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
251,659
0
Cash loans
F
N
Y
2
112,500
711,072
25,668
540,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.006233
-14,351
-3,592
-2,093
-553
7
1
1
0
1
0
0
Sales staff
3
2
2
WEDNESDAY
12
0
0
0
0
0
0
Self-employed
0.356323
0.406463
0.670652
0.1237
0.1028
0.9806
0.7348
0.1765
0
0.2759
0.1667
0.2083
0
0.0992
0.1042
0.0077
0.0229
0.1261
0.1067
0.9806
0.7452
0.1781
0
0.2759
0.1667
0.2083
0
0.1084
0.1085
0.0078
0.0243
0.1249
0.1028
0.9806
0.7383
0.1776
0
0.2759
0.1667
0.2083
0
0.1009
0.1061
0.0078
0.0234
reg oper account
block of flats
0.0956
Panel
No
1
0
1
0
-1,900
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
250,645
1
Cash loans
F
N
Y
1
135,000
566,055
22,063.5
472,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.019689
-11,389
-3,760
-275
-1,557
7
1
1
0
1
0
0
Cooking staff
2
2
2
FRIDAY
15
0
0
0
0
0
0
Restaurant
0.356323
0.304654
0.513694
0.1227
0.1536
0.9836
0.7756
0.0193
0
0.2759
0.1667
0.0417
0.0643
0.1
0.1138
0
0
0.125
0.1594
0.9836
0.7844
0.0194
0
0.2759
0.1667
0.0417
0.0658
0.1093
0.1185
0
0
0.1239
0.1536
0.9836
0.7786
0.0194
0
0.2759
0.1667
0.0417
0.0654
0.1018
0.1158
0
0
reg oper account
block of flats
0.0895
Panel
No
4
1
4
1
-285
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
292,600
0
Cash loans
M
N
N
0
90,000
229,500
8,779.5
229,500
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.032561
-18,337
-674
-5,706
-1,896
7
1
1
0
1
1
0
High skill tech staff
1
1
1
WEDNESDAY
14
0
0
0
0
0
0
Transport: type 4
0.356323
0.657252
0.722393
0.1931
0.1405
0.9767
0.6804
0.0308
0.0932
0.1952
0.2221
0.2638
0.0764
0.1575
0.1827
0
0.0397
0.1176
0.1199
0.9762
0.6864
0.0147
0
0.1379
0.1667
0.2083
0.0619
0.1028
0.1096
0
0.0068
0.1187
0.1155
0.9762
0.678
0.0148
0
0.2069
0.1667
0.2083
0.0639
0.0975
0.1099
0
0.013
reg oper account
block of flats
0.2663
Panel
No
0
0
0
0
-1,979
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
229,856
0
Cash loans
F
N
Y
0
180,000
500,490
59,526
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-16,041
-1,313
-3,184
-3,436
7
1
1
0
1
0
0
Secretaries
2
2
1
MONDAY
11
0
0
0
0
0
0
Medicine
0.707833
0.718248
0.337673
0.1227
0.1082
0.9791
0.7144
0.0203
0
0.2759
0.1667
0.2083
0.1183
0.1
0.1079
0
0
0.125
0.1123
0.9791
0.7256
0.0205
0
0.2759
0.1667
0.2083
0.121
0.1093
0.1124
0
0
0.1239
0.1082
0.9791
0.7182
0.0205
0
0.2759
0.1667
0.2083
0.1203
0.1018
0.1098
0
0
reg oper account
block of flats
0.0964
Panel
No
5
1
5
1
-648
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
372,972
0
Cash loans
F
N
N
1
112,500
1,185,282
34,785
1,035,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00496
-17,252
-3,714
-1,528
-710
7
1
1
1
1
1
0
Sales staff
3
2
2
THURSDAY
18
0
0
0
0
0
0
Self-employed
0.356323
0.673227
0.647977
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
-1,508
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
164,927
0
Cash loans
F
N
Y
0
135,000
966,645
38,466
864,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.025164
-17,557
-3,638
-59
-1,088
7
1
1
0
1
0
1
Laborers
2
2
2
THURSDAY
13
0
0
0
0
0
0
Medicine
0.636065
0.651768
0.78988
0.0722
0.0831
0.9801
0.728
0.0077
0
0.1379
0.1667
0.2083
0.1172
0.0572
0.0455
0.0077
0.0759
0.0735
0.0862
0.9801
0.7387
0.0078
0
0.1379
0.1667
0.2083
0.1199
0.0624
0.0474
0.0078
0.0803
0.0729
0.0831
0.9801
0.7316
0.0078
0
0.1379
0.1667
0.2083
0.1192
0.0581
0.0464
0.0078
0.0775
reg oper spec account
block of flats
0.0523
Stone, brick
No
2
1
2
1
-1,317
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
231,180
1
Cash loans
F
N
N
0
135,000
450,000
24,426
450,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.032561
-22,919
365,243
-11,990
-4,142
7
1
0
0
1
1
0
Laborers
1
1
1
MONDAY
16
0
0
0
0
0
0
XNA
0.356323
0.54995
0.7463
0.2554
0.0722
0.9826
0.762
0.0612
0.26
0.1552
0.4688
0.4858
0.0798
0.2331
0.2685
0.0193
0.0341
0.1134
0
0.9826
0.7713
0.0248
0.4028
0.0345
0.4583
0.375
0.0533
0.0964
0.1077
0
0
0.266
0.0473
0.9826
0.7652
0.0632
0.28
0.1207
0.4583
0.5
0.0682
0.3078
0.3585
0.0116
0.0161
reg oper spec account
block of flats
0.2811
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
136,155
0
Cash loans
M
N
Y
0
270,000
720,000
20,632.5
720,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-15,248
-3,573
-636
-4,591
7
1
1
1
1
0
0
Laborers
2
2
2
TUESDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.598601
0.517297
0.2598
0.1406
0.9985
0.8232
0
0.28
0.2414
0.3333
0.2083
0.0189
0.0504
0
0
0.0188
0.2647
0.1459
0.9985
0.8301
0
0.282
0.2414
0.3333
0.2083
0.0194
0.0551
0
0
0.0199
0.2623
0.1406
0.9985
0.8256
0
0.28
0.2414
0.3333
0.2083
0.0193
0.0513
0
0
0.0192
reg oper account
block of flats
0.1971
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
258,030
0
Cash loans
F
N
Y
0
315,000
755,190
36,459
675,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.072508
-20,815
365,243
-562
-4,328
7
1
0
0
1
1
0
Laborers
2
1
1
FRIDAY
15
0
0
0
0
0
0
XNA
0.356323
0.656448
0.240541
0.3175
0.1389
0.9921
0.8912
0.1486
0.3732
0.1607
0.6667
0.7083
0
0.2499
0.3391
0.0412
0.05
0.2164
0.1048
0.9935
0.9151
0.0754
0.2417
0.1034
0.6667
0.7083
0
0.1855
0.2365
0.0156
0.0048
0.2654
0.1164
0.9935
0.9128
0.135
0.32
0.1379
0.6667
0.7083
0
0.2138
0.2929
0.0194
0.0378
reg oper account
block of flats
0.1795
Panel
No
3
1
3
0
-17
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
129,218
0
Cash loans
F
N
N
0
135,000
422,892
21,609
382,500
Family
Commercial associate
Higher education
Married
House / apartment
0.00963
-10,925
-2,520
-5,339
-988
7
1
1
0
1
1
0
Core staff
2
2
2
WEDNESDAY
18
0
0
0
0
0
0
Self-employed
0.286841
0.297664
0.560284
0.5268
0.3707
0.9871
0.8232
0
0.56
0.4828
0.3333
0.375
0.2929
0.0504
0.5429
0
0.0048
0.5368
0.3846
0.9871
0.8301
0
0.5639
0.4828
0.3333
0.375
0.2996
0.0551
0.5656
0
0.0051
0.5319
0.3707
0.9871
0.8256
0
0.56
0.4828
0.3333
0.375
0.298
0.0513
0.5526
0
0.0049
reg oper account
block of flats
0.4443
Panel
No
1
0
1
0
-7
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
330,043
0
Cash loans
M
Y
Y
1
315,000
291,384
23,008.5
270,000
Unaccompanied
Commercial associate
Higher education
Single / not married
With parents
0.010276
-16,044
-669
-2,400
-4,462
4
1
1
0
1
0
0
High skill tech staff
2
2
2
MONDAY
9
0
1
1
1
0
0
Business Entity Type 3
0.356323
0.636183
0.597192
0.0639
0.1242
0.995
0.932
0.116
0
0.1379
0.2083
0.1667
0.0749
0.0513
0.0783
0.0039
0.0084
0.0651
0.1289
0.995
0.9347
0.117
0
0.1379
0.2083
0.1667
0.0766
0.056
0.0815
0.0039
0.0089
0.0645
0.1242
0.995
0.9329
0.1167
0
0.1379
0.2083
0.1667
0.0762
0.0522
0.0797
0.0039
0.0086
org spec account
block of flats
0.0916
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
0
211,636
0
Cash loans
F
N
Y
1
135,000
534,204
42,961.5
495,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.010643
-11,745
-1,872
-5,337
-3,661
7
1
1
0
1
0
0
Sales staff
2
2
2
THURSDAY
12
0
0
0
0
0
0
Self-employed
0.345501
0.601283
0.591977
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
-1,489
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
5
240,502
0
Cash loans
F
N
Y
0
157,500
436,032
24,475.5
360,000
Family
State servant
Higher education
Married
House / apartment
0.010006
-16,375
-730
-93
-3,991
7
1
1
1
1
1
0
Core staff
2
2
2
FRIDAY
8
0
0
0
0
0
0
School
0.442043
0.442964
0.733815
0.1186
0.0547
0.9861
0.8096
0.0682
0.08
0.069
0.2917
0.3333
0.0471
0.0967
0.0703
0
0.0145
0.1208
0.0568
0.9861
0.8171
0.0688
0.0806
0.069
0.2917
0.3333
0.0481
0.1056
0.0733
0
0.0153
0.1197
0.0547
0.9861
0.8121
0.0686
0.08
0.069
0.2917
0.3333
0.0479
0.0983
0.0716
0
0.0148
reg oper account
block of flats
0.0958
Panel
No
0
0
0
0
-346
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
349,059
0
Cash loans
M
Y
Y
1
171,000
247,500
11,668.5
247,500
Family
Working
Secondary / secondary special
Single / not married
House / apartment
0.028663
-9,990
-346
-3,277
-2,597
4
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
8
0
1
1
0
0
0
Business Entity Type 3
0.045424
0.692138
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
-2,898
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
425,001
1
Cash loans
F
N
Y
1
202,500
742,500
26,433
742,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.018634
-11,914
-1,227
-790
-792
7
1
1
0
1
0
0
Sales staff
3
2
2
WEDNESDAY
18
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.04772
0.276441
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
-874
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
6
293,654
0
Cash loans
M
Y
N
0
180,000
1,288,350
37,669.5
1,125,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.010032
-15,394
-3,464
-9,520
-4,265
12
1
1
1
1
1
0
Laborers
2
2
2
WEDNESDAY
14
0
0
0
0
1
1
Other
0.356323
0.080363
0.634706
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
-1,224
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
185,836
0
Cash loans
F
N
Y
0
180,000
239,850
23,364
225,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.072508
-23,955
-3,540
-8,085
-4,981
7
1
1
0
1
1
0
Managers
1
1
1
WEDNESDAY
18
0
0
0
0
0
0
Medicine
0.356323
0.73902
0.58674
0.1316
0.0669
0.9886
0.8436
0.133
0.2132
0.1034
0.4442
0.4375
0.1247
0.0786
0.1263
0.0077
0.0051
0.0735
0.0476
0.9891
0.8497
0.0921
0.0806
0.069
0.3333
0.375
0
0.0643
0.0661
0.0039
0.003
0.1249
0.0657
0.9891
0.8457
0.1339
0.24
0.1034
0.4583
0.4375
0.1831
0.08
0.1237
0.0078
0.0063
org spec account
block of flats
0.0505
Panel
No
0
0
0
0
-1,609
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
440,206
0
Cash loans
F
N
Y
2
117,000
276,277.5
17,784
238,500
Spouse, partner
Commercial associate
Incomplete higher
Married
House / apartment
0.030755
-12,159
-4,586
-8,005
-4,223
7
1
1
0
1
0
0
Laborers
4
2
2
MONDAY
16
0
0
0
0
0
0
Other
0.356323
0.433
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
-2,301
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
436,092
0
Cash loans
F
N
N
0
157,500
417,024
25,200
360,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.031329
-19,104
-2,087
-10,018
-2,642
7
1
1
1
1
1
0
Core staff
1
2
2
MONDAY
10
0
0
0
0
0
0
Trade: type 7
0.252686
0.627668
0.622922
0.0907
0.0275
0.9911
0.8776
0.032
0.08
0.0345
0.6458
0.3542
0.0848
0.0714
0.1021
0.0116
0.0335
0.083
0.0192
0.9861
0.8171
0.0306
0.0806
0.0345
0.625
0.0417
0.0631
0.0725
0.0821
0
0
0.0916
0.0275
0.9911
0.8792
0.0322
0.08
0.0345
0.6458
0.3542
0.0863
0.0727
0.104
0.0116
0.0342
org spec account
block of flats
0.0625
Stone, brick
No
0
0
0
0
-587
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
1
1
106,058
0
Cash loans
F
Y
Y
1
342,000
1,467,612
58,333.5
1,350,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.014464
-14,675
-214
-1,069
-4,870
6
1
1
0
1
0
1
Sales staff
2
2
2
WEDNESDAY
4
0
0
0
0
0
0
Other
0.356323
0.63313
0.687933
0.0928
0.0591
0.9732
0.6328
0.0464
0
0.2069
0.125
0.1667
0.0615
0.074
0.0682
0.0077
0.0294
0.0945
0.0613
0.9732
0.6472
0.0468
0
0.2069
0.125
0.1667
0.0629
0.0808
0.0711
0.0078
0.0311
0.0937
0.0591
0.9732
0.6377
0.0467
0
0.2069
0.125
0.1667
0.0626
0.0752
0.0695
0.0078
0.03
reg oper account
block of flats
0.0601
Mixed
No
3
0
3
0
-1,763
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
2
212,224
0
Cash loans
M
Y
N
0
135,000
314,055
17,167.5
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-13,006
-4,804
-2,026
-4,170
6
1
1
0
1
0
0
Laborers
2
3
3
MONDAY
9
0
0
0
0
0
0
Business Entity Type 2
0.393393
0.625299
0.647977
0.1649
0.1272
0.9836
0.7756
0.0572
0
0.2759
0.1667
0.2083
0.0435
0.0841
0.1076
0
0
0.1681
0.132
0.9836
0.7844
0.0578
0
0.2759
0.1667
0.2083
0.0445
0.0918
0.1122
0
0
0.1665
0.1272
0.9836
0.7786
0.0576
0
0.2759
0.1667
0.2083
0.0443
0.0855
0.1096
0
0
reg oper account
block of flats
0.0847
Panel
No
0
0
0
0
-2,555
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
208,760
0
Cash loans
F
N
Y
0
180,000
545,040
26,509.5
450,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.014464
-10,642
-1,821
-699
-2,294
7
1
1
1
1
0
0
Laborers
1
2
2
MONDAY
9
0
0
0
0
0
0
Transport: type 4
0.105675
0.300713
0.659406
0.0825
0.0935
0.9985
0.9796
0.0171
0
0.1379
0.1667
0.2083
0
0.0672
0.0842
0
0
0.084
0.097
0.9985
0.9804
0.0173
0
0.1379
0.1667
0.2083
0
0.0735
0.0877
0
0
0.0833
0.0935
0.9985
0.9799
0.0172
0
0.1379
0.1667
0.2083
0
0.0684
0.0857
0
0
reg oper account
block of flats
0.0662
Mixed
No
0
0
0
0
-989
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
227,468
0
Cash loans
M
N
N
0
157,500
225,000
17,775
225,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.019101
-12,099
-794
-4,679
-2,521
7
1
1
1
1
0
0
Laborers
2
2
2
FRIDAY
9
1
1
0
1
1
0
Business Entity Type 3
0.176476
0.437666
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
-352
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
258,753
0
Cash loans
F
N
Y
0
180,000
592,560
30,384
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006207
-19,224
-575
-6,915
-2,750
7
1
1
0
1
0
1
Sales staff
2
2
2
FRIDAY
18
0
0
0
0
0
0
Agriculture
0.356323
0.555756
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
6
1
6
0
-2,021
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
175,933
0
Revolving loans
M
Y
Y
0
72,000
135,000
6,750
135,000
Unaccompanied
Working
Incomplete higher
Married
Office apartment
0.019101
-11,498
-201
-5,403
-4,081
10
1
1
1
1
1
0
High skill tech staff
2
2
2
TUESDAY
11
0
0
0
0
0
0
Telecom
0.385694
0.492403
0.477649
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
-1,232
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
328,525
0
Cash loans
M
Y
N
1
315,000
630,000
40,261.5
630,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.072508
-12,315
-4,560
-6,410
-4,520
3
1
1
1
1
1
1
Accountants
2
1
1
FRIDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.189071
0.728889
0.237916
0.167
0.11
0.9801
0.728
0
0.18
0.1552
0.3333
0
0
0.1362
0.1497
0
0.0872
0.1134
0.0474
0.9801
0.7387
0
0.1208
0.1034
0.3333
0
0
0.0992
0.0935
0
0.0023
0.1686
0.11
0.9801
0.7316
0
0.18
0.1552
0.3333
0
0
0.1385
0.1524
0
0.089
reg oper spec account
block of flats
0.1936
Stone, brick
No
0
0
0
0
-768
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
165,322
0
Cash loans
F
N
Y
0
247,500
983,299.5
41,661
904,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.010032
-13,656
-2,095
-3,879
-2,560
7
1
1
1
1
1
0
Accountants
2
2
2
TUESDAY
9
0
0
0
0
0
0
Government
0.52708
0.615567
0.347418
0.0515
0.0928
0.9742
0.8232
0
0
0.1379
0.1458
0.2083
0
0.0504
0.0546
0
0.0873
0.0326
0.0885
0.9702
0.8301
0
0
0.1379
0.125
0.2083
0
0.0551
0.045
0
0.0815
0.052
0.0928
0.9742
0.8256
0
0
0.1379
0.1458
0.2083
0
0.0513
0.0556
0
0.0891
reg oper account
block of flats
0.0552
Stone, brick
No
0
0
0
0
-638
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
5
351,174
0
Cash loans
F
N
N
0
90,000
332,473.5
18,693
274,500
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.020713
-20,010
-6,269
-9,344
-3,395
7
1
1
0
1
0
0
High skill tech staff
2
3
2
TUESDAY
7
0
0
0
0
0
0
Medicine
0.356323
0.632317
0.569149
0.133
0.1493
0.9786
0.7076
0.0161
0
0.2759
0.1667
0.2083
0.0937
0.1084
0.1194
0
0
0.1355
0.1549
0.9786
0.719
0.0162
0
0.2759
0.1667
0.2083
0.0958
0.1185
0.1244
0
0
0.1343
0.1493
0.9786
0.7115
0.0162
0
0.2759
0.1667
0.2083
0.0953
0.1103
0.1216
0
0
not specified
block of flats
0.1027
Stone, brick
No
13
0
13
0
-1,763
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
180,942
0
Revolving loans
M
Y
Y
0
216,000
180,000
9,000
180,000
Family
Working
Higher education
Single / not married
House / apartment
0.028663
-9,731
-268
-1,466
-2,348
8
1
1
0
1
0
0
Managers
1
2
2
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.157772
0.387625
0.1206
0.1414
0.9881
0.8368
0.0212
0
0.2759
0.2083
0.25
0.0607
0.0975
0.1269
0.0039
0.0038
0.1229
0.1467
0.9881
0.8432
0.0214
0
0.2759
0.2083
0.25
0.0621
0.1065
0.1322
0.0039
0.004
0.1218
0.1414
0.9881
0.839
0.0214
0
0.2759
0.2083
0.25
0.0617
0.0992
0.1292
0.0039
0.0039
reg oper account
block of flats
0.1123
Stone, brick
No
11
1
11
1
-493
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
430,058
0
Cash loans
M
N
N
0
184,500
755,190
34,992
675,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.003813
-11,742
-1,312
-2,362
-4,109
7
1
1
0
1
0
0
Managers
2
2
2
FRIDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.494295
0.546023
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
-2,225
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
0
387,323
0
Cash loans
M
Y
Y
1
225,000
1,755,000
46,426.5
1,755,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.018209
-15,193
-679
-378
-4,130
10
1
1
1
1
1
0
Laborers
3
3
3
THURSDAY
9
0
0
0
0
1
1
Housing
0.356323
0.534541
0.669057
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
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
1
400,437
0
Cash loans
F
N
Y
0
135,000
549,882
17,869.5
459,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.022625
-21,950
365,243
-11,826
-4,806
7
1
0
0
1
1
0
Laborers
2
2
2
SATURDAY
12
0
0
0
0
0
0
XNA
0.736099
0.705052
0.477649
0.0588
0.0766
0.9841
0.7824
0.0355
0
0.1724
0.1667
0.0417
0.0147
0.0479
0.0438
0
0.1169
0.0599
0.0795
0.9841
0.7909
0.0359
0
0.1724
0.1667
0.0417
0.0151
0.0523
0.0456
0
0.1238
0.0593
0.0766
0.9841
0.7853
0.0358
0
0.1724
0.1667
0.0417
0.015
0.0487
0.0446
0
0.1194
not specified
block of flats
0.0599
Panel
No
0
0
0
0
-2,722
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
189,323
0
Cash loans
M
Y
Y
0
112,500
239,850
25,960.5
225,000
Spouse, partner
Pensioner
Secondary / secondary special
Married
House / apartment
0.04622
-24,647
365,243
-7,449
-4,081
14
1
0
0
1
1
0
Laborers
2
1
1
FRIDAY
13
0
0
0
0
0
0
XNA
0.356323
0.726723
0.750375
0.2608
0.2217
0.9871
0.8232
0.4571
0.16
0.1379
0.3333
0.375
0.3786
0.211
0.2623
0.0077
0.2005
0.2658
0.2301
0.9871
0.8301
0.4613
0.1611
0.1379
0.3333
0.375
0.3873
0.2305
0.2733
0.0078
0.2123
0.2634
0.2217
0.9871
0.8256
0.46
0.16
0.1379
0.3333
0.375
0.3852
0.2146
0.267
0.0078
0.2047
reg oper spec account
block of flats
0.2499
Stone, brick
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
368,674
0
Cash loans
F
N
Y
1
171,000
1,256,400
40,657.5
900,000
Family
Working
Higher education
Married
House / apartment
0.010032
-13,884
-1,467
-5,243
-3,971
7
1
1
0
1
0
0
Core staff
3
2
2
THURSDAY
11
0
0
0
0
0
0
Advertising
0.724175
0.515299
0.798137
0.1928
0
0.9811
0.8232
0
0
0.0345
0.1667
0.2083
0
0.0504
0.0671
0
0.0443
0.1964
0
0.9811
0.8301
0
0
0.0345
0.1667
0.2083
0
0.0551
0.07
0
0.0469
0.1947
0
0.9811
0.8256
0
0
0.0345
0.1667
0.2083
0
0.0513
0.0683
0
0.0452
reg oper account
block of flats
0.0528
Panel
No
4
1
4
0
-922
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
267,214
0
Cash loans
M
N
Y
0
202,500
90,000
6,219
90,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-12,322
-3,424
-6,212
-2,826
7
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
10
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.116691
0.612704
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
-605
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
6
235,935
0
Cash loans
M
Y
Y
0
157,500
679,896
41,724
630,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.072508
-17,876
-171
-4,677
-1,423
5
1
1
0
1
1
0
Laborers
1
1
1
WEDNESDAY
16
0
0
0
0
0
0
Other
0.705921
0.810809
0.793449
0.1412
0.1001
0.9806
0.7348
0
0.1864
0.1434
0.4792
0.5208
0.0374
0.1152
0.1313
0
0.0085
0.1134
0.0974
0.9782
0.7125
0
0.1611
0.1379
0.3333
0.375
0.0554
0.0992
0.1068
0
0.0129
0.1286
0.0939
0.9806
0.7383
0
0.16
0.1379
0.4792
0.5208
0.0409
0.1056
0.1139
0
0.0124
reg oper account
block of flats
0.0832
Panel
No
0
0
0
0
-2,057
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
160,583
0
Cash loans
F
N
Y
1
157,500
760,225.5
32,337
679,500
Unaccompanied
State servant
Higher education
Married
House / apartment
0.031329
-16,253
-7,444
-4,335
-4,676
7
1
1
0
1
0
0
Core staff
3
2
2
THURSDAY
12
0
0
0
0
0
0
School
0.760959
0.639562
0.715103
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
9
1
9
0
-433
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3
283,052
0
Cash loans
M
Y
Y
0
157,500
355,536
19,417.5
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.035792
-9,958
-1,555
-4,524
-2,591
2
1
1
0
1
0
0
Drivers
1
2
2
FRIDAY
11
0
0
0
0
0
0
Kindergarten
0.356323
0.59606
0.52989
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
-1,674
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
3
324,934
0
Cash loans
F
N
N
0
92,250
453,514.5
17,640
391,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.020246
-21,274
365,243
-507
-4,532
7
1
0
0
1
0
0
Laborers
1
3
3
THURSDAY
11
0
0
0
0
0
0
XNA
0.356323
0.115415
0.081186
0.0309
0
0.9603
0.8232
0
0
0.1724
0.0833
0.2083
0
0.0504
0.0199
0
0
0.0315
0
0.9603
0.8301
0
0
0.1724
0.0833
0.2083
0
0.0551
0.0207
0
0
0.0312
0
0.9603
0.8256
0
0
0.1724
0.0833
0.2083
0
0.0513
0.0202
0
0
reg oper account
block of flats
0
Stone, brick
No
0
0
0
0
-2
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
141,003
0
Cash loans
M
Y
N
0
144,000
450,000
24,543
450,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.031329
-17,238
-3,274
-2,906
-779
21
1
1
1
1
1
0
Laborers
2
2
2
SATURDAY
10
0
0
0
0
1
1
Other
0.356323
0.724035
0.174564
0.0082
0
0.9672
0.5512
0.0012
0
0.0345
0.0417
0.0833
0.0136
0.0067
0.0072
0
0
0.0084
0
0.9672
0.5688
0.0012
0
0.0345
0.0417
0.0833
0.0139
0.0073
0.0075
0
0
0.0083
0
0.9672
0.5572
0.0012
0
0.0345
0.0417
0.0833
0.0138
0.0068
0.0074
0
0
reg oper account
block of flats
0.0063
Stone, brick
No
1
0
1
0
-1,500
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
330,491
0
Revolving loans
F
N
Y
2
112,500
247,500
12,375
247,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.018801
-13,244
-318
-533
-3,730
7
1
1
0
1
0
0
High skill tech staff
4
2
2
TUESDAY
13
0
0
0
1
1
0
Trade: type 6
0.695299
0.620208
0.80502
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
-1,095
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
358,295
0
Cash loans
F
N
Y
0
292,500
1,211,049
35,541
1,057,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.028663
-18,714
-9,775
-3,508
-2,250
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
1
1
Industry: type 9
0.701673
0.65555
0.644679
0.0165
0.0367
0.9916
0.8232
0
0
0.069
0.0692
0.2083
0.0104
0.0504
0.0117
0
0.0065
0.0189
0.0294
0.9881
0.8301
0
0
0.069
0.0833
0.2083
0.0089
0.0551
0.0071
0
0
0.0187
0.0406
0.993
0.8256
0
0
0.069
0.0833
0.2083
0.0106
0.0513
0.0144
0
0.0063
reg oper account
block of flats
0.02
Stone, brick
No
1
0
1
0
-18
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
289,135
0
Cash loans
M
Y
N
0
180,000
253,377
13,063.5
211,500
Unaccompanied
State servant
Higher education
Single / not married
With parents
0.002134
-9,492
-679
-966
-2,162
8
1
1
0
1
0
0
Laborers
1
3
3
WEDNESDAY
11
0
0
0
0
1
1
Other
0.356323
0.375853
0.152866
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
1
4
1
-615
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
394,877
0
Revolving loans
F
N
N
0
63,000
900,000
45,000
900,000
Children
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.02461
-18,465
365,243
-419
-2,002
7
1
0
0
1
0
0
Laborers
2
2
2
THURSDAY
13
0
0
0
0
0
0
XNA
0.356323
0.741845
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
-107
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
201,239
0
Cash loans
F
Y
Y
0
382,500
1,312,110
52,168.5
1,125,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.072508
-16,972
-1,073
-6,528
-164
8
1
1
0
1
1
0
Laborers
2
1
1
SATURDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.747569
0.736623
0.0311
0.0506
0.9553
0.8232
0
0.16
0.1607
0.2083
0.2083
0
0.0504
0.0438
0
0.0444
0
0
0.9434
0.8301
0
0
0.069
0.0833
0.2083
0
0.0551
0
0
0
0.0026
0
0.9608
0.8256
0
0.16
0.1379
0.25
0.2083
0
0.0513
0.0047
0
0.0215
reg oper account
block of flats
0
Stone, brick
No
2
0
2
0
-1,707
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
332,198
0
Cash loans
F
N
Y
0
54,000
229,230
22,329
202,500
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.010556
-23,928
365,243
-4,401
-3,282
7
1
0
0
1
0
0
Laborers
2
3
3
THURSDAY
14
0
0
0
0
0
0
XNA
0.87253
0.117507
0.678568
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
-1,228
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
2
129,004
0
Cash loans
M
Y
N
1
81,000
269,982
28,480.5
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00496
-17,248
-172
-6,402
-799
17
1
1
0
1
0
0
Sales staff
3
2
2
WEDNESDAY
12
0
0
0
0
0
0
Self-employed
0.356323
0.665922
0.802745
0.0673
0
0.9816
0.8232
0
0
0.2069
0.1458
0.2083
0
0.0504
0.0424
0
0
0.0504
0
0.9816
0.8301
0
0
0.2069
0.125
0.2083
0
0.0551
0.032
0
0
0.064
0
0.9816
0.8256
0
0
0.2069
0.1458
0.2083
0
0.0513
0.0347
0
0
reg oper account
block of flats
0.0407
Panel
No
0
0
0
0
-2,263
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
331,804
0
Cash loans
M
Y
Y
1
333,000
337,500
20,394
337,500
Family
Commercial associate
Higher education
Married
House / apartment
0.008625
-13,470
-594
-493
-4,227
5
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
16
0
0
0
0
0
0
Self-employed
0.453102
0.632002
0.239226
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
-413
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
364,692
0
Cash loans
M
Y
Y
2
202,500
495,351
29,497.5
459,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.031329
-13,434
-4,101
-2,432
-3,253
17
1
1
0
1
0
0
Laborers
4
2
2
MONDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.393321
0.55568
0.7463
0.1402
0
0.9856
0.8232
0
0
0.0345
0.1667
0.2083
0.0857
0.0504
0.0427
0
0
0.1429
0
0.9856
0.8301
0
0
0.0345
0.1667
0.2083
0.0877
0.0551
0.0445
0
0
0.1416
0
0.9856
0.8256
0
0
0.0345
0.1667
0.2083
0.0872
0.0513
0.0435
0
0
reg oper account
block of flats
0.0556
Block
No
2
0
2
0
-1,132
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
335,998
0
Cash loans
M
N
N
2
135,000
544,491
14,490
454,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.006207
-13,669
-225
-358
-1,695
7
1
1
1
1
1
0
Managers
4
2
2
MONDAY
11
0
0
0
0
0
0
Construction
0.356323
0.694978
0.384207
0.1464
0
0.998
0.9728
0.0606
0.12
0.1034
0.375
0.4167
0.0955
0.1177
0.1234
0.0077
0.0157
0.1492
0
0.998
0.9739
0.0612
0.1208
0.1034
0.375
0.4167
0.0977
0.1286
0.1285
0.0078
0.0167
0.1478
0
0.998
0.9732
0.061
0.12
0.1034
0.375
0.4167
0.0971
0.1197
0.1256
0.0078
0.0161
org spec account
block of flats
0.1336
Panel
No
4
0
4
0
-1,245
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
151,295
0
Cash loans
F
Y
Y
0
157,500
942,300
30,528
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.025164
-15,904
-3,163
-8,709
-4,582
11
1
1
0
1
1
0
Sales staff
2
2
2
SATURDAY
12
0
0
0
0
0
0
Self-employed
0.614058
0.603744
0.326475
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
-1,079
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
361,686
0
Cash loans
F
Y
Y
2
202,500
1,125,000
47,664
1,125,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-13,285
-361
-3,674
-3,667
3
1
1
0
1
0
0
Medicine staff
4
2
2
THURSDAY
19
0
0
0
0
0
0
Industry: type 9
0.809286
0.626687
0.345785
0.1196
0.0682
0.9781
0.8232
0
0
0.0345
0.1667
0.2083
0.0408
0.0504
0.0508
0
0
0.1218
0.0708
0.9782
0.8301
0
0
0.0345
0.1667
0.2083
0.0417
0.0551
0.0529
0
0
0.1207
0.0682
0.9781
0.8256
0
0
0.0345
0.1667
0.2083
0.0415
0.0513
0.0517
0
0
reg oper account
block of flats
0.0523
Stone, brick
No
0
0
0
0
-1,587
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
396,074
0
Cash loans
M
Y
Y
0
157,500
979,992
28,782
702,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
Rented apartment
0.018634
-10,900
-1,149
-10,867
-3,430
36
1
1
0
1
0
0
Laborers
1
2
2
FRIDAY
17
0
0
0
1
1
0
Business Entity Type 3
0.197151
0.605448
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
-2,502
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
7
372,626
0
Cash loans
F
N
Y
0
90,000
254,700
14,751
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.04622
-20,321
365,243
-5,242
-3,713
7
1
0
0
1
1
0
Laborers
2
1
1
MONDAY
14
0
0
0
0
0
0
XNA
0.356323
0.736295
0.577969
0.066
0.0939
0.9712
0.6056
0.0166
0
0.1379
0.1667
0.2083
0.0856
0.0471
0.0823
0.0309
0.1355
0.0672
0.0974
0.9712
0.621
0.0167
0
0.1379
0.1667
0.2083
0.0876
0.0514
0.0858
0.0311
0.1434
0.0666
0.0939
0.9712
0.6109
0.0167
0
0.1379
0.1667
0.2083
0.0871
0.0479
0.0838
0.0311
0.1383
reg oper account
block of flats
0.1032
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
0
223,973
0
Cash loans
F
Y
Y
0
112,500
454,500
46,701
454,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.028663
-14,271
-727
-8,077
-1,144
2
1
1
0
1
0
0
HR staff
2
2
2
FRIDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.611466
0.695701
0.113196
0.2227
0
0.9836
0.8232
0
0.24
0.2069
0.3333
0.2083
0
0.0504
0
0
0
0.2269
0
0.9836
0.8301
0
0.2417
0.2069
0.3333
0.2083
0
0.0551
0
0
0
0.2248
0
0.9836
0.8256
0
0.24
0.2069
0.3333
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0.2261
Panel
No
1
0
1
0
-1,011
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
199,209
0
Cash loans
F
N
Y
0
112,500
808,650
23,773.5
675,000
Unaccompanied
Working
Higher education
Separated
House / apartment
0.009175
-19,905
-2,265
-8,853
-3,447
7
1
1
0
1
0
0
Sales staff
1
2
2
TUESDAY
11
0
0
0
0
0
0
Self-employed
0.356323
0.626323
0.7463
0.0722
0.0696
0.9881
0.8232
0
0.08
0.069
0.3333
0.2083
0.1023
0.0504
0.0885
0
0.0814
0.0735
0.0723
0.9881
0.8301
0
0.0806
0.069
0.3333
0.2083
0.1046
0.0551
0.0922
0
0.0862
0.0729
0.0696
0.9881
0.8256
0
0.08
0.069
0.3333
0.2083
0.1041
0.0513
0.09
0
0.0831
reg oper account
block of flats
0.075
Panel
No
2
2
2
2
-1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
3
454,901
0
Cash loans
F
N
N
1
202,500
135,000
10,953
135,000
Children
Working
Incomplete higher
Married
With parents
0.030755
-11,233
-1,366
-4,983
-1,856
7
1
1
0
1
0
0
Managers
3
2
2
TUESDAY
20
1
1
0
1
1
0
Trade: type 3
0.356323
0.068205
0.245851
0.1835
0.1328
0.9861
0.8096
0.0398
0.2
0.1724
0.3333
0.375
0.1215
0.1488
0.1831
0.0039
0.0022
0.187
0.1378
0.9861
0.8171
0.0401
0.2014
0.1724
0.3333
0.375
0.1243
0.1625
0.1908
0.0039
0.0023
0.1853
0.1328
0.9861
0.8121
0.04
0.2
0.1724
0.3333
0.375
0.1236
0.1513
0.1864
0.0039
0.0023
reg oper spec account
block of flats
0.1664
Panel
No
0
0
0
0
-432
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
454,324
0
Cash loans
F
N
Y
0
112,500
533,668.5
21,294
477,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.022625
-22,247
-1,082
-2,192
-4,220
7
1
1
0
1
1
0
Sales staff
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.412989
0.470456
0.2598
0.1512
0.9831
0.7688
0.0491
0.28
0.2414
0.3333
0.375
0.138
0.2118
0.2661
0
0
0.2647
0.1569
0.9831
0.7779
0.0495
0.282
0.2414
0.3333
0.375
0.1411
0.2314
0.2772
0
0
0.2623
0.1512
0.9831
0.7719
0.0494
0.28
0.2414
0.3333
0.375
0.1404
0.2155
0.2709
0
0
reg oper account
block of flats
0.2334
Panel
No
6
1
6
1
-376
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
314,976
0
Cash loans
M
N
Y
0
54,000
225,171
14,517
171,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.031329
-20,018
-1,831
-3,288
-3,288
7
1
1
0
1
0
0
Security staff
1
2
2
MONDAY
9
0
0
0
0
0
0
Government
0.356323
0.54566
0.782608
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
6
0
6
0
-1,069
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
184,602
0
Cash loans
F
Y
N
0
112,500
225,000
18,040.5
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
Municipal apartment
0.0105
-14,536
-623
-506
-3,033
15
1
1
1
1
0
0
Laborers
2
3
3
WEDNESDAY
12
0
0
0
0
1
1
Agriculture
0.356323
0.173405
0.239226
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
1
2
1
-309
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
265,592
0
Cash loans
F
Y
Y
0
292,500
2,013,840
55,507.5
1,800,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.006207
-22,051
365,243
-110
-4,034
16
1
0
0
1
0
0
Laborers
2
2
2
TUESDAY
17
0
0
0
0
0
0
XNA
0.356323
0.358322
0.171468
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
-1,486
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
378,159
0
Cash loans
F
N
Y
0
54,000
257,391
18,040.5
238,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.018029
-22,425
365,243
-9,154
-4,045
7
1
0
0
1
0
0
Laborers
1
3
3
TUESDAY
6
0
0
0
0
0
0
XNA
0.356323
0.300731
0.7463
0.0825
0.0803
0.9776
0.694
0.0642
0
0.1379
0.1667
0.2083
0.0739
0.0672
0.0765
0
0
0.084
0.0833
0.9777
0.706
0.0648
0
0.1379
0.1667
0.2083
0.0756
0.0735
0.0797
0
0
0.0833
0.0803
0.9776
0.6981
0.0646
0
0.1379
0.1667
0.2083
0.0752
0.0684
0.0779
0
0
reg oper account
block of flats
0.0953
Panel
No
0
0
0
0
-2,202
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
1
380,362
0
Cash loans
F
N
Y
1
90,000
364,896
16,200
315,000
Spouse, partner
Working
Higher education
Married
House / apartment
0.018029
-10,583
-502
-7,534
-3,048
7
1
1
1
1
0
0
High skill tech staff
3
3
3
SATURDAY
8
0
0
0
1
1
0
Industry: type 11
0.356323
0.288005
0.387625
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
-259
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
262,735
0
Cash loans
M
Y
Y
0
135,000
945,000
27,760.5
945,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.005144
-21,600
-95
-4,690
-4,689
9
1
1
1
1
1
0
Laborers
2
2
2
MONDAY
17
0
0
0
0
0
0
Government
0.356323
0.603833
0.819318
0.033
0.0763
0.9632
0.4968
0.0096
0
0.1379
0.125
0.1667
0.0629
0.0261
0.0357
0.0039
0.006
0.0336
0.0792
0.9633
0.5165
0.0096
0
0.1379
0.125
0.1667
0.0643
0.0285
0.0372
0.0039
0.0064
0.0333
0.0763
0.9632
0.5035
0.0096
0
0.1379
0.125
0.1667
0.064
0.0265
0.0363
0.0039
0.0061
reg oper account
block of flats
0.0346
Stone, brick
No
3
1
3
1
-1,274
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
291,444
0
Cash loans
F
N
Y
0
112,500
1,255,680
41,629.5
1,125,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.00733
-19,852
-1,321
-1,091
-3,381
7
1
1
0
1
0
0
Low-skill Laborers
2
2
2
THURSDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.279235
0.406617
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
-1,665
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
327,778
0
Cash loans
M
N
N
0
225,000
315,000
16,132.5
315,000
Unaccompanied
Commercial associate
Higher education
Married
Rented apartment
0.031329
-9,581
-947
-4,262
-2,225
7
1
1
1
1
0
0
Core staff
2
2
2
WEDNESDAY
13
0
0
0
0
0
0
Business Entity Type 2
0.590591
0.6643
0.7463
0.4196
0.3117
0.9861
0.8096
0
0.48
0.4138
0.3333
0.0417
0.302
0.3404
0.2893
0.0077
0.0127
0.4275
0.3235
0.9861
0.8171
0
0.4834
0.4138
0.3333
0.0417
0.3089
0.3719
0.3014
0.0078
0.0135
0.4237
0.3117
0.9861
0.8121
0
0.48
0.4138
0.3333
0.0417
0.3072
0.3463
0.2945
0.0078
0.013
org spec account
block of flats
0.3638
Panel
No
0
0
0
0
-640
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
2
303,965
0
Cash loans
F
N
Y
2
112,500
942,300
30,528
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019689
-16,572
-1,730
-1,978
-131
7
1
1
0
1
0
0
Security staff
4
2
2
SATURDAY
13
0
0
0
0
1
1
Other
0.356323
0.036284
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
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
294,822
0
Cash loans
M
N
Y
0
225,000
755,190
36,328.5
675,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.030755
-19,295
365,243
-10,204
-2,840
7
1
0
0
1
0
0
Laborers
2
2
2
SATURDAY
11
0
0
0
0
0
0
XNA
0.356323
0.591255
0.307737
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
-586
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
440,639
0
Cash loans
M
N
N
1
72,000
207,306
10,984.5
148,500
Spouse, partner
Working
Secondary / secondary special
Married
Rented apartment
0.031329
-16,498
-686
-2,852
-55
7
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
11
0
0
0
0
1
1
Transport: type 4
0.356323
0.623699
0.294083
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
6
0
6
0
-353
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
123,353
1
Cash loans
F
N
N
0
90,000
976,077
52,128
922,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.031329
-15,147
-6,299
-420
-4,598
7
1
1
0
1
1
0
Medicine staff
2
2
2
MONDAY
14
0
0
0
0
0
0
Medicine
0.356323
0.60286
0.517297
0.2227
0.1572
0.9836
0.7756
0.034
0.24
0.2069
0.3333
0.375
0.1132
0.1816
0.2274
0
0
0.2269
0.1632
0.9836
0.7844
0.0343
0.2417
0.2069
0.3333
0.375
0.1158
0.1983
0.237
0
0
0.2248
0.1572
0.9836
0.7786
0.0342
0.24
0.2069
0.3333
0.375
0.1152
0.1847
0.2315
0
0
reg oper account
block of flats
0.1975
Block
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
199,718
0
Cash loans
M
N
Y
1
135,000
675,000
21,775.5
675,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.007114
-11,678
-932
-4,929
-4,074
7
1
1
1
1
1
1
High skill tech staff
3
2
2
FRIDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.567878
0.413597
0.0165
0
0.9682
0.8232
0
0.04
0.0345
0.0417
0.2083
0.0404
0.0504
0.0118
0
0
0.0168
0
0.9682
0.8301
0
0.0403
0.0345
0.0417
0.2083
0.0414
0.0551
0.0122
0
0
0.0167
0
0.9682
0.8256
0
0.04
0.0345
0.0417
0.2083
0.0412
0.0513
0.012
0
0
reg oper account
block of flats
0.0103
Wooden
No
0
0
0
0
-547
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
374,444
0
Cash loans
F
N
Y
0
180,000
754,740
24,345
630,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.019101
-15,713
365,243
-3,286
-3,358
7
1
0
0
1
1
0
Laborers
2
2
2
MONDAY
8
0
0
0
0
0
0
XNA
0.356323
0.232247
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
-562
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
338,693
0
Cash loans
F
N
Y
0
157,500
239,850
23,850
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.008474
-24,680
365,243
-2,566
-4,414
7
1
0
0
1
0
0
Laborers
1
2
2
FRIDAY
12
0
0
0
0
0
0
XNA
0.356323
0.479452
0.474051
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
-148
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
288,001
0
Cash loans
F
N
Y
1
202,500
668,304
34,254
540,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.0228
-10,765
-571
-2,198
-2,630
7
1
1
0
1
0
0
Laborers
3
2
2
WEDNESDAY
9
0
0
0
0
0
0
Self-employed
0.356323
0.57585
0.7463
0.0093
0
0.9603
0.8232
0
0
0.069
0.0417
0.2083
0.0205
0.0504
0.0079
0
0
0.0095
0
0.9603
0.8301
0
0
0.069
0.0417
0.2083
0.0209
0.0551
0.0082
0
0
0.0094
0
0.9603
0.8256
0
0
0.069
0.0417
0.2083
0.0208
0.0513
0.008
0
0
reg oper account
block of flats
0.0083
Wooden
No
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
0
0
139,524
1
Cash loans
F
Y
N
1
112,500
521,280
25,209
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.0228
-13,053
-6,467
-6,056
-5,227
18
1
1
0
1
0
0
Laborers
3
2
2
WEDNESDAY
14
0
0
0
0
0
0
Industry: type 3
0.356323
0.263241
0.590233
0.2423
0.0556
0.9841
0.8232
0
0.08
0.069
0.3333
0.2083
0.0738
0.0504
0.1135
0
0.0141
0.2468
0.0577
0.9841
0.8301
0
0.0806
0.069
0.3333
0.2083
0.0755
0.0551
0.1183
0
0.0149
0.2446
0.0556
0.9841
0.8256
0
0.08
0.069
0.3333
0.2083
0.0751
0.0513
0.1156
0
0.0144
reg oper account
block of flats
0.1085
Stone, brick
No
0
0
0
0
-2,356
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
315,523
0
Cash loans
F
N
N
0
90,000
212,656.5
14,931
193,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-19,341
-2,287
-10,484
-2,875
7
1
1
0
1
0
0
Cleaning staff
2
2
2
WEDNESDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.297431
0.680139
0.0825
0.0227
0.9732
0.6328
0.0072
0
0.1379
0.1667
0.2083
0.05
0.0672
0.0635
0
0
0.084
0.0235
0.9732
0.6472
0.0073
0
0.1379
0.1667
0.2083
0.0511
0.0735
0.0662
0
0
0.0833
0.0227
0.9732
0.6377
0.0073
0
0.1379
0.1667
0.2083
0.0508
0.0684
0.0646
0
0
reg oper account
block of flats
0.0553
Block
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
1
261,837
0
Cash loans
F
Y
N
2
126,000
312,768
13,378.5
270,000
Children
State servant
Secondary / secondary special
Married
Municipal apartment
0.032561
-10,603
-3,709
-9,745
-2,474
4
1
1
0
1
0
0
Core staff
4
1
1
TUESDAY
19
0
0
0
0
0
0
Police
0.333156
0.622014
0.4171
0.0206
0.0894
0.9861
0.8096
0
0.16
0.069
0.4583
0.2083
0.0363
0.0504
0.2326
0
0
0.021
0.0927
0.9861
0.8171
0
0.1611
0.069
0.4583
0.2083
0.0371
0.0551
0.2423
0
0
0.0208
0.0894
0.9861
0.8121
0
0.16
0.069
0.4583
0.2083
0.0369
0.0513
0.2368
0
0
reg oper account
block of flats
0.1868
Panel
No
1
0
1
0
-589
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
246,637
0
Cash loans
F
N
Y
2
225,000
1,575,000
43,312.5
1,575,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.072508
-13,148
-1,246
-7,245
-5,482
7
1
1
0
1
1
0
Managers
3
1
1
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.66763
0.749623
0.567379
0.1781
0.1051
0.9821
0.7552
0.0302
0.2
0.1586
0.4417
0.4833
0.0196
0.1452
0.1718
0
0.0566
0.2216
0.0326
0.9786
0.719
0.0258
0.2417
0.2069
0.3333
0.375
0
0.1938
0.0997
0
0
0.2196
0.1332
0.9786
0.7115
0.0309
0.24
0.2069
0.3333
0.375
0.0248
0.1804
0.2095
0
0.0297
reg oper account
block of flats
0.166
Panel
No
0
0
0
0
-2,187
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
360,253
0
Cash loans
M
N
N
0
67,500
93,829.5
9,985.5
81,000
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-16,021
-5,962
-1,626
-4,950
7
1
1
1
1
1
0
Sales staff
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
0.524019
0.587598
0.703203
0.0859
0.0765
0.9767
0.6804
0.011
0.04
0.1493
0.2221
0.2083
0.0172
0.0454
0.0748
0
0.0121
0.0567
0.0374
0.9767
0.6929
0.0085
0.0403
0.2069
0.1667
0.2083
0.0075
0.0496
0.0438
0
0
0.0999
0.0821
0.9767
0.6847
0.0113
0.04
0.2069
0.1667
0.2083
0.0213
0.0462
0.0921
0
0.0183
reg oper account
block of flats
0.037
Block
No
3
0
3
0
-646
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
201,611
0
Cash loans
M
Y
Y
0
288,000
521,280
47,938.5
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-9,659
-2,050
-2,430
-2,338
1
1
1
0
1
0
0
Managers
2
2
2
WEDNESDAY
13
0
0
0
0
0
0
Hotel
0.222781
0.621459
0.358951
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
-1,075
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
100,476
0
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
0.356323
0.36602
0.528093
0.1113
0.0744
0.9846
0.8232
0
0.12
0.1034
0.3333
0.2083
0.0141
0.0504
0.1142
0
0.0003
0.1134
0.0772
0.9846
0.8301
0
0.1208
0.1034
0.3333
0.2083
0.0144
0.0551
0.119
0
0.0003
0.1124
0.0744
0.9846
0.8256
0
0.12
0.1034
0.3333
0.2083
0.0143
0.0513
0.1162
0
0.0003
reg oper account
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
237,359
0
Cash loans
M
N
Y
2
157,500
545,040
25,537.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.020246
-13,217
-988
-4,132
-5,436
7
1
1
0
1
0
0
Drivers
4
3
3
FRIDAY
9
0
0
0
0
0
0
Transport: type 4
0.194066
0.188952
0.300108
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
-758
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
6
147,934
0
Cash loans
F
N
Y
1
135,000
1,045,854
37,183.5
873,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.025164
-12,715
-803
-1,044
-255
7
1
1
0
1
0
0
Private service staff
3
2
2
SATURDAY
12
0
0
0
0
0
0
Self-employed
0.534262
0.303803
0.202087
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
1
108,335
0
Cash loans
F
N
Y
0
81,000
161,730
7,123.5
135,000
Family
Working
Secondary / secondary special
Single / not married
House / apartment
0.003069
-18,366
-2,671
-10,563
-1,901
7
1
1
0
1
0
0
Laborers
1
3
3
TUESDAY
14
0
0
0
0
0
0
Self-employed
0.356323
0.690234
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
0
0
0
0
-560
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
278,203
0
Cash loans
F
N
Y
0
90,000
1,321,020
35,554.5
1,125,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.01885
-21,160
365,243
-11,391
-4,401
7
1
0
0
1
0
0
Laborers
2
2
2
SUNDAY
13
0
0
0
0
0
0
XNA
0.356323
0.691971
0.863363
0.3773
0.0645
0.9846
0.7892
0.0325
0
0.1379
0.1667
0.2083
0.0497
0.1059
0.0322
0.9266
0.0818
0.3845
0.0669
0.9846
0.7975
0.0328
0
0.1379
0.1667
0.2083
0.0508
0.1157
0.0336
0.9339
0.0866
0.381
0.0645
0.9846
0.792
0.0327
0
0.1379
0.1667
0.2083
0.0506
0.1077
0.0328
0.9317
0.0835
reg oper account
block of flats
0.0431
Panel
No
1
0
1
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
182,587
0
Cash loans
M
Y
Y
3
225,000
900,000
46,084.5
900,000
Family
Working
Higher education
Married
House / apartment
0.015221
-10,925
-2,042
-4,952
-3,601
9
1
1
0
1
0
0
Drivers
5
2
2
THURSDAY
8
0
0
0
1
1
1
Business Entity Type 3
0.356323
0.442014
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
3
0
3
0
-512
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
232,975
0
Cash loans
F
N
N
0
112,500
302,206.5
15,561
229,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.01885
-12,269
-4,569
-12,156
-4,157
7
1
1
0
1
0
0
Medicine staff
1
2
2
TUESDAY
9
0
0
0
0
0
0
Medicine
0.356323
0.730446
0.7463
0.034
0.0743
0.9707
0.8232
0
0
0.1379
0.0833
0.2083
0.0428
0.0504
0.0399
0
0.0125
0.0347
0.0771
0.9707
0.8301
0
0
0.1379
0.0833
0.2083
0.0438
0.0551
0.0416
0
0.0132
0.0344
0.0743
0.9707
0.8256
0
0
0.1379
0.0833
0.2083
0.0436
0.0513
0.0407
0
0.0128
reg oper account
block of flats
0.0341
Stone, brick
No
4
0
4
0
-1,669
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
456,139
0
Cash loans
F
N
Y
0
90,000
203,760
13,747.5
180,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.019689
-23,340
365,243
-7,902
-3,982
7
1
0
0
1
1
0
Laborers
1
2
2
MONDAY
14
0
0
0
0
0
0
XNA
0.356323
0.19454
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
1
1
1
-1,696
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
110,886
0
Cash loans
F
N
Y
0
148,500
490,500
19,323
490,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.011657
-22,703
365,243
-3,008
-4,078
7
1
0
0
1
0
0
Laborers
1
1
1
WEDNESDAY
10
0
0
0
0
0
0
XNA
0.356323
0.688262
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
-3,234
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
424,385
0
Revolving loans
M
Y
Y
1
180,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-13,754
-762
-6,301
-2,386
4
1
1
0
1
0
0
Managers
3
2
2
TUESDAY
17
0
0
0
0
1
1
Business Entity Type 3
0.360938
0.161952
0.786267
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
-945
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
446,370
0
Cash loans
F
N
Y
0
90,000
254,700
14,751
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.031329
-23,871
365,243
-10,778
-4,709
7
1
0
0
1
0
0
Laborers
1
2
2
WEDNESDAY
11
0
0
0
0
0
0
XNA
0.73119
0.714908
0.544235
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
6
3
6
1
-1,589
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
4
356,042
0
Cash loans
F
N
Y
0
59,130
291,384
21,915
270,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.002134
-21,898
365,243
-761
-3,610
7
1
0
0
1
0
0
Laborers
1
3
3
WEDNESDAY
8
0
0
0
0
0
0
XNA
0.356323
0.689804
0.770087
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
-99
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
6
226,363
0
Cash loans
M
Y
Y
0
171,000
553,806
23,593.5
495,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.008625
-14,987
-1,382
-6,371
-215
31
1
1
0
1
0
0
Drivers
2
2
2
TUESDAY
9
0
0
0
0
1
1
Self-employed
0.356323
0.552108
0.808394
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
1
0
0
2
326,446
0
Cash loans
M
Y
N
0
157,500
450,000
30,442.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018634
-13,999
-241
-3,728
-4,386
10
1
1
1
1
1
0
Laborers
2
2
2
MONDAY
10
0
1
1
0
1
1
Business Entity Type 3
0.356323
0.302048
0.56206
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
-51
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
338,344
1
Cash loans
F
N
Y
1
90,000
135,000
12,379.5
135,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.011657
-9,241
-630
-7,319
-1,830
7
1
1
1
1
0
0
Sales staff
3
1
1
SATURDAY
10
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.670731
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
-457
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
129,116
1
Cash loans
F
N
Y
0
157,500
814,041
26,388
679,500
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.01885
-10,548
-2,095
-8,027
-3,241
7
1
1
0
1
0
0
Private service staff
2
2
2
WEDNESDAY
18
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.333785
0.786267
0.0237
0.0248
0.9886
0.8436
0.0032
0
0.069
0.125
0.1667
0.0281
0.0193
0.0254
0
0
0.0242
0.0257
0.9886
0.8497
0.0032
0
0.069
0.125
0.1667
0.0287
0.0211
0.0265
0
0
0.0239
0.0248
0.9886
0.8457
0.0032
0
0.069
0.125
0.1667
0.0286
0.0197
0.0259
0
0
reg oper account
block of flats
0.0205
Panel
No
1
1
1
1
-1,532
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
392,691
0
Cash loans
F
N
N
1
99,000
610,335
19,291.5
463,500
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.008866
-11,564
-492
-5,451
-2,815
7
1
1
0
1
0
0
Core staff
3
2
2
SUNDAY
14
0
0
0
0
0
0
Self-employed
0.409823
0.373097
0.67383
0.0598
0
0.9747
0.8232
0
0
0.1034
0.1667
0.2083
0.0125
0.0504
0.0485
0
0.006
0.0609
0
0.9747
0.8301
0
0
0.1034
0.1667
0.2083
0.0127
0.0551
0.0505
0
0.0063
0.0604
0
0.9747
0.8256
0
0
0.1034
0.1667
0.2083
0.0127
0.0513
0.0493
0
0.0061
reg oper account
block of flats
0.0394
Stone, brick
No
0
0
0
0
-623
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
293,871
0
Cash loans
F
N
N
0
135,000
717,003
19,044
598,500
Unaccompanied
Working
Higher education
Single / not married
With parents
0.01885
-8,898
-2,005
-7,050
-1,576
7
1
1
1
1
0
0
Managers
1
2
2
WEDNESDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.115043
0.560458
0.385915
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
-9
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
407,477
1
Cash loans
F
N
Y
1
76,500
284,400
19,134
225,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.031329
-8,998
-1,575
-8,982
-1,214
7
1
1
1
1
0
0
Core staff
3
2
2
TUESDAY
9
0
0
0
0
0
0
Kindergarten
0.229161
0.162145
0.7463
0.0722
0.0632
0.9831
0.7688
0.009
0
0.1379
0.1667
0.2083
0.0687
0.0588
0.0643
0
0
0.0735
0.0655
0.9831
0.7779
0.0091
0
0.1379
0.1667
0.2083
0.0703
0.0643
0.067
0
0
0.0729
0.0632
0.9831
0.7719
0.0091
0
0.1379
0.1667
0.2083
0.0699
0.0599
0.0654
0
0
reg oper account
block of flats
0.0506
Block
No
4
0
4
0
-1,432
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
232,787
0
Cash loans
F
N
Y
0
157,500
193,572
15,421.5
171,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.010276
-23,245
-110
-338
-2,956
7
1
1
0
1
0
0
Cleaning staff
1
2
2
FRIDAY
16
0
0
0
0
0
0
School
0.356323
0.563822
0.434733
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
-276
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