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
183,859
0
Cash loans
M
N
N
1
157,500
509,400
37,197
450,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.00496
-11,370
-1,040
-3,766
-3,765
7
1
1
0
1
0
0
Drivers
3
2
2
TUESDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.257853
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
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
1
0
0
3
201,376
0
Cash loans
M
Y
Y
0
270,000
900,000
29,164.5
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018209
-18,804
-189
-803
-2,363
13
1
1
1
1
0
0
Drivers
2
3
3
TUESDAY
7
0
1
1
0
1
1
Construction
0.356323
0.158836
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,280
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
190,837
0
Cash loans
F
N
Y
0
202,500
545,040
20,547
450,000
Family
Working
Higher education
Single / not married
House / apartment
0.00496
-15,893
-1,559
-2,611
-4,424
7
1
1
0
1
0
1
Accountants
1
2
2
FRIDAY
14
0
0
0
0
0
0
Other
0.706581
0.287745
0.718033
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
1
1
2
108,011
0
Cash loans
F
N
Y
0
54,000
702,000
27,450
702,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.020713
-21,631
-5,917
-8,577
-4,724
7
1
1
0
1
0
0
Core staff
1
3
2
THURSDAY
11
0
0
0
0
0
0
Kindergarten
0.356323
0.726696
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
0
6
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
253,578
0
Cash loans
M
N
Y
1
270,000
630,000
49,905
630,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.019689
-14,385
-5,764
-875
-5,048
7
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
9
0
1
1
0
1
1
Business Entity Type 3
0.465256
0.214261
0.312365
0.0804
0.0801
0.9742
0.6464
0.0084
0
0.1379
0.1667
0.2083
0
0.0504
0.0618
0
0.0052
0.0819
0.0831
0.9742
0.6602
0.0084
0
0.1379
0.1667
0.2083
0
0.0551
0.0644
0
0.0056
0.0812
0.0801
0.9742
0.6511
0.0084
0
0.1379
0.1667
0.2083
0
0.0513
0.0629
0
0.0054
reg oper account
block of flats
0.0592
Stone, brick
No
0
0
0
0
-566
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
283,744
1
Revolving loans
F
N
N
0
67,500
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
Rented apartment
0.015221
-7,777
-400
-4,260
-447
7
1
1
0
1
0
0
Core staff
1
2
2
TUESDAY
8
0
0
0
1
1
0
Self-employed
0.470434
0.308112
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
-243
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
120,861
0
Cash loans
M
N
N
0
112,500
270,126
14,782.5
193,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
With parents
0.01885
-9,086
-1,201
-1,883
-1,433
7
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
14
0
0
0
1
1
0
Business Entity Type 1
0.238453
0.487179
0.279335
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
1
3
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
125,489
0
Cash loans
F
N
N
0
135,000
1,350,000
130,180.5
1,350,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018634
-10,946
-1,853
-3,328
-3,328
7
1
1
0
1
1
0
Core staff
2
2
2
MONDAY
11
0
0
0
0
0
0
Business Entity Type 1
0.643074
0.783443
0.4171
0.0825
0
0.9781
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0127
0
0
0.084
0
0.9782
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0132
0
0
0.0833
0
0.9781
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0129
0
0
reg oper account
block of flats
0.01
Panel
No
0
0
0
0
-2,050
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
381,265
0
Revolving loans
F
N
N
0
202,500
270,000
13,500
270,000
Unaccompanied
Commercial associate
Higher education
Single / not married
Municipal apartment
0.022625
-22,402
-2,253
-14,541
-3,861
7
1
1
0
1
0
0
IT staff
1
2
2
SATURDAY
16
0
0
0
0
0
0
Other
0.356323
0.415945
0.384207
0.0247
0
0.9747
0.6532
0.0456
0
0.069
0.125
0.1667
0
0.0202
0.0227
0
0
0.0252
0
0.9747
0.6668
0.046
0
0.069
0.125
0.1667
0
0.022
0.0129
0
0
0.025
0
0.9747
0.6578
0.0459
0
0.069
0.125
0.1667
0
0.0205
0.0231
0
0
reg oper account
block of flats
0.0249
Block
No
0
0
0
0
-1,477
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
424,484
0
Cash loans
M
N
Y
3
90,000
284,256
30,744
270,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.022625
-12,673
-501
-3,624
-1,210
7
1
1
0
1
0
0
Laborers
5
2
2
MONDAY
10
0
0
0
0
1
1
Industry: type 3
0.271245
0.162793
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
4
0
4
0
-912
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,489
0
Cash loans
M
N
Y
0
90,000
238,500
25,816.5
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010556
-19,833
-3,953
-159
-3,383
7
1
1
1
1
1
0
Laborers
2
3
3
SUNDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.710824
0.408432
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
-3,177
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
306,920
1
Cash loans
F
N
Y
0
225,000
1,288,350
41,692.5
1,125,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.020246
-9,889
-305
-4,714
-2,025
7
1
1
0
1
0
0
Waiters/barmen staff
2
3
3
THURSDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.26889
0.358951
0.033
0.0408
0.9737
0.6396
0.003
0
0.069
0.125
0.1667
0.0496
0.0269
0.0254
0
0
0.0336
0.0423
0.9737
0.6537
0.003
0
0.069
0.125
0.1667
0.0508
0.0294
0.0265
0
0
0.0333
0.0408
0.9737
0.6444
0.003
0
0.069
0.125
0.1667
0.0505
0.0274
0.0259
0
0
reg oper account
block of flats
0.0216
Stone, brick
No
1
0
1
0
-678
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
190,668
0
Cash loans
M
N
N
0
90,000
117,162
11,542.5
103,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.01885
-14,301
-1,114
-6,297
-4,606
7
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
15
0
0
0
0
1
1
Business Entity Type 2
0.111086
0.515468
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
7
1
7
1
-1,499
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
254,401
0
Revolving loans
M
Y
Y
1
180,000
337,500
16,875
337,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.030755
-11,957
-656
-5,807
-4,462
9
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
12
0
0
0
0
0
0
Business Entity Type 1
0.356323
0.764803
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
3
0
3
0
-1,659
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
120,224
0
Cash loans
F
N
N
0
67,500
168,102
17,779.5
148,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.005002
-20,008
365,243
-2,631
-3,240
7
1
0
0
1
0
0
Laborers
2
3
3
TUESDAY
13
0
0
0
0
0
0
XNA
0.356323
0.487108
0.581484
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
-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
0
0
147,737
0
Cash loans
F
N
Y
0
157,500
269,550
19,300.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.04622
-24,570
-3,127
-15,474
-4,168
7
1
1
0
1
0
0
Medicine staff
2
1
1
MONDAY
9
0
0
0
0
0
0
Medicine
0.356323
0.451814
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
-303
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
450,511
0
Cash loans
F
Y
Y
0
225,000
143,910
14,364
135,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.030755
-20,654
-2,354
-10,355
-3,326
10
1
1
0
1
0
0
Core staff
2
2
2
THURSDAY
16
0
0
0
0
0
0
Self-employed
0.788778
0.741937
0.533482
0.1608
0.1122
0.9861
0.8096
0.0622
0.16
0.1379
0.3333
0.0417
0.0473
0.121
0.0904
0.0463
0.0513
0.1639
0.1164
0.9861
0.8171
0.0627
0.1611
0.1379
0.3333
0.0417
0.0484
0.1322
0.0942
0.0467
0.0543
0.1624
0.1122
0.9861
0.8121
0.0626
0.16
0.1379
0.3333
0.0417
0.0481
0.1231
0.092
0.0466
0.0524
reg oper account
block of flats
0.1594
Panel
No
0
0
0
0
-834
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
306,675
0
Cash loans
M
Y
N
1
315,000
521,280
28,408.5
450,000
Unaccompanied
Commercial associate
Lower secondary
Married
House / apartment
0.008068
-10,045
-860
-4,383
-2,632
5
1
1
1
1
0
0
Laborers
3
3
3
MONDAY
10
0
1
1
0
1
1
Industry: type 9
0.356323
0.260759
0.48305
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
-659
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
280,979
0
Cash loans
F
N
N
0
90,000
199,152
10,179
135,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.018029
-20,402
365,243
-3,635
-3,643
7
1
0
0
1
0
0
Laborers
2
3
3
MONDAY
13
0
0
0
0
0
0
XNA
0.356323
0.36191
0.681706
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
-2,683
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
266,839
0
Cash loans
F
Y
N
2
180,000
679,500
26,442
679,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-11,301
-3,057
-2,253
-1,465
7
1
1
1
1
0
0
Core staff
4
2
2
FRIDAY
11
0
0
0
0
1
1
Business Entity Type 2
0.48892
0.636997
0.223831
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
-1,811
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
176,751
0
Cash loans
M
Y
N
1
180,000
314,055
12,091.5
238,500
Spouse, partner
Working
Secondary / secondary special
Married
Co-op apartment
0.020246
-14,363
-2,836
-5,813
-4,714
15
1
1
0
1
1
0
Laborers
3
3
3
WEDNESDAY
12
0
0
0
0
0
0
Business Entity Type 2
0.50984
0.397856
0.472253
0.0412
0
0.9742
0.6464
0.0167
0
0.069
0.1667
0.2083
0.0067
0.0336
0.0323
0
0
0.042
0
0.9742
0.6602
0.0169
0
0.069
0.1667
0.2083
0.0069
0.0367
0.0337
0
0
0.0416
0
0.9742
0.6511
0.0168
0
0.069
0.1667
0.2083
0.0069
0.0342
0.0329
0
0
reg oper account
block of flats
0.0346
Stone, brick
No
2
0
2
0
-720
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
432,610
0
Cash loans
M
N
N
0
144,000
808,650
31,464
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-14,256
-202
-1,919
-4,937
7
1
1
1
1
1
0
Drivers
2
3
3
THURSDAY
17
0
0
0
0
1
1
Construction
0.363636
0.459586
0.695622
0.3918
0.3193
0.9911
0.8776
0.094
0.56
0.4828
0.3333
0.375
0.3421
0.3194
0.4972
0.0232
0.035
0.3992
0.3313
0.9911
0.8824
0.0949
0.5639
0.4828
0.3333
0.375
0.3499
0.3489
0.518
0.0233
0.037
0.3955
0.3193
0.9911
0.8792
0.0946
0.56
0.4828
0.3333
0.375
0.3481
0.3249
0.5061
0.0233
0.0357
reg oper account
block of flats
0.4617
Panel
No
0
0
0
0
-1,480
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
375,339
0
Revolving loans
F
N
N
0
90,000
337,500
16,875
337,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019101
-15,345
-112
-2,325
-4,023
7
1
1
0
1
0
0
Sales staff
2
2
2
THURSDAY
18
0
0
0
1
1
0
Self-employed
0.356323
0.635697
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
0
0
0
0
-1,490
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
6
197,692
0
Cash loans
F
N
Y
0
99,000
382,500
18,400.5
382,500
Unaccompanied
Pensioner
Higher education
Widow
House / apartment
0.002506
-22,836
365,243
-7,793
-4,826
7
1
0
0
1
0
0
Laborers
1
2
2
SATURDAY
3
0
0
0
0
0
0
XNA
0.356323
0.679417
0.7463
0.0825
0
0.9886
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0984
0
0
0.084
0
0.9886
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.1025
0
0
0.0833
0
0.9886
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.1002
0
0
reg oper account
block of flats
0.0774
Panel
No
1
0
1
0
-304
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
167,513
0
Cash loans
M
Y
N
0
180,000
450,000
32,611.5
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-17,356
-824
-446
-908
3
1
1
0
1
0
0
Drivers
2
2
2
MONDAY
15
0
0
0
0
0
0
Self-employed
0.426439
0.537011
0.551381
0.0608
0.0502
0.999
0.9864
0.008
0.04
0.0345
0.2083
0.25
0.0167
0.0488
0.0484
0.0039
0.0331
0.062
0.0521
0.999
0.9869
0.0081
0.0403
0.0345
0.2083
0.25
0.017
0.0533
0.0504
0.0039
0.0351
0.0614
0.0502
0.999
0.9866
0.0081
0.04
0.0345
0.2083
0.25
0.0169
0.0496
0.0492
0.0039
0.0338
not specified
block of flats
0.0497
Monolithic
No
0
0
0
0
-602
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
336,530
0
Cash loans
F
Y
N
2
112,500
1,006,920
40,063.5
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-14,245
-4,760
-4,984
-4,998
10
1
1
0
1
0
0
Managers
4
2
2
MONDAY
8
0
0
0
0
0
0
Government
0.458423
0.690814
0.488455
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
-2,345
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
112,739
0
Cash loans
F
Y
Y
0
126,000
106,974
10,710
94,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-17,644
-6,523
-4,968
-1,171
8
1
1
0
1
0
0
Sales staff
2
2
2
MONDAY
14
0
0
0
0
0
0
Self-employed
0.731161
0.670156
0.718033
0.1505
0.1135
0.9876
0.83
0.0896
0.16
0.1379
0.3333
0.0417
0.0611
0.121
0.0924
0.0077
0.2252
0.1534
0.1177
0.9876
0.8367
0.0904
0.1611
0.1379
0.3333
0.0417
0.0625
0.1322
0.0962
0.0078
0.2384
0.152
0.1135
0.9876
0.8323
0.0901
0.16
0.1379
0.3333
0.0417
0.0622
0.1231
0.094
0.0078
0.2299
reg oper account
block of flats
0.1216
Panel
No
0
0
0
0
-2,549
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
169,399
0
Cash loans
M
N
N
0
157,500
1,029,658.5
32,458.5
922,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-19,509
-1,433
-10,877
-3,052
7
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.591725
0.591977
0.1866
0.1352
0.9851
0.796
0
0.2
0.1724
0.3333
0.375
0.039
0.1521
0.1988
0
0.0012
0.1901
0.1403
0.9851
0.804
0
0.2014
0.1724
0.3333
0.375
0.0399
0.1662
0.2071
0
0.0013
0.1884
0.1352
0.9851
0.7987
0
0.2
0.1724
0.3333
0.375
0.0397
0.1548
0.2023
0
0.0013
reg oper account
block of flats
0.1566
Panel
No
0
0
0
0
-1,928
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
270,950
0
Cash loans
M
N
N
1
270,000
450,000
22,018.5
450,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.035792
-14,853
-1,399
-8,493
-4,195
7
1
1
1
1
0
0
Drivers
2
2
2
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.27457
0.636613
0.495666
0.2049
0.1008
0.996
0.9456
0.1293
0.2284
0.0983
0.595
0.6667
0.6414
0.1429
0.2418
0.1081
0.063
0.1912
0.0868
0.996
0.9477
0.1305
0.2417
0.1034
0.5417
0.6667
0.7563
0.1561
0.2219
0.1089
0.0314
0.2061
0.087
0.996
0.9463
0.1302
0.24
0.1034
0.625
0.6667
0.7523
0.1454
0.256
0.1087
0.0404
not specified
block of flats
0.1801
Block
No
4
3
4
2
-1,943
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
1
208,167
0
Revolving loans
M
Y
N
0
90,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.011703
-7,808
-306
-7,617
-374
5
1
1
0
1
0
0
Drivers
2
2
2
SUNDAY
13
0
0
0
0
0
0
Self-employed
0.356323
0.408517
0.7463
0.0021
0
0.9811
0.8232
0
0
0.069
0
0.2083
0.0327
0.0504
0.0014
0
0
0.0021
0
0.9811
0.8301
0
0
0.069
0
0.2083
0.0335
0.0551
0.0015
0
0
0.0021
0
0.9811
0.8256
0
0
0.069
0
0.2083
0.0333
0.0513
0.0015
0
0
reg oper account
block of flats
0.0016
Stone, brick
No
2
0
2
0
-341
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
196,106
0
Revolving loans
F
N
Y
0
99,000
157,500
7,875
157,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-20,030
-7,393
-10,852
-3,476
7
1
1
1
1
0
0
Laborers
2
2
2
FRIDAY
12
0
0
0
0
0
0
Industry: type 3
0.356323
0.268663
0.7463
0.1186
0
0.9836
0.8232
0
0
0.2759
0.1667
0.2083
0.1172
0.0504
0.1103
0
0
0.1208
0
0.9836
0.8301
0
0
0.2759
0.1667
0.2083
0.1198
0.0551
0.115
0
0
0.1197
0
0.9836
0.8256
0
0
0.2759
0.1667
0.2083
0.1192
0.0513
0.1123
0
0
reg oper account
block of flats
0.0868
Panel
No
5
3
5
1
0
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
114,269
0
Cash loans
F
N
Y
0
135,000
536,917.5
30,109.5
463,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.032561
-16,924
-1,038
-9,223
-459
7
1
1
0
1
0
0
Laborers
2
1
1
FRIDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.695807
0.7463
0.0725
0.0484
0.9786
0.7076
0.0108
0
0.1493
0.1667
0.2083
0.0438
0.0588
0.0662
0.0013
0.0185
0.063
0.0246
0.9752
0.6733
0.0076
0
0.1034
0.1667
0.2083
0.0265
0.0551
0.0535
0
0.0015
0.0635
0.0297
0.9781
0.7048
0.0086
0
0.1379
0.1667
0.2083
0.0318
0.0513
0.067
0
0.0043
reg oper account
block of flats
0.0407
Panel
No
0
0
0
0
-1,606
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
281,355
0
Cash loans
F
N
Y
0
58,500
314,055
13,963.5
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-18,181
-1,799
-2,856
-1,728
7
1
1
0
1
0
0
Laborers
2
3
3
THURSDAY
11
0
0
0
0
0
0
Other
0.356323
0.073353
0.126101
0.0512
0.0751
0.9722
0.6532
0.0893
0
0.1131
0.0833
0.1875
0.0444
0.0891
0.0395
0.0019
0.0027
0.0084
0
0.9682
0.6276
0.0901
0
0.0345
0.0417
0.1667
0.0061
0.0514
0.0069
0
0
0.0208
0.0893
0.9717
0.6578
0.0899
0
0.1379
0.0417
0.1875
0.0499
0.0906
0.0082
0.0019
0.0023
reg oper spec account
block of flats
0.0034
Stone, brick
No
2
2
2
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
0
0
2
119,667
0
Cash loans
M
N
Y
0
202,500
728,460
57,685.5
675,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-19,233
-5,054
-13,269
-2,078
7
1
1
0
1
0
0
Managers
2
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 2
0.356323
0.553941
0.153803
0.0495
0.0073
0.9737
0.6396
0.0319
0
0.1034
0.1667
0.2083
0
0.0395
0.0423
0.0039
0.0611
0.0504
0.0076
0.9737
0.6537
0.0322
0
0.1034
0.1667
0.2083
0
0.0432
0.0441
0.0039
0.0647
0.05
0.0073
0.9737
0.6444
0.0321
0
0.1034
0.1667
0.2083
0
0.0402
0.043
0.0039
0.0624
reg oper account
block of flats
0.064
Block
No
2
0
2
0
-440
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
290,470
0
Revolving loans
F
N
Y
0
130,500
405,000
20,250
405,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00702
-19,685
-5,221
-4,263
-3,226
7
1
1
0
1
0
0
Cleaning staff
2
2
2
THURSDAY
17
0
0
0
0
0
0
University
0.356323
0.472062
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
2
6
0
-390
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
451,632
0
Cash loans
F
N
Y
1
135,000
1,042,560
32,863.5
900,000
Spouse, partner
Commercial associate
Higher education
Separated
House / apartment
0.007274
-11,350
-221
-3,663
-2,697
7
1
1
0
1
0
0
Core staff
2
2
2
WEDNESDAY
13
0
0
0
0
0
0
Trade: type 3
0.359506
0.486655
0.732403
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
-199
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
409,498
0
Revolving loans
F
N
N
0
270,000
765,000
38,250
765,000
Unaccompanied
Commercial associate
Higher education
Single / not married
With parents
0.072508
-10,167
-1,443
-4,925
-2,814
7
1
1
0
1
1
0
Managers
1
1
1
TUESDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.750664
0.810618
0.2079
0.1058
0.9891
0.8504
0.0018
0.2664
0.1148
0.5971
0.0417
0
0.1437
0.2412
0
0.0117
0.1008
0.0766
0.9891
0.8563
0.0008
0.3222
0.1379
0.6667
0.0417
0
0.0882
0.1266
0
0
0.2561
0.0956
0.9891
0.8524
0.0018
0.32
0.1379
0.6667
0.0417
0
0.1462
0.2951
0
0
reg oper account
block of flats
0.2356
Panel
No
0
0
0
0
-185
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
352,810
0
Cash loans
M
Y
Y
0
531,000
2,275,641
60,160.5
2,034,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010032
-15,121
-1,843
-289
-4,528
1
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
3
0
0
0
0
0
0
Other
0.514683
0.462243
0.45969
0.0361
0.052
0.9881
0.8368
0.0326
0
0.1034
0.1667
0.2083
0.0545
0.0294
0.0413
0
0
0.0368
0.054
0.9881
0.8432
0.0329
0
0.1034
0.1667
0.2083
0.0557
0.0321
0.0431
0
0
0.0364
0.052
0.9881
0.839
0.0328
0
0.1034
0.1667
0.2083
0.0554
0.0299
0.0421
0
0
reg oper account
block of flats
0.0503
Panel
No
1
0
1
0
-675
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
1
220,443
0
Cash loans
F
N
N
1
157,500
178,213.5
14,418
144,000
Unaccompanied
Working
Incomplete higher
Civil marriage
House / apartment
0.018634
-10,052
-196
-6,512
-2,647
7
1
1
0
1
0
1
Sales staff
3
2
2
WEDNESDAY
15
0
0
0
1
1
0
Business Entity Type 3
0.356323
0.036645
0.524496
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
4
0
4
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3
421,341
0
Cash loans
M
Y
Y
0
112,500
760,225.5
32,337
679,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.00702
-15,570
-2,775
-3,059
-4,462
14
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
12
0
0
0
0
0
0
Industry: type 3
0.618532
0.447301
0.643026
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
-1,720
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
4
448,383
0
Cash loans
F
N
Y
0
180,000
481,495.5
33,511.5
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-12,869
-337
-5,829
-2,949
7
1
1
0
1
1
0
Accountants
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Other
0.769853
0.580458
0.454321
0.2216
0
0.9836
0.8232
0
0.24
0.2069
0.3333
0.2083
0
0.0504
0.2255
0
0.0078
0.2258
0
0.9836
0.8301
0
0.2417
0.2069
0.3333
0.2083
0
0.0551
0.2349
0
0.0082
0.2238
0
0.9836
0.8256
0
0.24
0.2069
0.3333
0.2083
0
0.0513
0.2295
0
0.0079
reg oper account
block of flats
0.179
Panel
No
0
0
0
0
-1,921
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
227,846
0
Cash loans
M
Y
N
0
247,500
145,557
7,560
121,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.008625
-16,282
-3,583
-583
-5,419
5
1
1
0
1
0
0
Core staff
2
2
2
THURSDAY
12
0
0
0
0
0
0
Medicine
0.356323
0.67791
0.617826
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
-3,390
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
146,274
0
Cash loans
F
N
Y
1
270,000
746,280
59,094
675,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.020713
-11,281
-128
-2,941
-131
7
1
1
0
1
0
0
Laborers
3
3
1
WEDNESDAY
13
0
0
0
0
0
0
Medicine
0.505936
0.320682
0.297087
0.1113
0.0808
0.9851
0.796
0.0242
0.12
0.1034
0.3333
0.0417
0.0397
0.0908
0.1118
0
0
0.1134
0.0838
0.9851
0.804
0.0244
0.1208
0.1034
0.3333
0.0417
0.0406
0.0992
0.1165
0
0
0.1124
0.0808
0.9851
0.7987
0.0244
0.12
0.1034
0.3333
0.0417
0.0404
0.0923
0.1138
0
0
reg oper account
block of flats
0.1012
Panel
No
2
0
2
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
316,679
0
Cash loans
F
N
Y
1
90,000
331,920
15,966
225,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.02461
-10,160
-2,564
-4,844
-2,066
7
1
1
1
1
1
0
Laborers
3
2
2
THURSDAY
10
0
0
0
0
1
1
Business Entity Type 1
0.34377
0.696464
0.46866
0.0835
0.13
0.9906
0.8232
0
0
0.3448
0.1667
0.2083
0.027
0.0504
0.0932
0
0.107
0.0851
0.1349
0.9906
0.8301
0
0
0.3448
0.1667
0.2083
0.0276
0.0551
0.0971
0
0.1133
0.0843
0.13
0.9906
0.8256
0
0
0.3448
0.1667
0.2083
0.0275
0.0513
0.0949
0
0.1093
reg oper account
block of flats
0.0966
Stone, brick
No
0
0
0
0
-1,075
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
445,720
0
Cash loans
F
N
Y
0
90,000
1,546,020
42,642
1,350,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.008068
-20,499
365,243
-11,266
-4,051
7
1
0
0
1
0
0
Laborers
2
3
3
SUNDAY
7
0
0
0
0
0
0
XNA
0.356323
0.311746
0.7463
0.0784
0.0845
0.9816
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0734
0
0.0053
0.0798
0.0876
0.9816
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0765
0
0.0056
0.0791
0.0845
0.9816
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0747
0
0.0054
reg oper account
block of flats
0.0726
Panel
No
0
0
0
0
-790
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
290,231
0
Cash loans
F
Y
N
2
112,500
1,155,226.5
37,395
904,500
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.006629
-10,570
-1,078
-1,233
-2,247
6
1
1
0
1
0
0
Accountants
4
2
2
TUESDAY
8
0
0
0
0
0
0
Kindergarten
0.616049
0.44709
0.554947
0.0165
0
0.9836
0.7756
0.0305
0
0.069
0.0417
0.0833
0.0348
0.0134
0.0144
0
0.0126
0.0168
0
0.9836
0.7844
0.0306
0
0.069
0.0417
0.0833
0.0319
0.0147
0.0182
0
0.013
0.0167
0
0.9836
0.7786
0.0307
0
0.069
0.0417
0.0833
0.0354
0.0137
0.0178
0
0.0129
not specified
block of flats
0.0166
Wooden
Yes
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
1
1
0
4
128,353
0
Cash loans
F
N
Y
0
112,500
225,000
17,905.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.030755
-9,284
-802
-4,030
-1,958
7
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.658512
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
1
1
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
1
1
392,485
0
Cash loans
F
N
Y
0
112,500
675,000
22,306.5
675,000
Family
Pensioner
Secondary / secondary special
Widow
House / apartment
0.030755
-21,835
365,243
-1,074
-4,034
7
1
0
0
1
1
0
Laborers
1
2
2
THURSDAY
13
0
0
0
0
0
0
XNA
0.356323
0.662405
0.71657
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
5
0
4
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
0
0
2
279,208
0
Cash loans
F
Y
N
1
148,500
1,066,320
38,299.5
900,000
Unaccompanied
Working
Higher education
Married
With parents
0.010147
-12,437
-865
-4,986
-688
2
1
1
1
1
0
0
Core staff
3
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.597653
0.718588
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
-702
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
137,243
0
Cash loans
M
Y
N
0
157,500
755,190
36,328.5
675,000
Other_B
State servant
Secondary / secondary special
Married
House / apartment
0.01885
-10,948
-832
-5,070
-3,571
15
1
1
0
1
0
0
Drivers
2
2
2
FRIDAY
10
0
1
1
0
1
1
Other
0.356323
0.423454
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
113,709
0
Cash loans
M
N
N
1
202,500
260,640
26,707.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
With parents
0.002506
-11,510
-626
-1,667
-4,128
7
1
1
0
1
0
0
Core staff
2
2
2
SUNDAY
4
0
0
0
1
1
0
Business Entity Type 3
0.356323
0.713024
0.301625
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
-474
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
297,207
0
Cash loans
M
Y
N
1
306,000
1,034,680.5
37,296
927,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.007305
-15,612
-878
-465
-4,665
10
1
1
0
1
0
0
Laborers
3
3
3
FRIDAY
9
0
0
0
0
1
1
Construction
0.356323
0.506589
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
1
3
1
-92
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
176,112
0
Cash loans
F
N
N
0
108,000
152,820
15,241.5
135,000
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.001276
-20,450
-1,071
-2,781
-3,446
7
1
1
1
1
1
0
Laborers
2
2
2
THURSDAY
5
0
0
0
0
0
0
Government
0.356323
0.285898
0.7463
0.033
0
0.9801
0.728
0.0028
0
0.069
0.125
0.1667
0.0187
0.0235
0.0221
0.0154
0.0112
0.0336
0
0.9801
0.7387
0.0028
0
0.069
0.125
0.1667
0.0192
0.0257
0.023
0.0156
0.0119
0.0333
0
0.9801
0.7316
0.0028
0
0.069
0.125
0.1667
0.0191
0.0239
0.0225
0.0155
0.0115
reg oper account
block of flats
0.0198
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
103,746
0
Cash loans
F
N
Y
0
103,500
467,257.5
17,743.5
328,500
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.009334
-21,633
-175
-4,680
-4,979
7
1
1
0
1
0
0
Medicine staff
1
2
2
SATURDAY
12
0
0
0
0
0
0
Medicine
0.356323
0.678764
0.328063
0.1227
0.1029
0.9881
0.8368
0.0917
0
0.2759
0.1667
0.2083
0.0894
0.1
0.1075
0
0
0.125
0.1068
0.9881
0.8432
0.0925
0
0.2759
0.1667
0.2083
0.0914
0.1093
0.112
0
0
0.1239
0.1029
0.9881
0.839
0.0923
0
0.2759
0.1667
0.2083
0.0909
0.1018
0.1094
0
0
org spec account
block of flats
0.1347
Stone, brick
No
3
0
3
0
-1,521
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
349,072
0
Cash loans
F
N
Y
0
202,500
315,666
27,135
292,500
Children
Working
Secondary / secondary special
Widow
House / apartment
0.00712
-17,521
-1,353
-5,737
-1,050
7
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
8
0
0
0
0
0
0
Construction
0.356323
0.192404
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
8
0
8
0
-708
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
5
398,992
0
Cash loans
M
Y
Y
1
337,500
835,380
40,320
675,000
Unaccompanied
Commercial associate
Higher education
Married
With parents
0.010032
-11,795
-662
-3,354
-4,392
9
1
1
0
1
0
0
Managers
3
2
2
FRIDAY
10
0
0
0
0
0
0
Mobile
0.722516
0.579126
0.768808
0.0825
0
0.995
0.8232
0
0.12
0.1034
0.375
0.2083
0
0.0504
0.1314
0
0.0036
0.084
0
0.995
0.8301
0
0.1208
0.1034
0.375
0.2083
0
0.0551
0.1369
0
0.0038
0.0833
0
0.995
0.8256
0
0.12
0.1034
0.375
0.2083
0
0.0513
0.1337
0
0.0037
reg oper account
block of flats
0.1041
Panel
No
0
0
0
0
-1,662
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
208,805
0
Cash loans
F
N
N
0
135,000
450,000
21,649.5
450,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.019689
-20,281
365,243
-5,847
-3,397
7
1
0
0
1
1
0
Laborers
1
2
2
TUESDAY
15
0
0
0
0
0
0
XNA
0.661882
0.573359
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
9
0
9
0
-2,322
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
371,583
0
Cash loans
F
Y
N
1
360,000
450,000
21,780
450,000
Family
Commercial associate
Higher education
Married
House / apartment
0.072508
-15,567
-6,375
-2,364
-5,333
7
1
1
0
1
1
0
Laborers
3
1
1
MONDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.883612
0.716079
0.220095
0.1175
0.0442
0.9801
0.728
0
0.08
0.0345
0.625
0.0417
0
0.0933
0.1051
0.0116
0.0337
0.1197
0.0458
0.9801
0.7387
0
0.0806
0.0345
0.625
0.0417
0
0.1019
0.1095
0.0117
0.0357
0.1187
0.0442
0.9801
0.7316
0
0.08
0.0345
0.625
0.0417
0
0.0949
0.107
0.0116
0.0344
reg oper account
block of flats
0.09
Block
No
2
0
2
0
-1,719
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
212,040
0
Cash loans
M
N
Y
0
112,500
545,040
25,537.5
450,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.009657
-17,383
-1,120
-94
-509
7
1
1
0
1
0
0
Security staff
2
2
2
MONDAY
13
0
0
0
0
0
0
Security
0.356323
0.453184
0.321735
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
-412
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
406,491
0
Cash loans
F
N
Y
0
157,500
316,125
15,502.5
261,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.030755
-22,888
365,243
-7,186
-4,034
7
1
0
0
1
0
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
0
0
XNA
0.356323
0.741547
0.733815
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
-1,269
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
394,296
0
Cash loans
F
Y
Y
0
270,000
518,562
24,948
463,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.02461
-13,254
-482
-2,692
-5,414
1
1
1
0
1
0
0
Managers
2
2
2
MONDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.830369
0.645864
0.709189
0.1351
0.1406
0.9762
0.6736
0.0161
0
0.2759
0.1667
0.2083
0.0957
0.1067
0.1191
0.0154
0.0473
0.1376
0.146
0.9762
0.6864
0.0163
0
0.2759
0.1667
0.2083
0.0979
0.1166
0.1241
0.0156
0.0501
0.1364
0.1406
0.9762
0.678
0.0163
0
0.2759
0.1667
0.2083
0.0974
0.1086
0.1213
0.0155
0.0483
reg oper account
block of flats
0.104
Stone, brick
No
2
0
2
0
-2,105
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
396,871
0
Cash loans
F
N
Y
0
225,000
450,000
23,562
450,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.014464
-19,050
-112
-9,144
-2,606
7
1
1
0
1
0
0
Managers
2
2
2
THURSDAY
1
0
0
0
0
0
0
Services
0.828151
0.675686
0.7463
0.0619
0.0475
0.9742
0.6464
0.006
0
0.1034
0.1667
0.0417
0.0525
0.0504
0.0516
0
0
0.063
0.0492
0.9742
0.6602
0.006
0
0.1034
0.1667
0.0417
0.0537
0.0551
0.0538
0
0
0.0625
0.0475
0.9742
0.6511
0.006
0
0.1034
0.1667
0.0417
0.0534
0.0513
0.0525
0
0
reg oper account
block of flats
0.0439
Panel
No
0
0
0
0
-2,478
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
247,487
0
Cash loans
M
N
N
0
157,500
755,190
29,547
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.02461
-16,396
-752
-3,542
-4,424
7
1
1
0
1
1
0
Low-skill Laborers
2
2
2
TUESDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.674069
0.712155
0.0825
0.069
0.9776
0.8232
0
0
0.1379
0.1667
0.2083
0.0849
0.0504
0.0702
0
0
0.084
0.0716
0.9777
0.8301
0
0
0.1379
0.1667
0.2083
0.0869
0.0551
0.0731
0
0
0.0833
0.069
0.9776
0.8256
0
0
0.1379
0.1667
0.2083
0.0864
0.0513
0.0714
0
0
reg oper account
block of flats
0.0595
Panel
No
2
0
2
0
-2
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
0
141,509
0
Cash loans
F
N
Y
0
67,500
90,000
5,152.5
90,000
Family
Pensioner
Secondary / secondary special
Single / not married
Municipal apartment
0.030755
-23,716
365,243
-1,064
-4,685
7
1
0
0
1
1
0
Laborers
1
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
0.356323
0.265256
0.771362
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
-2,242
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
305,706
0
Cash loans
M
Y
Y
0
180,000
670,500
36,504
670,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-14,081
-1,869
-2,211
-2,229
6
1
1
0
1
1
0
Laborers
2
2
2
MONDAY
8
0
0
0
0
0
0
Business Entity Type 2
0.592295
0.415796
0.619528
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
-1,423
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
416,015
0
Cash loans
F
N
Y
0
45,000
177,768
8,680.5
135,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018209
-17,475
-1,302
-10,369
-1,018
7
1
1
1
1
1
0
Cleaning staff
2
3
3
SATURDAY
10
0
0
0
0
0
0
School
0.356323
0.172629
0.720944
0.1649
0.1255
0.9846
0.8232
0
0
0.2759
0.1667
0.2083
0
0.0504
0.107
0
0
0.1681
0.1302
0.9846
0.8301
0
0
0.2759
0.1667
0.2083
0
0.0551
0.1115
0
0
0.1665
0.1255
0.9846
0.8256
0
0
0.2759
0.1667
0.2083
0
0.0513
0.1089
0
0
reg oper account
block of flats
0.0842
Panel
No
0
0
0
0
-797
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
270,107
0
Cash loans
F
N
Y
1
112,500
152,820
15,241.5
135,000
Spouse, partner
Working
Secondary / secondary special
Married
With parents
0.005313
-15,108
-2,306
-2,475
-4,038
7
1
1
1
1
0
0
Managers
3
2
2
MONDAY
10
0
0
0
0
1
1
Government
0.356323
0.647373
0.720944
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
-1,941
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
331,210
0
Cash loans
F
N
N
0
292,500
168,147
13,203
153,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.022625
-18,303
-858
-12,363
-1,835
7
1
1
0
1
1
0
Laborers
1
2
2
MONDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.53422
0.401407
0.0711
0.0853
0.9786
0.7076
0.0062
0
0.1379
0.1667
0.2083
0.0375
0.058
0.0665
0
0
0.0725
0.0885
0.9786
0.719
0.0062
0
0.1379
0.1667
0.2083
0.0383
0.0634
0.0693
0
0
0.0718
0.0853
0.9786
0.7115
0.0062
0
0.1379
0.1667
0.2083
0.0381
0.059
0.0677
0
0
reg oper account
block of flats
0.0557
Stone, brick
No
1
1
1
1
-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
6
228,648
0
Cash loans
F
N
Y
0
157,500
808,650
31,464
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018801
-10,503
-728
-5,089
-1,635
7
1
1
0
1
0
1
Managers
2
2
2
SATURDAY
9
0
0
0
0
0
0
Trade: type 3
0.632049
0.56055
0.265049
0.0742
0.0351
0.9806
0.7348
0.0326
0.08
0.069
0.3333
0.375
0
0.0605
0.0744
0
0
0.0756
0.0365
0.9806
0.7452
0.0329
0.0806
0.069
0.3333
0.375
0
0.0661
0.0775
0
0
0.0749
0.0351
0.9806
0.7383
0.0328
0.08
0.069
0.3333
0.375
0
0.0616
0.0757
0
0
reg oper account
block of flats
0.0711
Panel
No
3
0
3
0
-1,363
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
7
223,837
0
Cash loans
F
N
Y
0
67,500
52,128
5,341.5
45,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.01885
-16,534
-409
-4,675
-84
7
1
1
0
1
0
0
High skill tech staff
2
2
2
TUESDAY
11
0
0
0
0
0
0
Other
0.356323
0.719948
0.683269
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
-344
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
225,271
0
Cash loans
F
N
N
0
135,000
900,000
26,316
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-15,989
-2,979
-1,418
-4,214
7
1
1
1
1
0
0
Sales staff
2
2
2
TUESDAY
10
0
0
0
0
0
0
Self-employed
0.356323
0.357282
0.675413
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
-901
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
395,390
0
Cash loans
F
Y
N
2
76,500
325,908
17,194.5
247,500
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.018634
-13,740
-3,001
-2,608
-314
64
1
1
0
1
0
0
Core staff
3
2
2
TUESDAY
17
0
0
0
0
0
0
Postal
0.356323
0.038819
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
-344
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
269,457
0
Revolving loans
F
N
Y
1
265,500
450,000
22,500
450,000
Unaccompanied
Working
Secondary / secondary special
Married
Office apartment
0.018634
-13,978
-2,166
-852
-4,986
7
1
1
0
1
0
0
High skill tech staff
3
2
2
WEDNESDAY
15
0
0
0
0
1
1
Business Entity Type 3
0.465251
0.59942
0.572683
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
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
340,040
0
Cash loans
M
N
N
0
225,000
270,000
28,350
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.04622
-8,650
-1,640
-3,417
-1,266
7
1
1
1
1
1
0
Laborers
1
1
1
MONDAY
18
0
0
0
0
0
0
Business Entity Type 3
0.207625
0.671348
0.567379
0.1124
0
0.9881
0.8368
0
0.16
0.069
0.5417
0.2083
0.0489
0.0504
0.0989
0
0.0028
0.1145
0
0.9881
0.8432
0
0.1611
0.069
0.5417
0.2083
0.05
0.0551
0.103
0
0.003
0.1135
0
0.9881
0.839
0
0.16
0.069
0.5417
0.2083
0.0498
0.0513
0.1006
0
0.0029
reg oper account
block of flats
0.0784
Stone, brick
No
0
0
0
0
-750
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
400,548
0
Cash loans
F
N
Y
0
103,500
755,190
32,125.5
675,000
Spouse, partner
Pensioner
Secondary / secondary special
Married
House / apartment
0.030755
-18,428
365,243
-8,113
-1,968
7
1
0
0
1
0
0
Laborers
2
2
2
FRIDAY
11
0
0
0
0
0
0
XNA
0.356323
0.467906
0.709189
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
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
266,414
0
Revolving loans
F
Y
Y
2
315,000
585,000
29,250
585,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.072508
-13,415
-2,130
-111
-4,920
9
1
1
0
1
1
0
Core staff
4
1
1
MONDAY
18
0
0
0
0
0
0
School
0.823037
0.714971
0.397946
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
-2,141
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
304,410
0
Cash loans
F
N
N
1
94,500
247,275
19,953
225,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.035792
-8,833
-1,542
-2,615
-1,223
7
1
1
1
1
1
0
Laborers
3
2
2
TUESDAY
13
0
0
0
0
0
0
Postal
0.159293
0.357342
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
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
165,828
0
Cash loans
F
Y
N
0
157,500
225,706.5
11,655
153,000
Unaccompanied
Working
Secondary / secondary special
Married
Office apartment
0.010643
-16,372
-3,148
-5,658
-5,651
7
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.64242
0.519097
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
-1,117
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
105,665
0
Cash loans
F
N
Y
0
180,000
1,078,200
31,653
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.018801
-17,292
-1,638
-603
-833
7
1
1
0
1
0
0
Core staff
1
2
2
THURSDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.469604
0.503413
0.64962
0.0928
0.0712
0.9771
0.6872
0.0498
0
0.2069
0.1667
0.2083
0.0719
0.0756
0.0856
0
0
0.0945
0.0738
0.9772
0.6994
0.0502
0
0.2069
0.1667
0.2083
0.0735
0.0826
0.0892
0
0
0.0937
0.0712
0.9771
0.6914
0.0501
0
0.2069
0.1667
0.2083
0.0731
0.077
0.0871
0
0
reg oper account
block of flats
0.0945
Panel
No
6
0
6
0
-2,489
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
4
253,496
0
Cash loans
M
N
Y
0
252,000
562,491
27,189
454,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.011657
-15,514
-1,309
-6,692
-4,544
7
1
1
0
1
0
0
Security staff
2
1
1
FRIDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.251107
0.7463
0.1725
0.1116
0.9866
0.8232
0
0.1864
0.1607
0.3333
0.2083
0
0.0504
0.1664
0
0.0688
0.1134
0.0724
0.9861
0.8301
0
0.1208
0.1034
0.3333
0.2083
0
0.0551
0.1147
0
0.0465
0.1124
0.0754
0.9871
0.8256
0
0.12
0.1034
0.3333
0.2083
0
0.0513
0.1144
0
0.0461
reg oper account
block of flats
0.2431
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
0
0
0
381,940
1
Cash loans
F
N
N
0
135,000
675,000
20,668.5
675,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.01452
-18,371
-5,010
-5,841
-1,892
7
1
1
0
1
0
0
Cooking staff
1
2
2
SATURDAY
10
0
0
0
0
0
0
Restaurant
0.769657
0.344191
0.600658
0.0675
0.0754
0.9866
0.7824
0.0881
0
0.1207
0.1875
0.0417
0.0583
0.0488
0.064
0.0039
0.0241
0.062
0.065
0.9841
0.7909
0.0889
0
0.1034
0.1667
0.0417
0.0111
0.0533
0.0542
0.0039
0.0028
0.0682
0.0754
0.9866
0.7853
0.0886
0
0.1207
0.1875
0.0417
0.0594
0.0496
0.0651
0.0039
0.0246
reg oper account
block of flats
0.0482
Stone, brick
No
8
0
8
0
-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
1
312,523
0
Revolving loans
M
Y
Y
0
135,000
315,000
15,750
315,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.072508
-20,126
-4,533
-1,989
-3,670
16
1
1
0
1
1
0
Laborers
2
1
1
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.747672
0.766385
0.7463
0.0825
0
0.997
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.4258
0
0
0.084
0
0.997
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.4437
0
0
0.0833
0
0.997
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.4335
0
0
reg oper account
block of flats
0.3349
Panel
No
0
0
0
0
-1,088
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
189,416
0
Cash loans
F
N
N
0
135,000
269,550
19,300.5
225,000
Unaccompanied
Working
Higher education
Single / not married
With parents
0.002134
-9,052
-762
-3,676
-1,709
7
1
1
0
1
0
1
Laborers
1
3
3
SATURDAY
9
0
0
0
1
1
0
Other
0.356323
0.601125
0.565608
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
-1,300
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
274,001
0
Cash loans
F
N
Y
0
270,000
360,000
26,325
360,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01452
-16,739
-1,480
-10,533
-249
7
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.18814
0.618894
0.200926
0.0825
0
0.9801
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9801
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9801
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0.0866
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
2
6
101,015
0
Cash loans
F
N
Y
1
121,500
755,190
36,459
675,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.00702
-18,397
-524
-9,272
-1,956
7
1
1
1
1
0
0
Sales staff
3
2
2
SATURDAY
11
0
0
0
0
0
0
Other
0.667555
0.760895
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
-292
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
147,897
0
Cash loans
F
Y
Y
0
157,500
1,006,920
40,063.5
900,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.011703
-20,520
-852
-3,088
-4,026
1
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
15
0
0
0
0
1
1
Medicine
0.356323
0.599919
0.347418
0.101
0.1323
0.9851
0.796
0.0145
0
0.2759
0.1667
0.2083
0.1248
0.0504
0.0628
0
0
0.1029
0.1373
0.9851
0.804
0.0146
0
0.2759
0.1667
0.2083
0.1277
0.0551
0.0654
0
0
0.102
0.1323
0.9851
0.7987
0.0145
0
0.2759
0.1667
0.2083
0.127
0.0513
0.0639
0
0
reg oper account
block of flats
0.0809
Stone, brick
No
0
0
0
0
-1,617
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
2
196,979
0
Cash loans
F
N
Y
1
180,000
104,256
11,790
90,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.010643
-15,030
-7,960
-1,951
-5,020
7
1
1
0
1
0
0
High skill tech staff
2
2
2
WEDNESDAY
16
0
0
0
0
0
0
Medicine
0.356323
0.671831
0.77641
0.1237
0.0937
0.9826
0.762
0.0392
0
0.069
0.1667
0.2083
0.0202
0.1009
0.0627
0
0
0.1261
0.0972
0.9826
0.7713
0.0396
0
0.069
0.1667
0.2083
0.0207
0.1102
0.0653
0
0
0.1249
0.0937
0.9826
0.7652
0.0394
0
0.069
0.1667
0.2083
0.0205
0.1026
0.0638
0
0
reg oper account
block of flats
0.0493
Stone, brick
No
0
0
0
0
-390
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
383,106
0
Cash loans
F
N
Y
0
135,000
704,844
36,117
630,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.008474
-22,658
365,243
-3,674
-4,381
7
1
0
0
1
0
0
Laborers
1
2
2
MONDAY
17
0
0
0
1
0
0
XNA
0.356323
0.602587
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
-2,303
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
165,111
0
Cash loans
F
Y
Y
1
112,500
284,400
16,326
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.002506
-9,507
-617
-3,638
-2,189
11
1
1
0
1
0
0
Cooking staff
3
2
2
TUESDAY
7
0
0
0
0
0
0
Kindergarten
0.260512
0.552514
0.643026
0.0495
0.0685
0.9826
0.8232
0
0
0.1379
0.125
0.2083
0.0721
0.0504
0.0531
0
0
0.0504
0.0711
0.9826
0.8301
0
0
0.1379
0.125
0.2083
0.0737
0.0551
0.0553
0
0
0.05
0.0685
0.9826
0.8256
0
0
0.1379
0.125
0.2083
0.0733
0.0513
0.054
0
0
reg oper account
block of flats
0.0418
Block
No
2
0
2
0
-571
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
455,240
0
Cash loans
F
N
N
1
112,500
312,768
22,756.5
270,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.010006
-15,762
-3,207
-5,494
-4,356
7
1
1
1
1
1
0
Medicine staff
3
2
2
THURSDAY
12
0
0
0
0
1
1
Other
0.356323
0.488775
0.185202
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
-2,514
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
305,207
0
Cash loans
F
N
Y
0
130,500
312,768
16,375.5
270,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-19,644
-5,639
-11,005
-378
7
1
1
1
1
0
0
Laborers
2
1
1
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 1
0.356323
0.773595
0.000527
0.0412
0.0207
0.9767
0.6804
0.0067
0.04
0.0517
0.1875
0.2292
0.039
0.0336
0.0409
0
0.0164
0.0084
0
0.9732
0.6472
0.0003
0
0.0345
0.0417
0.0833
0.0034
0.0073
0.0058
0
0
0.0416
0.0207
0.9767
0.6847
0.0067
0.04
0.0517
0.1875
0.2292
0.0397
0.0342
0.0416
0
0.0167
reg oper spec account
block of flats
0.0044
Stone, brick
No
0
0
0
0
-326
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
104,305
0
Cash loans
F
N
Y
0
90,000
472,500
22,729.5
472,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-20,078
-12,205
-4,496
-3,532
7
1
1
1
1
1
0
Laborers
2
2
2
SATURDAY
12
0
0
0
0
0
0
Other
0.356323
0.606122
0.747663
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
-2,892
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
256,429
0
Revolving loans
F
N
Y
0
67,500
202,500
10,125
202,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.020713
-8,110
-152
-1,781
-795
7
1
1
1
1
1
0
Laborers
1
3
3
TUESDAY
12
0
0
0
0
0
0
Kindergarten
0.295731
0.158883
0.440058
0.0918
0.0824
0.9836
0.7756
0.0119
0
0.2069
0.1667
0.2083
0.0717
0.074
0.0852
0.0039
0.0078
0.0935
0.0855
0.9836
0.7844
0.0121
0
0.2069
0.1667
0.2083
0.0733
0.0808
0.0888
0.0039
0.0082
0.0926
0.0824
0.9836
0.7786
0.012
0
0.2069
0.1667
0.2083
0.0729
0.0752
0.0867
0.0039
0.0079
reg oper account
block of flats
0.0752
Panel
No
0
0
0
0
-839
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
345,438
0
Cash loans
F
N
N
0
225,000
254,700
16,582.5
225,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-14,989
-1,663
-9,087
-4,070
7
1
1
1
1
1
0
High skill tech staff
2
1
1
WEDNESDAY
15
0
0
0
1
1
0
Industry: type 12
0.755795
0.599693
0.258084
0.2227
0.1134
0.9811
0.7416
0.0744
0.24
0.2069
0.3333
0.375
0.1522
0.1799
0.2142
0.0077
0.0888
0.2269
0.1177
0.9811
0.7517
0.0751
0.2417
0.2069
0.3333
0.375
0.1557
0.1965
0.2232
0.0078
0.094
0.2248
0.1134
0.9811
0.7451
0.0749
0.24
0.2069
0.3333
0.375
0.1549
0.183
0.218
0.0078
0.0907
reg oper account
block of flats
0.2285
Stone, brick
No
0
0
0
0
-706
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
321,342
0
Cash loans
M
Y
Y
1
126,000
199,080
15,858
157,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.0228
-9,084
-1,785
-673
-1,772
14
1
1
0
1
1
0
Laborers
3
2
2
THURSDAY
16
0
0
0
0
1
1
Business Entity Type 1
0.233978
0.057422
0.743559
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
1
1
-14
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
126,227
0
Revolving loans
M
Y
Y
0
121,500
382,500
19,125
382,500
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.025164
-23,342
-2,736
-4,604
-4,380
3
1
1
0
1
0
0
Laborers
1
2
2
SATURDAY
15
0
0
0
0
1
1
Trade: type 3
0.356323
0.488441
0.713631
0.0082
0
0.9677
0.8232
0
0
0.0345
0.0417
0.2083
0
0.0504
0.0095
0
0
0.0084
0
0.9677
0.8301
0
0
0.0345
0.0417
0.2083
0
0.0551
0.0099
0
0
0.0083
0
0.9677
0.8256
0
0
0.0345
0.0417
0.2083
0
0.0513
0.0097
0
0
reg oper account
block of flats
0.0075
Others
No
1
0
1
0
-205
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
433,282
0
Cash loans
M
Y
N
0
202,500
315,000
9,549
315,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018209
-14,306
-1,273
-5,677
-4,234
15
1
1
0
1
1
0
Sales staff
2
3
3
MONDAY
18
0
0
0
0
0
0
Business Entity Type 3
0.275877
0.448058
0.410103
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
-641
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
181,795
0
Cash loans
M
Y
Y
0
180,000
1,395,000
38,493
1,395,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.032561
-15,958
-208
-8,210
-2,553
22
1
1
0
1
0
0
Drivers
2
1
1
TUESDAY
19
0
0
0
0
0
0
Business Entity Type 3
0.651999
0.643389
0.58499
0.2515
0.1947
0.9871
0.8232
0.0617
0.28
0.2414
0.3333
0.375
0.0829
0.2051
0.2819
0
0
0.2563
0.2021
0.9871
0.8301
0.0623
0.282
0.2414
0.3333
0.375
0.0848
0.2241
0.2937
0
0
0.254
0.1947
0.9871
0.8256
0.0621
0.28
0.2414
0.3333
0.375
0.0843
0.2086
0.287
0
0
reg oper spec account
block of flats
0.2226
Panel
No
0
0
0
0
-1,605
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
255,705
0
Cash loans
F
N
Y
0
99,000
1,078,200
31,653
900,000
Unaccompanied
Working
Secondary / secondary special
Separated
Municipal apartment
0.018801
-14,780
-325
-7,083
-4,329
7
1
1
0
1
0
0
Laborers
1
2
2
WEDNESDAY
7
0
0
0
0
0
0
Trade: type 3
0.356323
0.555405
0.7463
0.0412
0.072
0.9727
0.626
0.0306
0
0.1379
0.125
0.1667
0.0133
0.0336
0.0461
0
0
0.042
0.0747
0.9727
0.6406
0.0309
0
0.1379
0.125
0.1667
0.0136
0.0367
0.048
0
0
0.0416
0.072
0.9727
0.631
0.0308
0
0.1379
0.125
0.1667
0.0135
0.0342
0.0469
0
0
reg oper account
block of flats
0.0369
Stone, brick
No
4
1
4
1
-842
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
244,656
0
Cash loans
M
Y
Y
1
180,000
835,380
35,523
675,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.031329
-13,739
-4,737
-940
-4,406
9
1
1
0
1
0
0
Laborers
3
2
2
THURSDAY
7
0
0
0
0
0
0
Industry: type 5
0.356323
0.733338
0.782608
0.0371
0.0496
0.9722
0.6192
0.0031
0
0.1034
0.0833
0.0417
0
0.0303
0.0301
0
0
0.0378
0.0515
0.9722
0.6341
0.0031
0
0.1034
0.0833
0.0417
0
0.0331
0.0314
0
0
0.0375
0.0496
0.9722
0.6243
0.0031
0
0.1034
0.0833
0.0417
0
0.0308
0.0307
0
0
reg oper account
block of flats
0.0339
Stone, brick
No
16
0
16
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