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
174,562
0
Cash loans
F
N
Y
0
180,000
901,773
39,852
792,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.020713
-21,122
365,243
-6,686
-4,574
7
1
0
0
1
1
0
Laborers
2
3
2
SATURDAY
7
0
0
0
0
0
0
XNA
0.356323
0.365412
0.689479
0.099
0.1084
0.9667
0.5444
0.0125
0
0.2069
0.1667
0.2083
0.0607
0.079
0.0904
0.0077
0.0254
0.1008
0.1125
0.9667
0.5622
0.0126
0
0.2069
0.1667
0.2083
0.0621
0.0863
0.0942
0.0078
0.0269
0.0999
0.1084
0.9667
0.5505
0.0126
0
0.2069
0.1667
0.2083
0.0618
0.0804
0.092
0.0078
0.0259
reg oper account
block of flats
0.0835
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
1
1
2
393,455
0
Cash loans
M
N
Y
1
135,000
269,550
16,416
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.025164
-12,687
-3,999
-2,904
-4,081
7
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.291649
0.160485
0.570917
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
-1,830
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
182,405
0
Cash loans
F
N
Y
2
144,000
135,000
12,510
135,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-11,420
-718
-2,371
-3,862
7
1
1
0
1
0
0
Sales staff
4
2
2
WEDNESDAY
11
0
0
0
0
0
0
Trade: type 3
0.356323
0.69079
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
9
0
9
0
-347
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
384,976
0
Cash loans
F
Y
Y
1
90,000
781,920
28,215
675,000
Family
State servant
Secondary / secondary special
Married
House / apartment
0.003069
-12,952
-1,428
-2,825
-4,110
13
1
1
0
1
0
0
Cleaning staff
3
3
3
SATURDAY
13
0
0
0
0
0
0
Industry: type 3
0.356323
0.365356
0.535276
0.0825
0.0007
0.9752
0.8232
0
0
0.069
0.0833
0.2083
0
0.0504
0.0156
0
0.0021
0.084
0.0008
0.9752
0.8301
0
0
0.069
0.0833
0.2083
0
0.0551
0.0163
0
0.0023
0.0833
0.0007
0.9752
0.8256
0
0
0.069
0.0833
0.2083
0
0.0513
0.0159
0
0.0022
reg oper account
block of flats
0.0128
Stone, brick
No
4
0
4
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
1
0
1
297,901
0
Cash loans
M
N
N
0
112,500
540,000
15,786
540,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.028663
-21,463
365,243
-2,039
-2,040
7
1
0
0
1
1
0
Laborers
1
2
2
THURSDAY
14
0
0
0
0
0
0
XNA
0.356323
0.4173
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
-735
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
5
151,632
1
Cash loans
M
Y
Y
1
157,500
458,460
36,220.5
405,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.006852
-10,693
-1,149
-2,108
-3,200
14
1
1
0
1
0
0
High skill tech staff
3
3
3
FRIDAY
9
0
0
0
0
0
0
Security Ministries
0.356323
0.125073
0.382502
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
2
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
1
4
452,141
0
Cash loans
M
N
Y
0
135,000
398,016
31,446
360,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.008625
-8,360
-590
-3,239
-1,028
7
1
1
1
1
1
0
Drivers
1
2
2
WEDNESDAY
16
0
0
0
0
0
0
Business Entity Type 1
0.072427
0.556965
0.252599
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
-530
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
203,563
0
Cash loans
F
Y
N
0
202,500
900,000
23,742
900,000
Unaccompanied
Commercial associate
Higher education
Widow
House / apartment
0.028663
-19,908
-4,475
-9,666
-3,442
6
1
1
1
1
1
0
Laborers
1
2
2
SATURDAY
15
0
0
0
0
0
0
Medicine
0.624089
0.482897
0.447179
0.1966
0.1653
0.9881
0.8368
0.0648
0.2132
0.1838
0.3333
0.375
0.0319
0.1603
0.2165
0.009
0.0085
0.0756
0.0442
0.9866
0.8236
0.0328
0.282
0.2414
0.3333
0.375
0.0126
0.0661
0.0851
0
0
0.2581
0.2235
0.9886
0.8457
0.0531
0.28
0.2414
0.3333
0.375
0.0421
0.2121
0.2876
0
0
reg oper account
block of flats
0.2653
Panel
No
2
0
2
0
-3
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
6
391,813
0
Cash loans
M
Y
Y
0
157,500
152,820
11,205
135,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.022625
-10,717
-1,620
-5,159
-3,005
17
1
1
1
1
0
0
Laborers
2
2
2
WEDNESDAY
12
0
0
0
1
0
1
Business Entity Type 3
0.356323
0.083176
0.643026
0.0186
0
0.9637
0.8232
0
0
0.069
0.0417
0.2083
0
0.0504
0.0186
0
0
0.0189
0
0.9638
0.8301
0
0
0.069
0.0417
0.2083
0
0.0551
0.0194
0
0
0.0187
0
0.9637
0.8256
0
0
0.069
0.0417
0.2083
0
0.0513
0.0189
0
0
reg oper account
block of flats
0.0146
Block
No
0
0
0
0
-1,315
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
155,707
0
Cash loans
M
Y
N
1
247,500
481,495.5
44,289
454,500
Family
Working
Higher education
Married
House / apartment
0.04622
-14,584
-214
-3,164
-4,778
1
1
1
0
1
0
0
Laborers
3
1
1
TUESDAY
15
0
1
1
0
0
0
Business Entity Type 3
0.317107
0.575866
0.384207
0.2969
0.1731
0.9841
0.7824
0.071
0.32
0.2759
0.3333
0.375
0
0.2421
0.3066
0
0
0.3025
0.1797
0.9841
0.7909
0.0717
0.3222
0.2759
0.3333
0.375
0
0.2645
0.3195
0
0
0.2998
0.1731
0.9841
0.7853
0.0715
0.32
0.2759
0.3333
0.375
0
0.2463
0.3121
0
0
reg oper account
block of flats
0.2412
Panel
No
0
0
0
0
-2,698
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
145,717
0
Cash loans
M
N
Y
0
180,000
679,500
19,998
679,500
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.025164
-21,587
-4,457
-5,886
-4,087
7
1
1
0
1
0
0
Core staff
1
2
2
TUESDAY
13
0
0
0
0
0
0
School
0.714096
0.554832
0.3791
0.1031
0.1135
0.9826
0.762
0.0114
0
0.2069
0.1667
0.2083
0.0825
0.0841
0.0898
0
0
0.105
0.1178
0.9826
0.7713
0.0115
0
0.2069
0.1667
0.2083
0.0844
0.0918
0.0936
0
0
0.1041
0.1135
0.9826
0.7652
0.0115
0
0.2069
0.1667
0.2083
0.0839
0.0855
0.0914
0
0
reg oper account
block of flats
0.0769
Stone, brick
No
0
0
0
0
-253
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2
445,419
0
Cash loans
M
N
Y
0
135,000
679,500
36,202.5
679,500
Unaccompanied
State servant
Secondary / secondary special
Civil marriage
House / apartment
0.019101
-16,015
-382
-2,812
-2,812
7
1
1
1
1
0
0
Laborers
2
2
2
MONDAY
13
0
0
0
0
1
1
Construction
0.356323
0.510661
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
2
0
2
0
-570
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
153,443
0
Cash loans
M
N
Y
1
202,500
835,380
40,320
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.04622
-14,773
-1,441
-7,489
-4,006
7
1
1
0
1
0
0
Laborers
2
1
1
MONDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.600498
0.601387
0.56206
0.2062
0.1286
0.9876
0.83
0.1447
0.2
0.1724
0.375
0.0417
0
0.1681
0.205
0
0
0.2101
0.1335
0.9876
0.8367
0.146
0.2014
0.1724
0.375
0.0417
0
0.1837
0.2136
0
0
0.2082
0.1286
0.9876
0.8323
0.1456
0.2
0.1724
0.375
0.0417
0
0.171
0.2087
0
0
reg oper account
block of flats
0.2403
Panel
No
0
0
0
0
-1,207
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
291,323
0
Revolving loans
F
N
Y
0
90,000
270,000
13,500
270,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.015221
-17,351
-316
-8,984
-880
7
1
1
0
1
1
0
Sales staff
1
2
2
THURSDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.195354
0.447179
0.0711
0
0.9881
0.8232
0
0
0.0345
0.1667
0.2083
0.0391
0.0504
0.0479
0
0.0207
0.0725
0
0.9881
0.8301
0
0
0.0345
0.1667
0.2083
0.04
0.0551
0.0499
0
0.0219
0.0718
0
0.9881
0.8256
0
0
0.0345
0.1667
0.2083
0.0398
0.0513
0.0487
0
0.0212
reg oper account
block of flats
0.0422
Stone, brick
No
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
176,899
1
Cash loans
F
Y
Y
0
189,000
1,078,200
31,653
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-16,433
-602
-8,065
-4,047
6
1
1
0
1
1
0
Laborers
2
2
2
FRIDAY
14
0
0
0
0
1
1
Construction
0.595447
0.69906
0.297087
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
-1,013
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
214,049
0
Cash loans
F
N
Y
2
67,500
521,280
27,423
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-11,267
-155
-9,011
-3,187
7
1
1
0
1
0
0
Cooking staff
4
2
2
SUNDAY
10
0
0
0
0
0
0
Kindergarten
0.356323
0.675062
0.21035
0.0722
0.0491
0.9856
0.8028
0.0096
0
0.1379
0.1667
0.2083
0.0639
0.0588
0.0522
0
0
0.0735
0.0509
0.9856
0.8105
0.0097
0
0.1379
0.1667
0.2083
0.0653
0.0643
0.0544
0
0
0.0729
0.0491
0.9856
0.8054
0.0097
0
0.1379
0.1667
0.2083
0.065
0.0599
0.0531
0
0
reg oper account
block of flats
0.041
Panel
No
8
0
8
0
-2,348
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
8
189,517
0
Cash loans
F
N
Y
0
135,000
222,768
15,970.5
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.025164
-18,271
-10,124
-18,228
-1,817
7
1
1
0
1
0
1
Core staff
2
2
2
MONDAY
8
0
0
0
0
0
0
School
0.72771
0.135833
0.706205
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
-1,049
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
162,317
0
Cash loans
F
N
Y
0
225,000
1,129,500
33,156
1,129,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.026392
-19,872
-10,484
-762
-3,382
7
1
1
0
1
0
0
Laborers
1
2
2
THURSDAY
16
0
0
0
0
0
0
Other
0.356323
0.69339
0.524496
0.2124
0
0.998
0.8232
0
0.32
0.1379
0.5417
0.2083
0
0.0504
0.1598
0
0.374
0.2164
0
0.998
0.8301
0
0.3222
0.1379
0.5417
0.2083
0
0.0551
0.1665
0
0.3959
0.2144
0
0.998
0.8256
0
0.32
0.1379
0.5417
0.2083
0
0.0513
0.1627
0
0.3818
reg oper account
block of flats
0.207
Stone, brick
No
0
0
0
0
-1,604
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
6
311,687
0
Cash loans
F
N
Y
0
157,500
760,500
33,628.5
760,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.026392
-22,837
365,243
-5,277
-4,444
7
1
0
0
1
1
0
Laborers
2
2
2
TUESDAY
11
0
0
0
0
0
0
XNA
0.775762
0.691593
0.504681
0.1072
0
0.9921
0.8232
0
0
0.1379
0.25
0.2083
0
0.0504
0.1191
0
0
0.1092
0
0.9921
0.8301
0
0
0.1379
0.25
0.2083
0
0.0551
0.1241
0
0
0.1083
0
0.9921
0.8256
0
0
0.1379
0.25
0.2083
0
0.0513
0.1213
0
0
reg oper account
block of flats
0.0937
Panel
No
4
1
4
1
-2,001
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
6
205,090
0
Cash loans
F
N
Y
2
67,500
450,000
21,109.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006305
-12,044
-190
-81
-4,675
7
1
1
0
1
0
0
Sales staff
4
3
3
SUNDAY
4
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.480195
0.684828
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
-235
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
102,903
1
Cash loans
F
N
N
1
90,000
225,000
16,371
225,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.010276
-14,309
-593
-2,220
-2,449
7
1
1
1
1
0
0
Core staff
3
2
2
THURSDAY
17
0
0
0
0
0
0
Kindergarten
0.365803
0.598511
0.28813
0.1186
0.1429
0.9846
0.7892
0.0213
0
0.2759
0.1667
0.0417
0
0.0967
0.1023
0
0
0.1208
0.1483
0.9846
0.7975
0.0215
0
0.2759
0.1667
0.0417
0
0.1056
0.1066
0
0
0.1197
0.1429
0.9846
0.792
0.0215
0
0.2759
0.1667
0.0417
0
0.0983
0.1041
0
0
reg oper spec account
block of flats
0.0921
Stone, brick
No
1
0
1
0
-2,517
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
141,087
0
Revolving loans
F
N
Y
0
157,500
450,000
22,500
450,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.035792
-23,143
365,243
-3,089
-4,151
7
1
0
0
1
0
0
Laborers
2
2
2
FRIDAY
17
0
0
0
0
0
0
XNA
0.356323
0.620146
0.819318
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
-602
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
230,472
0
Cash loans
F
N
Y
0
202,500
542,133
32,413.5
468,000
Family
Working
Higher education
Married
House / apartment
0.020246
-12,514
-2,895
-7,479
-3,257
7
1
1
0
1
0
0
Medicine staff
2
3
3
THURSDAY
13
0
0
0
0
0
0
University
0.251032
0.391462
0.577969
0.033
0.057
0.9896
0.8572
0.0109
0.04
0.069
0.375
0.25
0.0237
0.0261
0.0513
0.0039
0.0349
0.0336
0.0592
0.9896
0.8628
0.011
0.0403
0.069
0.375
0.25
0.0243
0.0285
0.0534
0.0039
0.0369
0.0333
0.057
0.9896
0.8591
0.011
0.04
0.069
0.375
0.25
0.0241
0.0265
0.0522
0.0039
0.0356
reg oper account
block of flats
0.0539
Stone, brick
No
0
0
0
0
-988
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
110,143
1
Cash loans
M
N
Y
1
90,000
273,024
13,279.5
216,000
Unaccompanied
Working
Secondary / secondary special
Married
Rented apartment
0.009657
-14,192
-911
-3,133
-4,298
7
1
1
0
1
0
0
Laborers
3
2
2
WEDNESDAY
16
0
0
0
0
0
0
Housing
0.262101
0.121925
0.000527
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
-514
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
2
219,166
0
Cash loans
F
N
N
0
90,000
508,495.5
20,164.5
454,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.02461
-22,712
365,243
-9,933
-4,105
7
1
0
0
1
1
0
Laborers
1
2
2
FRIDAY
13
0
0
0
0
0
0
XNA
0.356323
0.735219
0.429424
0.0619
0.0788
0.9866
0.8232
0
0
0.1379
0.1667
0.2083
0.0111
0.0504
0.0542
0
0
0.063
0.0817
0.9866
0.8301
0
0
0.1379
0.1667
0.2083
0.0114
0.0551
0.0565
0
0
0.0625
0.0788
0.9866
0.8256
0
0
0.1379
0.1667
0.2083
0.0113
0.0513
0.0552
0
0
reg oper account
block of flats
0.0426
Stone, brick
No
7
0
7
0
-65
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
271,909
0
Cash loans
M
Y
Y
0
450,000
1,125,000
47,794.5
1,125,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.0228
-23,451
365,243
-131
-2,686
3
1
0
0
1
0
0
Laborers
2
2
2
TUESDAY
14
0
0
0
0
0
0
XNA
0.356323
0.611164
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
0
0
0
0
-356
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
240,990
0
Revolving loans
F
N
Y
0
90,000
180,000
9,000
180,000
Family
Working
Incomplete higher
Single / not married
House / apartment
0.00733
-7,906
-192
-7,888
-573
7
1
1
0
1
1
0
Laborers
1
2
2
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.552708
0.394495
0.2155
0.1258
0.9891
0.8504
0.0344
0.16
0.069
0.3333
0.0417
0.122
0.0504
0.1582
0
0.001
0.2195
0.1306
0.9891
0.8563
0.0347
0.1611
0.069
0.3333
0.0417
0.1248
0.0551
0.1648
0
0.0011
0.2176
0.1258
0.9891
0.8524
0.0346
0.16
0.069
0.3333
0.0417
0.1241
0.0513
0.1611
0
0.001
reg oper account
block of flats
0.1567
Stone, brick
No
0
0
0
0
-506
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
377,569
0
Revolving loans
F
N
Y
0
112,500
202,500
10,125
202,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-20,344
-634
-3,658
-3,523
7
1
1
0
1
0
0
Medicine staff
2
2
2
SATURDAY
11
0
0
0
0
0
0
Medicine
0.556032
0.716394
0.347418
0.1485
0
0.9861
0.8232
0
0.16
0.1379
0.3333
0.2083
0
0.0504
0.1524
0
0
0.1513
0
0.9861
0.8301
0
0.1611
0.1379
0.3333
0.2083
0
0.0551
0.1588
0
0
0.1499
0
0.9861
0.8256
0
0.16
0.1379
0.3333
0.2083
0
0.0513
0.1551
0
0
reg oper account
block of flats
0.1199
Panel
No
0
0
0
0
-322
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
372,163
0
Cash loans
F
N
Y
0
67,500
808,650
26,086.5
675,000
Spouse, partner
Working
Secondary / secondary special
Civil marriage
House / apartment
0.00712
-21,015
-1,950
-4,344
-4,558
7
1
1
1
1
1
0
Medicine staff
2
2
2
TUESDAY
8
0
0
0
0
0
0
Medicine
0.77245
0.194215
0.408359
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
-530
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
210,056
0
Cash loans
F
Y
Y
0
72,000
389,844
21,276
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-20,761
-10,149
-10,301
-1,699
13
1
1
1
1
1
0
Accountants
2
3
3
TUESDAY
5
0
0
0
0
0
0
Government
0.356323
0.361294
0.235311
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
-972
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
374,797
0
Cash loans
F
N
Y
0
112,500
677,664
22,396.5
585,000
Unaccompanied
Pensioner
Lower secondary
Widow
House / apartment
0.0105
-23,666
365,243
-11,172
-4,071
7
1
0
0
1
0
0
Laborers
1
3
3
FRIDAY
10
0
0
0
0
0
0
XNA
0.356323
0.464184
0.51009
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
-186
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
192,858
0
Cash loans
F
N
N
0
114,066
135,000
3,690
135,000
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.035792
-8,614
-420
-889
-1,296
7
1
1
1
1
0
0
Core staff
2
2
2
WEDNESDAY
12
0
0
0
0
1
1
Bank
0.282704
0.442726
0.258084
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
-207
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
129,673
0
Revolving loans
F
N
Y
0
126,000
382,500
19,125
382,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-22,988
-2,747
-11,845
-4,766
7
1
1
0
1
0
0
Laborers
2
1
1
WEDNESDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.898757
0.750746
0.641368
0.2979
0.2904
0.9821
0.7552
0.083
0.32
0.2759
0.3333
0.0417
0.1682
0.2412
0.3104
0.0077
0.0777
0.3036
0.3013
0.9821
0.7648
0.0837
0.3222
0.2759
0.3333
0.0417
0.1721
0.2635
0.3234
0.0078
0.0823
0.3008
0.2904
0.9821
0.7585
0.0835
0.32
0.2759
0.3333
0.0417
0.1712
0.2454
0.3159
0.0078
0.0793
reg oper account
block of flats
0.261
Stone, brick
No
1
0
1
0
-2,027
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
452,303
1
Cash loans
M
N
Y
0
135,000
781,920
61,906.5
675,000
Spouse, partner
Working
Secondary / secondary special
Married
With parents
0.010032
-17,287
-6,139
-2,899
-787
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
6
0
0
0
1
1
1
Business Entity Type 3
0.356323
0.603509
0.490258
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
-953
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
312,755
0
Cash loans
F
N
N
0
270,000
555,273
21,645
463,500
Unaccompanied
Working
Secondary / secondary special
Separated
Municipal apartment
0.022625
-16,223
-287
-5,160
-2,293
7
1
1
0
1
0
0
Sales staff
1
2
2
SATURDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.44093
0.551381
0.0825
0
0.9622
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0288
0
0
0.084
0
0.9623
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.03
0
0
0.0833
0
0.9622
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0293
0
0
reg oper account
block of flats
0.0249
Panel
Yes
3
0
3
0
-2,239
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
411,374
0
Cash loans
F
N
N
0
225,000
1,350,000
69,903
1,350,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.00963
-22,605
-15,439
-2,555
-2,569
7
1
1
0
1
1
0
Accountants
2
2
2
THURSDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.524338
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
1
1
1
0
-5
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
333,906
0
Cash loans
M
N
N
1
112,500
343,800
13,090.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-15,207
-102
-108
-108
7
1
1
0
1
0
0
Laborers
3
2
2
THURSDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.025878
0.7463
0.0278
0.0537
0.9866
0.8164
0.026
0.08
0.069
0.3333
0.375
0.1431
0.0219
0.1042
0.0039
0.0032
0.0284
0.0557
0.9866
0.8236
0.0263
0.0806
0.069
0.3333
0.375
0.1463
0.0239
0.1086
0.0039
0.0034
0.0281
0.0537
0.9866
0.8189
0.0262
0.08
0.069
0.3333
0.375
0.1456
0.0222
0.1061
0.0039
0.0033
not specified
block of flats
0.0969
Stone, brick
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
216,578
1
Cash loans
F
N
N
0
90,000
781,920
28,084.5
675,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.035792
-19,592
-1,684
-12,526
-2,361
7
1
1
1
1
1
0
Laborers
1
2
2
WEDNESDAY
20
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.548981
0.000527
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
-414
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
346,486
0
Cash loans
M
Y
N
0
396,000
900,000
38,263.5
900,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008474
-17,858
-565
-2,870
-1,416
5
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
13
0
0
0
0
1
1
Other
0.638512
0.653637
0.511892
0.067
0.0987
0.9811
0.7416
0.0592
0
0.1379
0.1667
0.2083
0.0583
0.0546
0.0861
0
0
0.0683
0.1024
0.9811
0.7517
0.0598
0
0.1379
0.1667
0.2083
0.0597
0.0597
0.0897
0
0
0.0677
0.0987
0.9811
0.7451
0.0596
0
0.1379
0.1667
0.2083
0.0594
0.0556
0.0876
0
0
reg oper account
specific housing
0.1001
Panel
No
0
0
0
0
-1,303
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
288,204
0
Cash loans
M
Y
Y
2
270,000
297,130.5
23,602.5
256,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.003818
-11,787
-964
-5,871
-3,800
20
1
1
0
1
0
0
Laborers
4
2
2
MONDAY
7
0
0
0
0
1
1
Other
0.245474
0.095002
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
-765
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
252,451
0
Cash loans
M
Y
N
1
180,000
687,600
19,039.5
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
With parents
0.019101
-11,355
-2,986
-3,026
-3,811
2
1
1
0
1
0
0
Drivers
3
2
2
MONDAY
10
0
0
0
0
0
0
Self-employed
0.381096
0.433446
0.387625
0.0227
0.0217
0.995
0.8232
0
0
0.0345
0.2083
0.2083
0.0142
0.0504
0.0237
0
0.0172
0.0231
0.0225
0.995
0.8301
0
0
0.0345
0.2083
0.2083
0.0145
0.0551
0.0247
0
0.0182
0.0229
0.0217
0.995
0.8256
0
0
0.0345
0.2083
0.2083
0.0144
0.0513
0.0242
0
0.0175
reg oper account
block of flats
0.0309
Stone, brick
No
7
0
7
0
-2,612
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
241,988
0
Cash loans
F
N
Y
0
135,000
750,154.5
36,216
670,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-10,767
-1,590
-2,952
-3,226
7
1
1
1
1
0
0
Laborers
2
3
3
THURSDAY
12
0
0
0
0
0
0
Self-employed
0.437661
0.476021
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
8
0
8
0
-581
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
187,254
0
Cash loans
M
Y
Y
0
180,000
1,288,350
41,692.5
1,125,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.003069
-19,442
-1,450
-1,045
-3,002
0
1
1
0
1
1
0
Sales staff
1
3
3
THURSDAY
15
0
0
0
0
0
0
Self-employed
0.356323
0.400946
0.504681
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
2
-908
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
352,591
0
Cash loans
F
Y
Y
2
202,500
339,241.5
15,943.5
238,500
Unaccompanied
State servant
Higher education
Married
House / apartment
0.020246
-12,081
-4,353
-420
-3,981
9
1
1
0
1
0
0
Managers
4
3
3
MONDAY
6
0
0
0
0
0
0
Government
0.501247
0.359434
0.519097
0.0165
0
0.9806
0.7348
0
0
0.069
0.0417
0.0833
0.0564
0.0134
0.014
0
0.0241
0.0168
0
0.9806
0.7452
0
0
0.069
0.0417
0.0833
0.0577
0.0147
0.0146
0
0.0256
0.0167
0
0.9806
0.7383
0
0
0.069
0.0417
0.0833
0.0574
0.0137
0.0143
0
0.0246
reg oper spec account
block of flats
0.0163
Stone, brick
No
1
0
1
0
-666
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
238,044
0
Cash loans
F
N
Y
1
63,000
814,500
23,944.5
814,500
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.031329
-15,222
-1,008
-4,678
-4,845
7
1
1
1
1
0
0
Sales staff
3
2
2
THURSDAY
10
0
0
0
0
0
0
Self-employed
0.356323
0.615732
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
1
2
1
-2,884
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
262,513
0
Cash loans
F
N
Y
0
292,500
781,920
40,054.5
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.00963
-12,484
-1,195
-4,897
-4,896
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
16
0
0
0
0
1
1
Military
0.356323
0.104222
0.54781
0.1485
0
0.9841
0.7824
0.0224
0
0.3448
0.1667
0.2083
0
0.121
0.1391
0
0
0.1513
0
0.9841
0.7909
0.0226
0
0.3448
0.1667
0.2083
0
0.1322
0.1449
0
0
0.1499
0
0.9841
0.7853
0.0226
0
0.3448
0.1667
0.2083
0
0.1231
0.1416
0
0
reg oper account
block of flats
0.1217
Panel
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
1
2
409,406
0
Cash loans
F
Y
Y
0
202,500
945,000
31,230
945,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.019689
-16,482
-411
-786
-26
20
1
1
0
1
0
0
Accountants
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Bank
0.356323
0.181118
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
1
0
1
0
-1,636
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
243,137
0
Cash loans
M
N
Y
0
135,000
135,000
7,452
135,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.028663
-19,625
-4,508
-833
-3,152
7
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.562391
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
-620
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
5
152,306
0
Cash loans
F
Y
Y
1
382,500
983,299.5
39,127.5
904,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.007274
-14,372
-1,320
-1,245
-2,347
1
1
1
0
1
0
0
Sales staff
3
2
2
THURSDAY
13
0
0
0
0
0
0
Self-employed
0.356323
0.379558
0.37065
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
-536
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
161,743
0
Cash loans
M
Y
Y
0
279,000
577,912.5
42,183
535,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.032561
-10,719
-2,227
-409
-3,169
2
1
1
0
1
0
0
Security staff
2
1
1
MONDAY
14
0
0
0
0
0
0
Military
0.356323
0.629369
0.707699
0.4247
0.3752
0.993
0.9048
0.1584
0.48
0.4138
0.625
0.125
0.0908
0.3194
0.5295
0.1236
0.3472
0.4328
0.3894
0.993
0.9085
0.1599
0.4834
0.4138
0.625
0.125
0.0929
0.3489
0.5517
0.1245
0.3676
0.4289
0.3752
0.993
0.9061
0.1594
0.48
0.4138
0.625
0.125
0.0924
0.3249
0.539
0.1242
0.3545
org spec account
block of flats
0.5295
Monolithic
No
7
0
7
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
311,270
0
Cash loans
F
N
Y
0
157,500
1,566,747
64,786.5
1,462,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.010147
-19,578
-1,325
-6,826
-3,066
7
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
9
0
1
1
0
1
1
Self-employed
0.723193
0.591482
0.506484
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
-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
0
3
154,757
0
Cash loans
F
Y
Y
0
202,500
803,259
23,616
670,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018634
-22,288
-1,180
-9,359
-4,588
4
1
1
0
1
0
0
Cleaning staff
2
2
2
FRIDAY
14
0
0
0
0
0
0
Kindergarten
0.356323
0.442198
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
5
3
5
2
-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
4
0
0
310,466
0
Cash loans
F
N
N
0
202,500
1,494,486
39,555
1,305,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-9,521
-881
-7,163
-863
7
1
1
0
1
1
0
Laborers
2
1
1
SATURDAY
14
0
1
1
0
0
0
Business Entity Type 3
0.356323
0.328177
0.7463
0.2268
0.1022
0.9901
0.864
0.0744
0.32
0.1379
0.3333
0.375
0.1092
0.1816
0.2187
0.0154
0.0762
0.2311
0.106
0.9901
0.8693
0.0751
0.3222
0.1379
0.3333
0.375
0.1117
0.1983
0.2278
0.0156
0.0807
0.229
0.1022
0.9901
0.8658
0.0749
0.32
0.1379
0.3333
0.375
0.1111
0.1847
0.2226
0.0155
0.0778
reg oper spec account
block of flats
0.2127
Stone, brick
No
0
0
0
0
-230
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
178,969
0
Cash loans
F
N
Y
0
180,000
1,129,500
44,923.5
1,129,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.026392
-20,974
365,243
-10,011
-4,450
7
1
0
0
1
0
0
Laborers
2
2
2
THURSDAY
10
0
0
0
0
0
0
XNA
0.655852
0.288351
0.7463
0.1856
0
0.9866
0.8232
0
0.2
0.1724
0.3333
0.2083
0
0.0504
0.1927
0
0.0016
0.1891
0
0.9866
0.8301
0
0.2014
0.1724
0.3333
0.2083
0
0.0551
0.2007
0
0.0017
0.1874
0
0.9866
0.8256
0
0.2
0.1724
0.3333
0.2083
0
0.0513
0.1961
0
0.0016
reg oper account
block of flats
0.1519
Panel
No
0
0
0
0
-522
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
313,619
0
Cash loans
F
Y
Y
1
108,000
269,982
32,040
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020246
-10,212
-1,160
-9,576
-2,173
23
1
1
1
1
1
0
Core staff
3
3
3
MONDAY
12
0
0
0
0
0
0
Kindergarten
0.565533
0.129181
0.49206
0.0825
0.0699
0.9737
0.6396
0.0987
0
0.1379
0.1667
0.2083
0.0702
0.0672
0.0637
0
0
0.084
0.0725
0.9737
0.6537
0.0996
0
0.1379
0.1667
0.2083
0.0718
0.0735
0.0664
0
0
0.0833
0.0699
0.9737
0.6444
0.0993
0
0.1379
0.1667
0.2083
0.0714
0.0684
0.0649
0
0
reg oper account
block of flats
0.054
Block
No
1
1
1
1
-257
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
2
387,179
0
Cash loans
F
N
Y
0
112,500
808,650
23,773.5
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.010966
-21,587
365,243
-3,609
-4,897
7
1
0
0
1
0
0
Laborers
2
2
2
MONDAY
15
0
0
0
0
0
0
XNA
0.356323
0.31229
0.574447
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
-2,244
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
2
424,642
0
Cash loans
F
Y
N
0
157,500
961,146
34,182
688,500
Spouse, partner
Commercial associate
Higher education
Married
House / apartment
0.035792
-11,278
-441
-2,858
-3,449
4
1
1
0
1
0
0
Laborers
2
2
2
SUNDAY
13
0
0
0
1
1
0
Business Entity Type 3
0.700475
0.657926
0.597192
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
-248
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
388,632
0
Cash loans
F
Y
N
0
90,000
381,528
12,316.5
315,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.0228
-21,746
365,243
-1,014
-4,691
17
1
0
0
1
0
0
Laborers
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
XNA
0.356323
0.594095
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
0
7
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
364,026
0
Cash loans
F
Y
Y
0
157,500
900,000
26,446.5
900,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.026392
-8,179
-404
-3,514
-805
11
1
1
0
1
0
1
Laborers
1
2
2
WEDNESDAY
15
1
1
0
1
1
0
Business Entity Type 2
0.276575
0.624197
0.345785
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
-675
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
357,401
0
Cash loans
F
N
Y
1
135,000
348,264
34,056
315,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.008068
-17,452
-3,491
-9,107
-983
7
1
1
0
1
0
0
Laborers
3
3
3
SUNDAY
7
0
0
0
0
0
0
Government
0.81372
0.372018
0.553165
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
-1,826
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
225,033
0
Cash loans
F
N
Y
1
180,000
850,500
30,262.5
850,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.006296
-9,945
-593
-753
-298
7
1
1
0
1
0
0
Managers
3
3
3
SATURDAY
10
0
0
0
0
0
0
Trade: type 1
0.281806
0.557213
0.28518
0.0495
0.0576
0.9757
0.8232
0
0
0.1034
0.125
0.2083
0.0453
0.0504
0.0415
0
0.0115
0.0504
0.0598
0.9757
0.8301
0
0
0.1034
0.125
0.2083
0.0463
0.0551
0.0433
0
0.0121
0.05
0.0576
0.9757
0.8256
0
0
0.1034
0.125
0.2083
0.046
0.0513
0.0423
0
0.0117
reg oper account
block of flats
0.0352
Panel
No
0
0
0
0
-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
0
0
224,463
0
Cash loans
F
N
N
0
135,000
553,806
28,273.5
495,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.035792
-12,825
-5,181
-6,760
-4,618
7
1
1
1
1
1
0
Laborers
2
2
2
MONDAY
18
0
0
0
0
0
0
Business Entity Type 1
0.284838
0.254436
0.320163
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
-135
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
246,622
1
Cash loans
M
Y
Y
0
180,000
663,093
21,388.5
553,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.035792
-16,873
-1,240
-2,056
-412
16
1
1
1
1
0
0
Sales staff
2
2
2
MONDAY
16
0
0
0
0
1
1
Self-employed
0.356323
0.673487
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
-873
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
403,182
0
Revolving loans
F
N
Y
0
112,500
202,500
10,125
202,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00823
-11,639
-1,592
-2,789
-1,802
7
1
1
0
1
0
0
Sales staff
2
2
2
FRIDAY
11
0
0
0
0
0
0
Trade: type 7
0.394035
0.583283
0.698668
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
-464
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
450,348
0
Cash loans
F
N
N
0
225,000
509,400
40,243.5
450,000
Unaccompanied
State servant
Higher education
Separated
With parents
0.006207
-11,822
-319
-7,233
-3,058
7
1
1
0
1
0
0
Laborers
1
2
2
WEDNESDAY
14
1
1
0
1
1
0
Bank
0.507392
0.330675
0.307737
0.0825
0
0.9871
0.8232
0
0
0.2414
0.375
0.2083
0.0941
0.0504
0.2766
0
0
0.084
0
0.9871
0.8301
0
0
0.2414
0.375
0.2083
0.0962
0.0551
0.2882
0
0
0.0833
0
0.9871
0.8256
0
0
0.2414
0.375
0.2083
0.0957
0.0513
0.2816
0
0
reg oper account
block of flats
0.2393
Stone, brick
No
0
0
0
0
-1,896
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
451,006
0
Cash loans
F
Y
Y
2
270,000
710,640
80,500.5
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009657
-13,781
-972
-39
-5,261
3
1
1
0
1
0
0
Accountants
4
2
2
TUESDAY
16
0
0
0
0
0
0
Self-employed
0.093934
0.697914
0.243186
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
-2,132
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
353,336
0
Cash loans
F
Y
Y
2
112,500
474,363
25,861.5
409,500
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.035792
-13,665
-1,522
-4,450
-4,451
21
1
1
0
1
0
0
Cleaning staff
4
2
2
MONDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.640031
0.045677
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
2
10
2
-823
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
279,320
0
Cash loans
M
Y
N
1
90,000
288,873
16,713
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01885
-16,794
-9,341
-6,007
-336
12
1
1
0
1
1
0
Drivers
3
2
2
SATURDAY
11
0
0
0
0
0
0
Government
0.356323
0.618378
0.669057
0.0732
0.0602
0.9851
0.796
0.0087
0
0.1379
0.1667
0.2083
0.0198
0.0588
0.0502
0.0039
0.0033
0.0746
0.0624
0.9851
0.804
0.0088
0
0.1379
0.1667
0.2083
0.0202
0.0643
0.0523
0.0039
0.0035
0.0739
0.0602
0.9851
0.7987
0.0087
0
0.1379
0.1667
0.2083
0.0201
0.0599
0.0511
0.0039
0.0034
reg oper account
block of flats
0.0449
Panel
No
4
0
4
0
-3,133
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
319,182
0
Cash loans
M
N
N
0
135,000
544,491
15,102
454,500
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.006207
-9,338
-1,523
-11
-1,999
7
1
1
0
1
0
0
Managers
2
2
2
SATURDAY
16
0
0
0
0
0
0
Transport: type 4
0.49785
0.296609
0.7463
0.0412
0.0502
0.9985
0.9796
0.0058
0
0.069
0.1667
0.2083
0.0224
0.0336
0.0407
0
0
0.042
0.0521
0.9985
0.9804
0.0058
0
0.069
0.1667
0.2083
0.023
0.0367
0.0424
0
0
0.0416
0.0502
0.9985
0.9799
0.0058
0
0.069
0.1667
0.2083
0.0228
0.0342
0.0414
0
0
reg oper account
block of flats
0.0351
Stone, brick
No
1
0
1
0
-2
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
120,754
0
Cash loans
F
N
N
0
112,500
238,500
18,585
238,500
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.006296
-18,118
-7,680
-1,260
-1,670
7
1
1
0
1
0
0
Laborers
1
3
3
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
0.356323
0.34129
0.718033
0.1392
0.1973
0.9871
0.8232
0
0
0.3103
0.1667
0.2083
0.1594
0.0504
0.101
0
0.2195
0.1418
0.2047
0.9871
0.8301
0
0
0.3103
0.1667
0.2083
0.163
0.0551
0.1053
0
0.2323
0.1405
0.1973
0.9871
0.8256
0
0
0.3103
0.1667
0.2083
0.1622
0.0513
0.1028
0
0.2241
reg oper account
block of flats
0.1272
Panel
No
0
0
0
0
-1,885
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
240,241
0
Cash loans
M
N
Y
1
225,000
562,491
26,194.5
454,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.014464
-18,338
-4,960
-80
-1,789
7
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
9
0
0
0
1
1
1
Business Entity Type 3
0.501174
0.265099
0.7463
0.0247
0.0475
0.9916
0.8844
0.004
0
0.1034
0.0833
0.125
0.0237
0.0202
0.0261
0
0
0.0252
0.0492
0.9916
0.8889
0.0041
0
0.1034
0.0833
0.125
0.0242
0.022
0.0272
0
0
0.025
0.0475
0.9916
0.8859
0.0041
0
0.1034
0.0833
0.125
0.0241
0.0205
0.0266
0
0
reg oper spec account
block of flats
0.0227
Stone, brick
No
0
0
0
0
-57
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
108,730
0
Cash loans
F
N
Y
0
202,500
1,185,120
39,168
900,000
Unaccompanied
State servant
Secondary / secondary special
Civil marriage
House / apartment
0.032561
-21,517
-8,013
-11,680
-4,017
7
1
1
0
1
1
0
Core staff
2
1
1
TUESDAY
18
0
0
0
0
0
0
Kindergarten
0.356323
0.768227
0.786267
0.4309
0.33
0.9836
0.8232
0
0.48
0.4138
0.3333
0.2083
0
0.0504
0.4809
0
0.0416
0.4391
0.3425
0.9836
0.8301
0
0.4834
0.4138
0.3333
0.2083
0
0.0551
0.501
0
0.044
0.4351
0.33
0.9836
0.8256
0
0.48
0.4138
0.3333
0.2083
0
0.0513
0.4895
0
0.0424
reg oper account
block of flats
0.3872
Panel
No
0
0
0
0
-1,419
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
316,343
0
Cash loans
F
N
N
0
450,000
1,339,884
39,177
1,170,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.025164
-17,755
-2,411
-1,500
-1,299
7
1
1
0
1
1
0
Managers
2
2
2
MONDAY
10
0
0
0
0
0
0
Self-employed
0.356323
0.544705
0.445396
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
-36
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
331,199
0
Cash loans
F
N
Y
0
202,500
942,300
30,528
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.005313
-19,947
-192
-4,341
-3,210
7
1
1
0
1
0
0
High skill tech staff
1
2
2
TUESDAY
16
0
0
0
0
0
0
Industry: type 3
0.356323
0.721691
0.28079
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
-2,158
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
264,973
0
Cash loans
F
N
Y
0
126,000
785,398.5
31,275
702,000
Children
Working
Secondary / secondary special
Married
House / apartment
0.00712
-19,704
-5,325
-4,503
-3,256
7
1
1
0
1
0
0
Sales staff
2
2
2
THURSDAY
7
0
0
0
0
0
0
Self-employed
0.356323
0.355902
0.58674
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
15
0
15
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
337,031
0
Cash loans
F
Y
Y
0
49,500
314,100
13,963.5
225,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.019689
-22,770
365,243
-4,745
-4,111
25
1
0
0
1
0
0
Laborers
2
2
2
WEDNESDAY
12
0
0
0
0
0
0
XNA
0.356323
0.457154
0.7463
0.133
0.1621
0.9781
0.7008
0.0155
0.08
0.2759
0.1667
0.2083
0.0696
0.1059
0.1173
0.0116
0.0432
0.1355
0.1682
0.9782
0.7125
0.0157
0.0806
0.2759
0.1667
0.2083
0.0712
0.1157
0.1223
0.0117
0.0457
0.1343
0.1621
0.9781
0.7048
0.0156
0.08
0.2759
0.1667
0.2083
0.0708
0.1077
0.1195
0.0116
0.0441
reg oper account
block of flats
0.1102
Block
No
0
0
0
0
-461
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
300,223
0
Cash loans
M
Y
Y
0
112,500
151,272
5,562
99,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.009175
-23,620
365,243
-9,060
-3,997
64
1
0
0
1
1
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
0
0
XNA
0.574338
0.702892
0.520898
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
-1,767
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
133,366
0
Cash loans
F
N
Y
2
112,500
522,927
25,285.5
436,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.030755
-15,614
-3,156
-9,550
-5,658
7
1
1
0
1
0
0
Laborers
4
2
2
THURSDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.585068
0.645313
0.579727
0.0165
0
0.9742
0.8232
0
0
0.069
0.0417
0.2083
0.0197
0.0504
0.0129
0
0
0.0168
0
0.9742
0.8301
0
0
0.069
0.0417
0.2083
0.0202
0.0551
0.0135
0
0
0.0167
0
0.9742
0.8256
0
0
0.069
0.0417
0.2083
0.0201
0.0513
0.0132
0
0
reg oper account
block of flats
0.0102
Stone, brick
No
8
0
8
0
-1,960
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
272,325
0
Cash loans
M
N
N
0
112,500
1,546,020
45,202.5
1,350,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-18,000
-2,288
-4,412
-1,538
7
1
1
0
1
1
0
Laborers
2
2
2
FRIDAY
14
0
0
0
0
1
1
Business Entity Type 3
0.382386
0.662894
0.116125
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
0
7
0
-1,649
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
192,881
0
Cash loans
F
Y
Y
1
121,500
566,055
20,925
472,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-14,015
-4,064
-2,445
-1,145
2
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
12
0
0
0
0
0
0
Security Ministries
0.772812
0.685336
0.231439
0.1485
0.1068
0.9886
0.8436
0.0465
0.16
0.1379
0.3333
0.375
0.0766
0.1185
0.1531
0.0116
0.006
0.1513
0.1108
0.9886
0.8497
0.047
0.1611
0.1379
0.3333
0.375
0.0784
0.1295
0.1595
0.0117
0.0064
0.1499
0.1068
0.9886
0.8457
0.0468
0.16
0.1379
0.3333
0.375
0.078
0.1206
0.1559
0.0116
0.0062
reg oper account
block of flats
0.1472
Panel
No
0
0
0
0
-1,681
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
3
405,794
0
Cash loans
F
N
N
0
166,500
1,005,120
27,769.5
720,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.007274
-18,317
-1,502
-9,319
-1,827
7
1
1
0
1
1
0
Laborers
2
2
2
WEDNESDAY
17
0
0
0
0
0
0
Industry: type 11
0.356323
0.395052
0.560284
0.1485
0.0935
0.9876
0.83
0.0294
0.16
0.1379
0.3333
0.0417
0
0.121
0.1675
0
0
0.1513
0.097
0.9876
0.8367
0.0297
0.1611
0.1379
0.3333
0.0417
0
0.1322
0.1745
0
0
0.1499
0.0935
0.9876
0.8323
0.0296
0.16
0.1379
0.3333
0.0417
0
0.1231
0.1705
0
0
org spec account
block of flats
0.1317
Panel
No
0
0
0
0
-1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
402,186
0
Cash loans
F
Y
N
0
81,000
165,960
8,604
112,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-11,385
-1,194
-5,462
-3,093
15
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
14
0
0
0
0
1
1
Postal
0.432482
0.671961
0.689479
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
-807
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
176,707
0
Cash loans
F
N
N
0
171,000
1,051,294.5
30,870
918,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.031329
-18,581
-4,475
-5,996
-2,095
7
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
14
0
0
0
0
0
0
Government
0.559763
0.633633
0.563835
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
-2,749
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
403,534
0
Revolving loans
F
N
Y
1
130,500
180,000
9,000
180,000
Children
Working
Higher education
Civil marriage
House / apartment
0.018029
-10,068
-2,537
-8,980
-2,736
7
1
1
0
1
0
0
Sales staff
3
3
2
THURSDAY
6
0
0
0
0
0
0
Business Entity Type 3
0.499707
0.476386
0.166406
0.0869
0.0695
0.9876
0.83
0.0366
0.0932
0.0803
0.3333
0.375
0.0801
0.07
0.095
0.0039
0.0153
0.1134
0.0841
0.9876
0.8367
0.0554
0.1208
0.1034
0.3333
0.375
0.1192
0.0983
0.1265
0.0039
0.0048
0.1124
0.081
0.9876
0.8323
0.0553
0.12
0.1034
0.3333
0.375
0.1186
0.0915
0.1236
0.0039
0.0046
reg oper account
block of flats
0.1265
Panel
No
0
0
0
0
-1,881
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
315,423
0
Cash loans
F
N
Y
1
90,000
204,858
16,555.5
171,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-15,441
-4,706
-5,446
-4,613
7
1
1
0
1
0
0
Managers
3
2
2
THURSDAY
13
0
0
0
0
0
0
Self-employed
0.356323
0.661662
0.574447
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
-3,034
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
195,082
0
Cash loans
F
N
Y
0
103,500
643,500
17,824.5
643,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.031329
-7,883
-386
-6,942
-538
7
1
1
0
1
0
0
Laborers
1
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.278631
0.390858
0.7463
0.0247
0.0467
0.9806
0.7348
0
0
0.069
0.0833
0.2083
0.0482
0.0504
0.0221
0
0
0.0252
0.0485
0.9806
0.7452
0
0
0.069
0.0833
0.2083
0.0493
0.0551
0.023
0
0
0.025
0.0467
0.9806
0.7383
0
0
0.069
0.0833
0.2083
0.0491
0.0513
0.0225
0
0
reg oper account
block of flats
0.0174
Block
No
0
0
0
0
-124
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
420,683
0
Cash loans
F
N
N
0
180,000
1,255,680
41,499
1,125,000
Family
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.019689
-10,290
-1,041
-3,987
-2,960
7
1
1
1
1
0
0
Sales staff
2
2
2
THURSDAY
20
0
0
0
0
0
0
Self-employed
0.356323
0.200716
0.728141
0.099
0.0855
0.9791
0.7144
0.0112
0
0.2069
0.1667
0.0417
0
0.0799
0.0856
0.0039
0.0153
0.1008
0.0888
0.9791
0.7256
0.0113
0
0.2069
0.1667
0.0417
0
0.0872
0.0892
0.0039
0.0162
0.0999
0.0855
0.9791
0.7182
0.0112
0
0.2069
0.1667
0.0417
0
0.0812
0.0872
0.0039
0.0156
reg oper account
block of flats
0.0707
Block
No
7
0
7
0
-1,201
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
289,520
0
Revolving loans
F
N
Y
0
157,500
405,000
20,250
405,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.026392
-15,508
-2,112
-3,163
-4,545
7
1
1
0
1
0
0
Core staff
2
2
2
THURSDAY
15
0
0
0
0
0
0
Legal Services
0.356323
0.553206
0.7463
0.033
0.0628
0.9911
0.8232
0
0
0.1034
0.1667
0.2083
0.0296
0.0504
0.0434
0
0
0.0336
0.0652
0.9911
0.8301
0
0
0.1034
0.1667
0.2083
0.0302
0.0551
0.0452
0
0
0.0333
0.0628
0.9911
0.8256
0
0
0.1034
0.1667
0.2083
0.0301
0.0513
0.0441
0
0
reg oper account
block of flats
0.0341
Stone, brick
No
0
0
0
0
-628
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
260,855
0
Cash loans
F
N
Y
0
180,000
1,321,020
35,554.5
1,125,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.018801
-16,862
-3,684
-5,513
-387
7
1
1
0
1
1
0
Medicine staff
2
2
2
SATURDAY
7
0
0
0
0
0
0
Medicine
0.689364
0.435273
0.75574
0.2227
0.1209
0.9816
0.7484
0
0.16
0.1379
0.3333
0.2083
0.0996
0.1816
0.1688
0
0
0.2269
0.1255
0.9816
0.7583
0
0.1611
0.1379
0.3333
0.2083
0.1018
0.1983
0.1759
0
0
0.2248
0.1209
0.9816
0.7518
0
0.16
0.1379
0.3333
0.2083
0.1013
0.1847
0.1719
0
0
reg oper spec account
block of flats
0.1979
Panel
No
1
0
1
0
-1,476
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
316,389
0
Cash loans
F
N
Y
0
72,000
315,000
22,954.5
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-14,188
-571
-4,452
-2,521
7
1
1
1
1
0
0
Sales staff
2
2
2
FRIDAY
14
0
0
0
0
0
0
Self-employed
0.356323
0.697065
0.718033
0.0619
0.0668
0.9876
0.83
0.0128
0
0.1034
0.1667
0.0417
0.0582
0.0504
0.0644
0
0
0.063
0.0693
0.9876
0.8367
0.013
0
0.1034
0.1667
0.0417
0.0596
0.0551
0.0671
0
0
0.0625
0.0668
0.9876
0.8323
0.0129
0
0.1034
0.1667
0.0417
0.0593
0.0513
0.0656
0
0
reg oper spec account
block of flats
0.0577
Block
No
2
1
2
1
-1,431
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
318,978
0
Cash loans
F
N
N
0
270,000
497,520
27,909
450,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
Municipal apartment
0.007114
-21,036
365,243
-14,758
-4,525
7
1
0
0
1
1
0
Laborers
2
2
2
FRIDAY
10
0
0
0
0
0
0
XNA
0.356323
0.446182
0.656158
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
2
4
0
-1,091
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
4
308,212
0
Cash loans
M
Y
Y
1
405,000
988,875
42,025.5
868,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.04622
-11,432
-4,437
-493
-2,697
3
1
1
0
1
0
0
Laborers
3
1
1
FRIDAY
17
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.581326
0.627991
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
-1,717
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
299,875
0
Cash loans
F
N
N
0
135,000
1,339,884
35,473.5
1,170,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.020713
-20,907
-3,916
-657
-2,527
7
1
1
1
1
0
0
Core staff
1
3
3
TUESDAY
13
0
0
0
0
1
1
Police
0.43844
0.594833
0.515495
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
0
7
0
-6
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
388,702
0
Cash loans
F
N
Y
0
81,000
553,806
24,525
495,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-16,836
-159
-7,690
-375
7
1
1
1
1
0
0
Laborers
2
2
2
SATURDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.535346
0.35357
0.686382
0.1557
0
0.9881
0.8232
0
0.16
0.1379
0.375
0.2083
0.026
0.0504
0.1653
0
0.0334
0.1586
0
0.9881
0.8301
0
0.1611
0.1379
0.375
0.2083
0.0266
0.0551
0.1722
0
0.0353
0.1572
0
0.9881
0.8256
0
0.16
0.1379
0.375
0.2083
0.0265
0.0513
0.1682
0
0.0341
reg oper account
block of flats
0.1738
Panel
No
2
0
2
0
-793
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
6
355,679
0
Cash loans
F
N
N
0
112,500
900,000
26,446.5
900,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
With parents
0.010032
-11,200
-1,141
-4,833
-2,970
7
1
1
0
1
1
0
Sales staff
1
2
2
MONDAY
9
0
0
0
0
0
0
Self-employed
0.430292
0.709953
0.652897
0.0825
0
0.9866
0.8164
0.0186
0
0.0345
0.1667
0.2083
0.1073
0.0672
0.0559
0
0
0.084
0
0.9866
0.8236
0.0187
0
0.0345
0.1667
0.2083
0.1098
0.0735
0.0582
0
0
0.0833
0
0.9866
0.8189
0.0187
0
0.0345
0.1667
0.2083
0.1092
0.0684
0.0569
0
0
reg oper account
block of flats
0.0541
Panel
No
2
0
2
0
-2,585
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
103,055
0
Cash loans
F
Y
Y
1
90,000
469,147.5
23,953.5
351,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.035792
-16,018
-2,841
-4,327
-5,016
10
1
1
0
1
1
0
Laborers
3
2
2
SATURDAY
11
0
0
0
0
0
0
Postal
0.415854
0.605871
0.234015
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
-2,460
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
6
109,294
0
Cash loans
F
N
Y
0
229,500
1,113,840
47,322
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018634
-15,734
-387
-3,160
-4,586
7
1
1
0
1
0
0
Sales staff
2
2
2
FRIDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.66132
0.601414
0.719491
0.0082
0
0.9627
0.8232
0
0
0.069
0.0417
0.2083
0
0.0504
0.0115
0
0
0.0084
0
0.9628
0.8301
0
0
0.069
0.0417
0.2083
0
0.0551
0.012
0
0
0.0083
0
0.9627
0.8256
0
0
0.069
0.0417
0.2083
0
0.0513
0.0118
0
0
reg oper account
block of flats
0
Others
Yes
2
0
2
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
402,558
0
Cash loans
F
N
Y
0
108,000
508,495.5
20,295
454,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.025164
-13,969
-2,743
-452
-4,208
7
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
10
0
0
0
0
0
0
Kindergarten
0.538539
0.265312
0.812823
0.0392
0.0318
0.9752
0.6532
0
0
0.069
0.0417
0.0833
0
0.0319
0.0289
0
0
0.0399
0.033
0.9752
0.6668
0
0
0.069
0.0417
0.0833
0
0.0349
0.0301
0
0
0.0396
0.0318
0.9752
0.6578
0
0
0.069
0.0417
0.0833
0
0.0325
0.0294
0
0
reg oper spec account
block of flats
0.0227
Stone, brick
No
0
0
0
0
-2,882
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
264,596
0
Cash loans
M
Y
Y
1
72,000
123,637.5
9,909
112,500
Other_B
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010966
-10,742
-1,162
-3,346
-3,342
19
1
1
1
1
1
0
Core staff
3
2
2
FRIDAY
17
0
0
0
0
0
0
Self-employed
0.356323
0.076729
0.560284
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
-2,480
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
313,570
0
Cash loans
M
N
Y
1
225,000
276,277.5
20,785.5
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-16,491
-1,286
-399
-39
7
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
7
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.21144
0.138513
0.0629
0.0623
0.9747
0.6532
0.0052
0
0.1034
0.1667
0.2083
0.0572
0.0504
0.0507
0.0039
0.0174
0.0641
0.0646
0.9747
0.6668
0.0053
0
0.1034
0.1667
0.2083
0.0585
0.0551
0.0528
0.0039
0.0184
0.0635
0.0623
0.9747
0.6578
0.0053
0
0.1034
0.1667
0.2083
0.0582
0.0513
0.0516
0.0039
0.0178
reg oper account
block of flats
0.0465
Block
No
5
1
5
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