0
Managers
2
2
2
WEDNESDAY
14
0
0
0
0
0
0
Self-employed
0.356323
0.768803
0.665855
0.3433
0.2433
0.9861
0.8096
0.2404
0.36
0.3103
0.4583
0.375
0.1909
0.2799
0.3837
0
0
0.3498
0.2525
0.9861
0.8171
0.2426
0.3625
0.3103
0.4583
0.375
0.1953
0.3058
0.3997
0
0
0.3466
0.2433
0.9861
0.8121
0.2419
0.36
0.3103
0.4583
0.375
0.1943
0.2847
0.3906
0
0
reg oper account
block of flats
0.4332
Panel
No
2
0
2
0
-1,743
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
452,886
0
Cash loans
M
N
N
1
135,000
521,280
27,423
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
With parents
0.04622
-10,371
-1,729
-5,199
-363
7
1
1
1
1
0
0
Cooking staff
3
1
1
WEDNESDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.639668
0.7463
0.0082
0
0.9692
0.5784
0.0012
0
0.0345
0.0417
0.0833
0
0.0067
0.0082
0
0
0.0084
0
0.9692
0.5949
0.0012
0
0.0345
0.0417
0.0833
0
0.0073
0.0086
0
0
0.0083
0
0.9692
0.584
0.0012
0
0.0345
0.0417
0.0833
0
0.0068
0.0084
0
0
reg oper account
block of flats
0.0071
Others
No
0
0
0
0
-244
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
380,073
0
Cash loans
M
Y
N
0
45,000
286,704
20,083.5
247,500
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
With parents
0.072508
-18,732
365,243
-9,010
-2,165
22
1
0
0
1
0
0
Laborers
1
1
1
WEDNESDAY
15
0
0
0
0
0
0
XNA
0.356323
0.44662
0.842589
0.0247
0.0366
0.9622
0.4832
0
0
0.1034
0.125
0.1667
0
0.0202
0.0368
0
0.0199
0.0252
0.038
0.9623
0.5034
0
0
0.1034
0.125
0.1667
0
0.022
0.0384
0
0.0211
0.025
0.0366
0.9622
0.4901
0
0
0.1034
0.125
0.1667
0
0.0205
0.0375
0
0.0203
reg oper account
block of flats
0.0333
Stone, brick
No
0
0
0
0
-1,720
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
264,998
0
Cash loans
M
Y
Y
0
112,500
254,700
25,834.5
225,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.010966
-9,404
-542
-6,338
-2,060
7
1
1
0
1
0
0
Sales staff
1
2
2
SUNDAY
16
0
0
0
0
0
0
Trade: type 7
0.356323
0.702737
0.511892
0.1031
0.1069
0.9771
0.6872
0.0113
0
0.2069
0.1667
0.2083
0.0185
0.0841
0.0941
0
0
0.105
0.1109
0.9772
0.6994
0.0114
0
0.2069
0.1667
0.2083
0.019
0.0918
0.0981
0
0
0.1041
0.1069
0.9771
0.6914
0.0114
0
0.2069
0.1667
0.2083
0.0189
0.0855
0.0958
0
0
org spec account
block of flats
0.0802
Panel
No
2
0
2
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
328,265
0
Cash loans
F
N
Y
1
135,000
675,000
26,284.5
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.028663
-13,425
-448
-3,732
-4,269
7
1
1
0
1
1
0
Sales staff
2
2
2
SATURDAY
15
0
0
0
0
0
0
Trade: type 7
0.356323
0.553752
0.638044
0.0124
0
0.9712
0.8232
0
0
0.069
0.0417
0.2083
0
0.0504
0.0073
0
0
0.0126
0
0.9712
0.8301
0
0
0.069
0.0417
0.2083
0
0.0551
0.0076
0
0
0.0125
0
0.9712
0.8256
0
0
0.069
0.0417
0.2083
0
0.0513
0.0074
0
0
reg oper account
block of flats
0.0089
Wooden
No
10
0
10
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
2
133,186
0
Cash loans
M
N
Y
0
72,000
312,768
13,378.5
270,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.007305
-22,574
365,243
-12,563
-4,579
7
1
0
0
1
1
0
Laborers
2
3
3
TUESDAY
12
0
0
0
0
0
0
XNA
0.356323
0.140565
0.577969
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
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
0
3
307,226
0
Cash loans
F
Y
Y
1
90,000
490,495.5
30,136.5
454,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.026392
-12,433
-1,397
-2,938
-4,733
6
1
1
1
1
1
1
Sales staff
3
2
2
SATURDAY
9
0
0
0
0
0
0
Industry: type 11
0.342288
0.582879
0.384207
0.0247
0
0.9836
0.8232
0
0
0.069
0.0833
0.2083
0.0083
0.0504
0.017
0
0
0.0252
0
0.9836
0.8301
0
0
0.069
0.0833
0.2083
0.0085
0.0551
0.0177
0
0
0.025
0
0.9836
0.8256
0
0
0.069
0.0833
0.2083
0.0085
0.0513
0.0173
0
0
reg oper account
block of flats
0.0134
Stone, brick
No
0
0
0
0
-864
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
168,594
0
Cash loans
M
Y
Y
0
270,000
1,170,000
46,530
1,170,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.026392
-23,716
365,243
-4,293
-4,318
2
1
0
0
1
0
0
Laborers
2
2
2
THURSDAY
9
0
0
0
0
0
0
XNA
0.356323
0.515807
0.7463
0.0041
0
0.9881
0.8232
0
0
0.0345
0.0417
0.2083
0
0.0504
0.0034
0
0
0.0042
0
0.9881
0.8301
0
0
0.0345
0.0417
0.2083
0
0.0551
0.0035
0
0
0.0042
0
0.9881
0.8256
0
0
0.0345
0.0417
0.2083
0
0.0513
0.0035
0
0
reg oper account
block of flats
0.0027
Stone, brick
No
0
0
0
0
-862
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
335,845
0
Cash loans
M
N
N
0
135,000
254,700
27,558
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.003069
-10,107
-1,110
-694
-2,678
7
1
1
0
1
0
0
Laborers
1
3
3
SATURDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.098474
0.247323
0.263647
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,195
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
338,068
0
Cash loans
M
Y
Y
2
225,000
755,190
35,122.5
675,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
With parents
0.018801
-12,799
-207
-4,906
-4,906
16
1
1
1
1
1
0
Laborers
3
2
2
WEDNESDAY
8
0
0
0
0
1
1
Construction
0.339571
0.651227
0.411849
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-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
0
1
434,016
0
Revolving loans
F
N
Y
2
225,000
270,000
13,500
270,000
Unaccompanied
Commercial associate
Lower secondary
Civil marriage
House / apartment
0.04622
-14,177
-5,016
-7,100
-4,679
7
1
1
0
1
0
0
Medicine staff
4
1
1
SATURDAY
13
0
1
1
1
0
0
Transport: type 2
0.543877
0.736236
0.736623
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
4
0
4
0
-547
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
110,407
0
Cash loans
F
N
N
0
135,000
373,500
10,831.5
225,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.020246
-12,148
-1,528
-3,535
-4,464
7
1
1
0
1
0
1
Accountants
1
3
3
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.320056
0.387578
0.56206
0.1175
0.1329
0.9781
0.7008
0.0172
0
0.2759
0.1667
0.2083
0.0541
0.095
0.1095
0.0039
0.0089
0.1197
0.1379
0.9782
0.7125
0.0174
0
0.2759
0.1667
0.2083
0.0553
0.1038
0.1141
0.0039
0.0094
0.1187
0.1329
0.9781
0.7048
0.0174
0
0.2759
0.1667
0.2083
0.0551
0.0966
0.1115
0.0039
0.0091
reg oper account
block of flats
0.0975
Panel
No
3
0
3
0
-756
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
153,538
0
Cash loans
F
N
Y
0
256,500
922,500
36,715.5
922,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.026392
-15,546
-5,202
-6,416
-4,182
7
1
1
0
1
0
0
Medicine staff
1
2
2
SATURDAY
11
0
0
0
0
1
1
Medicine
0.550251
0.711374
0.194068
0.0825
0
0.9781
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0476
0
0
0.084
0
0.9782
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0496
0
0
0.0833
0
0.9781
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0485
0
0
reg oper account
block of flats
0.0558
Panel
No
2
0
2
0
-1,595
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
211,461
0
Revolving loans
F
Y
Y
1
135,000
180,000
9,000
180,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.007274
-9,079
-443
-1,965
-1,463
15
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
11
0
0
0
0
0
0
Postal
0.299964
0.529527
0.075966
0.0923
0
0.9836
0.7756
0.0063
0
0.0517
0.1667
0.1042
0.0359
0.0752
0.0388
0
0.0539
0.0315
0
0.9791
0.7256
0.0061
0
0.0345
0.1667
0
0.0267
0.0275
0.0326
0
0
0.0932
0
0.9836
0.7786
0.0064
0
0.0517
0.1667
0.1042
0.0366
0.0765
0.0395
0
0.055
reg oper account
block of flats
0.028
Stone, brick
No
1
0
1
0
-189
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
374,561
0
Cash loans
F
N
Y
3
405,000
900,000
24,750
900,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.072508
-20,566
-393
-1,592
-4,127
7
1
1
1
1
0
1
Core staff
5
1
1
FRIDAY
16
0
0
0
0
0
0
Insurance
0.356323
0.651986
0.704706
0.3887
0.2301
0.996
0.9456
0.212
0.64
0.2759
0.625
0.4167
0
0.3093
0.4074
0.0347
0.1155
0.396
0.2388
0.996
0.9477
0.2139
0.6445
0.2759
0.625
0.4167
0
0.3379
0.4245
0.035
0.1223
0.3924
0.2301
0.996
0.9463
0.2133
0.64
0.2759
0.625
0.4167
0
0.3147
0.4147
0.0349
0.118
reg oper spec account
block of flats
0.3454
Panel
No
0
0
0
0
-366
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
334,020
1
Revolving loans
M
N
Y
2
180,000
180,000
9,000
180,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-14,142
-330
-8,273
-1,973
7
1
1
0
1
1
1
Drivers
4
1
1
THURSDAY
16
0
0
0
0
0
0
Self-employed
0.161343
0.386597
0.7463
0.1258
0.0628
0.9886
0.8232
0
0.08
0.069
0.3333
0.2083
0.0255
0.0504
0.075
0
0.0482
0.1282
0.0652
0.9886
0.8301
0
0.0806
0.069
0.3333
0.2083
0.0261
0.0551
0.0781
0
0.051
0.127
0.0628
0.9886
0.8256
0
0.08
0.069
0.3333
0.2083
0.026
0.0513
0.0763
0
0.0492
reg oper account
block of flats
0.0969
Stone, brick
No
0
0
0
0
-179
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
377,015
0
Cash loans
F
Y
Y
1
180,000
760,225.5
32,337
679,500
Unaccompanied
State servant
Higher education
Married
House / apartment
0.04622
-15,488
-2,403
-1,151
-3,349
2
1
1
0
1
0
0
Core staff
3
1
1
SUNDAY
15
0
0
0
0
1
1
School
0.356323
0.716292
0.718033
0.0825
0.1126
0.9826
0.762
0
0
0.2069
0.1667
0.2083
0.06
0.0672
0.0722
0
0.0717
0.084
0.1168
0.9826
0.7713
0
0
0.2069
0.1667
0.2083
0.0613
0.0735
0.0752
0
0.0759
0.0833
0.1126
0.9826
0.7652
0
0
0.2069
0.1667
0.2083
0.061
0.0684
0.0735
0
0.0732
reg oper account
block of flats
0.0568
Stone, brick
No
0
0
0
0
-2,171
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
193,601
1
Cash loans
M
N
N
0
180,000
855,000
25,128
855,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.005313
-12,817
-242
-5,492
-1,969
7
1
1
1
1
1
0
Low-skill Laborers
2
2
2
THURSDAY
18
1
1
1
1
1
1
Agriculture
0.356323
0.696607
0.071055
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
1
1
0
-788
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
324,766
0
Cash loans
F
N
N
0
79,650
225,000
14,647.5
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.009657
-9,897
-905
-4,434
-2,568
7
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.624874
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-2,228
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
399,076
0
Cash loans
F
N
Y
0
225,000
562,491
20,974.5
454,500
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.010032
-22,712
365,243
-4,018
-4,129
7
1
0
0
1
0
0
Laborers
2
2
2
TUESDAY
10
0
0
0
0
0
0
XNA
0.356323
0.534264
0.607557
0.0175
0.0272
0.9707
0.5988
0.0126
0
0.1034
0.0833
0.125
0.0369
0.0134
0.025
0.0039
0
0.0179
0.0282
0.9707
0.6145
0.0127
0
0.1034
0.0833
0.125
0.0377
0.0147
0.026
0.0039
0
0.0177
0.0272
0.9707
0.6042
0.0127
0
0.1034
0.0833
0.125
0.0375
0.0137
0.0254
0.0039
0
reg oper account
block of flats
0.0265
Stone, brick
No
2
0
2
0
-1,661
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
157,323
0
Cash loans
M
N
Y
2
225,000
720,000
21,181.5
720,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009549
-11,756
-3,167
-2,297
-3,014
7
1
1
1
1
1
0
Drivers
4
2
2
SATURDAY
17
0
0
0
0
1
1
Self-employed
0.166242
0.736511
0.384207
0.1175
0.1018
0.9871
0.8232
0
0.16
0.1379
0.3333
0.0417
0
0.0504
0.146
0
0.0343
0.1197
0.1057
0.9871
0.8301
0
0.1611
0.1379
0.3333
0.0417
0
0.0551
0.1521
0
0.0363
0.1187
0.1018
0.9871
0.8256
0
0.16
0.1379
0.3333
0.0417
0
0.0513
0.1486
0
0.035
reg oper account
block of flats
0.1262
Stone, brick
No
3
3
3
2
-1,798
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
269,297
0
Cash loans
F
N
Y
0
90,000
148,500
11,619
148,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.018209
-9,557
-1,459
-1,922
-2,209
7
1
1
0
1
0
1
Laborers
1
3
3
MONDAY
13
0
0
0
0
0
0
Other
0.182897
0.528808
0.619528
0.0309
0
0.9697
0.5852
0
0
0.0345
0.0417
0.0833
0.0028
0.0252
0.0157
0
0
0.0315
0
0.9697
0.6014
0
0
0.0345
0.0417
0.0833
0.0029
0.0275
0.0164
0
0
0.0312
0
0.9697
0.5907
0
0
0.0345
0.0417
0.0833
0.0029
0.0257
0.016
0
0
reg oper account
block of flats
0.0124
Stone, brick
No
0
0
0
0
-1,650
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
0
8
447,609
0
Revolving loans
F
N
Y
1
93,600
202,500
10,125
202,500
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.008068
-10,696
-2,735
-790
-2,021
7
1
1
0
1
0
0
Sales staff
3
3
3
MONDAY
8
0
0
0
0
0
0
Trade: type 1
0.420683
0.562257
0.484851
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
0
-1,954
0
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
369,729
0
Revolving loans
M
Y
Y
0
351,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.006233
-13,925
-4,875
-8,041
-4,767
13
1
1
0
1
0
0
Laborers
1
2
2
WEDNESDAY
16
0
0
0
0
0
0
Business Entity Type 2
0.3717
0.705425
0.445396
0.099
0.0865
0.9786
0.7076
0.0133
0
0.2069
0.1667
0.2083
0.1187
0.079
0.0863
0.0077
0.0221
0.1008
0.0898
0.9786
0.719
0.0135
0
0.2069
0.1667
0.2083
0.1214
0.0863
0.09
0.0078
0.0234
0.0999
0.0865
0.9786
0.7115
0.0134
0
0.2069
0.1667
0.2083
0.1208
0.0804
0.0879
0.0078
0.0226
reg oper account
block of flats
0.08
Stone, brick
No
3
0
3
0
-1,053
0
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
418,841
0
Revolving loans
F
N
Y
0
315,000
720,000
36,000
720,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-18,292
-6,342
-12,435
-1,841
7
1
1
1
1
1
0
Laborers
2
1
1
FRIDAY
19
0
1
1
0
1
1
Business Entity Type 2
0.356323
0.717074
0.707699
0.0619
0
0.9747
0.6532
0.0052
0
0.1034
0.1667
0.2083
0.0454
0.0504
0.0504
0
0
0.063
0
0.9747
0.6668
0.0053
0
0.1034
0.1667
0.2083
0.0464
0.0551
0.0525
0
0
0.0625
0
0.9747
0.6578
0.0053
0
0.1034
0.1667
0.2083
0.0462
0.0513
0.0513
0
0
reg oper account
block of flats
0.0425
Stone, brick
No
0
0
0
0
-2,575
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
2
245,725
1
Revolving loans
F
N
Y
0
90,000
225,000
11,250
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-14,593
-70
-1,508
-354
7
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
7
0
0
0
0
0
0
Services
0.356323
0.256357
0.377404
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
3
2
3
1
-688
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
311,805
0
Cash loans
F
Y
Y
1
270,000
582,804
25,803
463,500
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.019101
-15,986
-219
-8,274
-4,590
8
1
1
0
1
0
0
Sales staff
3
2
2
WEDNESDAY
16
0
0
0
0
0
0
Self-employed
0.705526
0.401718
0.720944
0.0742
0.0656
0.9846
0.7892
0.1204
0.08
0.069
0.3333
0.375
0.0467
0.0605
0.0821
0
0.006
0.0756
0.068
0.9846
0.7975
0.1215
0.0806
0.069
0.3333
0.375
0.0478
0.0661
0.0855
0
0.0063
0.0749
0.0656
0.9846
0.792
0.1212
0.08
0.069
0.3333
0.375
0.0475
0.0616
0.0835
0
0.0061
reg oper account
block of flats
0.0658
Stone, brick
No
0
0
0
0
-2,558
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
3
160,649
0
Cash loans
F
N
Y
2
112,500
835,380
40,320
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018801
-12,754
-5,040
-3,828
-3,507
7
1
1
0
1
0
0
Medicine staff
4
2
2
THURSDAY
14
0
0
0
0
1
1
University
0.693818
0.580378
0.798137
0.034
0
0.9732
0.6328
0.0101
0
0.0345
0.0417
0.0833
0.0254
0.0277
0.0135
0
0
0.0347
0
0.9732
0.6472
0.0102
0
0.0345
0.0417
0.0833
0.0259
0.0303
0.0111
0
0
0.0344
0
0.9732
0.6377
0.0102
0
0.0345
0.0417
0.0833
0.0258
0.0282
0.0137
0
0
not specified
block of flats
0.0128
Block
No
0
0
0
0
-234
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
263,372
0
Cash loans
F
Y
Y
2
225,000
239,418
28,543.5
211,500
Family
State servant
Higher education
Married
House / apartment
0.006629
-12,941
-5,560
-4,998
-4,524
13
1
1
0
1
1
0
Core staff
4
2
2
FRIDAY
5
0
0
0
0
0
0
School
0.356323
0.488808
0.58499
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
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
0
0
370,796
0
Cash loans
F
Y
N
2
117,000
306,000
13,954.5
306,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-14,042
-3,977
-5,232
-4,962
3
1
1
1
1
0
0
Sales staff
4
2
2
SATURDAY
10
0
0
0
0
0
0
Self-employed
0.356323
0.482755
0.515495
0.0371
0.0151
0.9518
0.8232
0
0
0.0345
0.0417
0.2083
0.2402
0.0504
0.0205
0
0
0.0378
0.0157
0.9518
0.8301
0
0
0.0345
0.0417
0.2083
0.2457
0.0551
0.0214
0
0
0.0375
0.0151
0.9518
0.8256
0
0
0.0345
0.0417
0.2083
0.2444
0.0513
0.0209
0
0
reg oper account
block of flats
0.0227
Stone, brick
No
0
0
0
0
-2,338
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
375,240
0
Cash loans
M
N
N
1
112,500
740,704.5
34,452
598,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009175
-10,708
-2,500
-4,491
-3,276
7
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
17
1
0
1
0
0
0
Construction
0.356323
0.629272
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
409,075
0
Cash loans
M
N
Y
0
342,000
273,636
15,835.5
247,500
Unaccompanied
Commercial associate
Incomplete higher
Single / not married
House / apartment
0.072508
-11,111
-138
-5,465
-3,089
7
1
1
0
1
0
0
Core staff
1
1
1
SUNDAY
16
0
0
0
0
0
0
Business Entity Type 2
0.264508
0.753367
0.751724
0.2959
0.1875
0.9786
0.7076
0.043
0.32
0.2759
0.3333
0.375
0
0.2412
0.2784
0
0
0.3015
0.1946
0.9786
0.719
0.0434
0.3222
0.2759
0.3333
0.375
0
0.2635
0.29
0
0
0.2987
0.1875
0.9786
0.7115
0.0433
0.32
0.2759
0.3333
0.375
0
0.2454
0.2834
0
0
reg oper account
block of flats
0.2189
Panel
No
0
0
0
0
-1,857
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
349,820
0
Cash loans
M
Y
N
0
315,000
2,141,671.5
108,927
1,984,500
Unaccompanied
Commercial associate
Incomplete higher
Married
Municipal apartment
0.072508
-9,547
-1,563
-1,318
-168
1
1
1
0
1
1
0
Managers
2
1
1
TUESDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.561576
0.129208
0.535276
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0.1683
Panel
No
1
0
1
0
-3
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
277,504
0
Cash loans
M
Y
Y
1
225,000
675,000
28,728
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018209
-16,883
-2,898
-2,864
-428
18
1
1
0
1
0
1
Drivers
3
3
3
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.431939
0.13046
0.71657
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
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
0
0
0
1
0
1
438,451
0
Cash loans
M
N
Y
0
155,790
675,000
25,839
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.030755
-13,479
-2,252
-6,852
-4,364
7
1
1
1
1
1
0
High skill tech staff
1
2
2
MONDAY
15
0
0
0
0
1
1
Trade: type 3
0.244318
0.641787
0.365617
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,381
0
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
270,016
0
Cash loans
F
N
N
0
135,000
679,500
22,455
679,500
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.028663
-11,909
-3,721
-11,065
-1,354
7
1
1
1
1
1
0
High skill tech staff
1
2
2
SUNDAY
13
0
0
0
0
0
0
Transport: type 2
0.356323
0.682126
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-672
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
313,682
0
Cash loans
F
N
Y
0
135,000
314,100
13,437
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.031329
-20,082
-4,980
-677
-3,617
7
1
1
0
1
0
0
Accountants
1
2
2
SUNDAY
13
0
0
0
0
0
0
Self-employed
0.356323
0.76268
0.513694
0.0814
0.0895
0.9801
0.8232
0
0
0.2069
0.1667
0.2083
0
0.0504
0.0745
0
0.0094
0.083
0.0929
0.9801
0.8301
0
0
0.2069
0.1667
0.2083
0
0.0551
0.0776
0
0.0099
0.0822
0.0895
0.9801
0.8256
0
0
0.2069
0.1667
0.2083
0
0.0513
0.0758
0
0.0096
reg oper account
block of flats
0.0606
Block
No
0
0
0
0
-1,550
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
1
388,938
0
Cash loans
F
N
Y
0
112,500
675,000
24,246
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.035792
-20,544
365,243
-5,434
-3,844
7
1
0
0
1
0
0
Laborers
1
2
2
FRIDAY
16
0
0
0
0
0
0
XNA
0.645926
0.609177
0.535276
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-1,695
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