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
155,311
0
Cash loans
M
Y
Y
0
135,000
188,685
13,549.5
157,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00733
-20,310
-1,248
-4,335
-3,464
16
1
1
0
1
0
0
Laborers
2
2
2
SUNDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.613183
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
-601
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
133,571
0
Cash loans
F
Y
Y
2
297,000
528,633
20,263.5
472,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.009175
-12,101
-773
-5,474
-3,437
6
1
1
1
1
1
1
Laborers
4
2
2
WEDNESDAY
16
0
1
1
0
1
1
Business Entity Type 3
0.581923
0.74402
0.133429
0.3361
0.1599
0.9876
0.83
0.0718
0.32
0.2759
0.375
0.4167
0.2126
0.2732
0.3511
0.0039
0.0031
0.3424
0.1659
0.9876
0.8367
0.0725
0.3222
0.2759
0.375
0.4167
0.2174
0.2984
0.3658
0.0039
0.0032
0.3393
0.1599
0.9876
0.8323
0.0723
0.32
0.2759
0.375
0.4167
0.2162
0.2779
0.3574
0.0039
0.0031
reg oper account
block of flats
0.2768
Panel
No
1
0
1
0
-699
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
194,010
0
Cash loans
F
N
N
0
112,500
337,923
12,870
279,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.025164
-21,621
365,243
-1,531
-3,986
7
1
0
0
1
0
0
Laborers
1
2
2
SATURDAY
9
0
0
0
0
0
0
XNA
0.356323
0.046506
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
-970
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
129,425
0
Cash loans
F
Y
Y
0
180,000
1,339,884
43,353
1,170,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.035792
-16,035
-5,721
-9,813
-4,016
1
1
1
0
1
1
0
Waiters/barmen staff
2
2
2
WEDNESDAY
13
0
0
0
0
1
1
Hotel
0.356323
0.704233
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
4
0
4
0
-1,816
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
397,582
0
Cash loans
F
N
N
0
270,000
1,111,500
47,223
1,111,500
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.020713
-23,014
365,243
-9,422
-4,773
7
1
0
0
1
1
0
Laborers
2
3
2
FRIDAY
7
0
0
0
0
0
0
XNA
0.731121
0.463912
0.819318
0.2134
0.2775
0.9871
0.8232
0.2087
0.28
0.2414
0.3333
0.375
0.1041
0.1715
0.2622
0.0116
0.02
0.2174
0.2879
0.9871
0.8301
0.2106
0.282
0.2414
0.3333
0.375
0.1065
0.1873
0.2732
0.0117
0.0212
0.2155
0.2775
0.9871
0.8256
0.21
0.28
0.2414
0.3333
0.375
0.1059
0.1744
0.2669
0.0116
0.0204
reg oper spec account
block of flats
0.2106
Panel
No
0
0
0
0
-412
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
3
363,755
0
Cash loans
F
N
N
0
112,500
563,080.5
17,068.5
486,085.5
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.020246
-23,821
365,243
-10,218
-4,981
7
1
0
0
1
1
0
Laborers
2
3
3
FRIDAY
8
0
0
0
0
0
0
XNA
0.742828
0.542834
0.743559
0.0742
0.0565
0.9826
0.762
0.0173
0.08
0.069
0.3333
0.375
0.056
0.0605
0.0753
0
0
0.0756
0.0586
0.9826
0.7713
0.0174
0.0806
0.069
0.3333
0.375
0.0573
0.0661
0.0784
0
0
0.0749
0.0565
0.9826
0.7652
0.0174
0.08
0.069
0.3333
0.375
0.0569
0.0616
0.0766
0
0
not specified
block of flats
0.0592
Panel
No
0
0
0
0
-137
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
136,054
0
Cash loans
F
N
N
0
202,500
501,363
25,726.5
418,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.006305
-15,131
-5,512
-193
-5,349
7
1
1
0
1
0
0
Laborers
1
3
3
SATURDAY
8
0
0
0
0
0
0
Other
0.44919
0.631335
0.715103
0.0701
0.0815
0.9771
0.6872
0.007
0
0.1379
0.1667
0.2083
0
0.0538
0.0499
0.0154
0.0463
0.0714
0.0846
0.9772
0.6994
0.0071
0
0.1379
0.1667
0.2083
0
0.0588
0.052
0.0156
0.049
0.0708
0.0815
0.9771
0.6914
0.007
0
0.1379
0.1667
0.2083
0
0.0547
0.0508
0.0155
0.0473
reg oper account
block of flats
0.0531
Stone, brick
No
1
0
1
0
-485
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
163,869
0
Revolving loans
F
N
Y
1
99,000
180,000
9,000
180,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
With parents
0.025164
-8,264
-1,203
-2,764
-938
7
1
1
0
1
0
0
Laborers
3
2
2
WEDNESDAY
15
0
0
0
1
1
0
Transport: type 4
0.287355
0.397102
0.283712
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
-841
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
156,008
0
Cash loans
F
Y
Y
1
247,500
970,380
28,503
810,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.0105
-11,285
-3,836
-1,559
-1,820
5
1
1
0
1
0
0
Sales staff
3
3
3
MONDAY
19
0
0
0
0
0
0
Transport: type 4
0.367928
0.60423
0.339288
0.233
0
0.9965
0.8232
0
0
0.1034
0.6667
0.2083
0
0.0504
0
0
0.0992
0.2374
0
0.9965
0.8301
0
0
0.1034
0.6667
0.2083
0
0.0551
0
0
0.105
0.2352
0
0.9965
0.8256
0
0
0.1034
0.6667
0.2083
0
0.0513
0
0
0.1012
reg oper account
block of flats
0.2358
Panel
No
1
1
1
1
-657
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
204,257
0
Cash loans
M
N
N
1
144,000
1,762,110
46,611
1,575,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-9,746
-2,355
-1,002
-2,381
7
1
1
1
1
0
0
Laborers
3
2
2
WEDNESDAY
15
0
0
0
0
0
0
Business Entity Type 2
0.229532
0.340067
0.443615
0.2175
0.2579
0.9871
0.8232
0.0241
0
0.5172
0.1667
0.2083
0.2152
0.1774
0.2017
0
0
0.2216
0.2677
0.9871
0.8301
0.0243
0
0.5172
0.1667
0.2083
0.2201
0.1938
0.2102
0
0
0.2196
0.2579
0.9871
0.8256
0.0242
0
0.5172
0.1667
0.2083
0.219
0.1804
0.2053
0
0
reg oper account
block of flats
0.1586
Block
No
10
2
10
2
-2,077
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
438,528
1
Cash loans
F
Y
N
0
135,000
450,000
32,877
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018029
-14,309
-2,637
-3,223
-2,347
17
1
1
1
1
0
0
Sales staff
2
3
3
WEDNESDAY
10
0
0
0
0
0
0
Self-employed
0.616458
0.404028
0.420611
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-1,682
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
270,180
0
Cash loans
F
N
N
0
202,500
1,288,350
37,800
1,125,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.035792
-14,313
-3,914
-2,947
-3,654
7
1
1
0
1
0
0
Sales staff
2
2
2
FRIDAY
17
0
0
0
0
0
0
Trade: type 7
0.356323
0.671435
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
0
-2,120
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
5
124,518
0
Cash loans
F
Y
N
0
180,000
1,350,000
39,474
1,350,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.006305
-10,325
-1,134
-997
-997
8
1
1
1
1
0
0
Laborers
2
3
3
TUESDAY
13
0
0
0
0
1
1
Other
0.238676
0.423059
0.495666
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
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
387,836
0
Revolving loans
F
N
N
0
148,500
270,000
13,500
270,000
Other_A
Commercial associate
Secondary / secondary special
Single / not married
Rented apartment
0.014464
-7,754
-699
-2,532
-425
7
1
1
0
1
0
1
Secretaries
1
2
2
MONDAY
5
0
0
0
0
1
1
Transport: type 4
0.356323
0.72123
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
1
-791
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
166,337
0
Cash loans
M
N
N
0
180,000
1,481,701.5
44,923.5
1,327,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019689
-22,233
-7,655
-14,789
-4,214
7
1
1
1
1
0
0
Laborers
2
2
2
TUESDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.498794
0.493863
0.0722
0.0847
0.9791
0.7144
0.034
0
0.1379
0.1667
0.2083
0.0756
0.0588
0.0663
0
0
0.0735
0.0879
0.9791
0.7256
0.0343
0
0.1379
0.1667
0.2083
0.0774
0.0643
0.0691
0
0
0.0729
0.0847
0.9791
0.7182
0.0342
0
0.1379
0.1667
0.2083
0.077
0.0599
0.0675
0
0
reg oper account
block of flats
0.0708
Stone, brick
No
2
0
2
0
-6
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
281,740
0
Cash loans
F
N
Y
0
202,500
1,067,940
30,735
765,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-14,519
-1,298
-6,048
-4,329
7
1
1
0
1
0
0
Medicine staff
2
2
2
FRIDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.642713
0.661711
0.58674
0.1103
0
0.9831
0.8232
0
0
0.1379
0.25
0.2083
0.065
0.0504
0.0771
0
0
0.0735
0
0.9752
0.8301
0
0
0.1379
0.1667
0.2083
0.032
0.0551
0.0631
0
0
0.1114
0
0.9831
0.8256
0
0
0.1379
0.25
0.2083
0.0661
0.0513
0.0785
0
0
reg oper account
block of flats
0.0516
Stone, brick
No
1
0
1
0
-2,013
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
5
164,209
0
Cash loans
M
N
Y
0
112,500
142,200
8,293.5
112,500
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.030755
-13,337
-3,848
-6,904
-4,345
7
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.383594
0.344155
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
1
0
171,234
0
Cash loans
F
Y
N
1
121,500
288,873
19,435.5
238,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-13,248
-2,179
-2,663
-5,191
4
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
17
0
0
0
0
1
1
Business Entity Type 3
0.404073
0.296144
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
7
0
7
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
7
368,964
0
Cash loans
M
N
Y
0
202,500
598,401
17,280
499,500
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.0105
-22,936
365,243
-8,314
-4,361
7
1
0
0
1
0
0
Laborers
1
3
3
WEDNESDAY
10
0
0
0
0
0
0
XNA
0.356323
0.010423
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
1
1
1
1
-1,222
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
349,686
0
Cash loans
F
N
Y
0
81,000
497,749.5
27,000
378,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-19,580
-1,022
-2,753
-3,124
7
1
1
0
1
0
0
Cleaning staff
2
2
1
THURSDAY
14
0
0
0
0
0
0
Industry: type 3
0.833987
0.695488
0.513694
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
-1,888
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
205,178
0
Cash loans
F
Y
Y
0
76,500
760,225.5
32,337
679,500
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.030755
-18,061
-1,425
-10,109
-1,613
6
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
10
0
0
0
0
0
0
Business Entity Type 2
0.356323
0.765777
0.597192
0.0495
0.0117
0.9771
0.6872
0.0037
0
0.1034
0.125
0
0
0.0403
0.0413
0
0
0.0504
0.0122
0.9772
0.6994
0.0037
0
0.1034
0.125
0
0
0.0441
0.043
0
0
0.05
0.0117
0.9771
0.6914
0.0037
0
0.1034
0.125
0
0
0.041
0.042
0
0
reg oper account
block of flats
0.0345
Stone, brick
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
298,731
0
Cash loans
F
N
Y
0
67,500
900,000
26,316
900,000
Spouse, partner
Pensioner
Secondary / secondary special
Married
Municipal apartment
0.028663
-21,819
365,243
-14,490
-4,116
7
1
0
0
1
0
0
Laborers
2
2
2
FRIDAY
11
0
0
0
0
0
0
XNA
0.356323
0.59556
0.565608
0.1801
0.1242
0.9776
0.694
0.0805
0.08
0.1838
0.2221
0.2638
0.1505
0.1468
0.1638
0
0
0.084
0.0826
0.9772
0.6994
0.0593
0
0.2069
0.1667
0.2083
0.0748
0.0735
0.0744
0
0
0.1249
0.1179
0.9771
0.6914
0.0877
0
0.2069
0.1667
0.2083
0.1345
0.1026
0.1054
0
0
reg oper account
block of flats
0.301
Panel
No
9
0
9
0
-2,303
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
117,650
0
Cash loans
M
Y
N
0
157,500
817,560
29,493
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019101
-20,394
-11,696
-8,654
-3,950
2
1
1
0
1
0
1
Laborers
2
2
2
THURSDAY
10
0
0
0
0
0
0
Electricity
0.682678
0.719008
0.723837
0.0928
0.3314
0.9876
0.83
0.1394
0
0.2069
0.1667
0.2083
0.094
0.0756
0.0969
0
0
0.0945
0.3439
0.9876
0.8367
0.1407
0
0.2069
0.1667
0.2083
0.0961
0.0826
0.101
0
0
0.0937
0.3314
0.9876
0.8323
0.1403
0
0.2069
0.1667
0.2083
0.0956
0.077
0.0986
0
0
reg oper account
block of flats
0.0762
Panel
No
1
0
1
0
-2,934
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
144,070
0
Cash loans
M
N
N
0
49,500
284,400
10,849.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.009175
-22,035
365,243
-9,639
-3,907
7
1
0
0
1
1
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
0
0
XNA
0.356323
0.454729
0.771362
0.1526
0.0797
0.9841
0.8232
0
0.16
0.1379
0.3333
0.2083
0.0492
0.0504
0.1002
0
0.0012
0.1555
0.0828
0.9841
0.8301
0
0.1611
0.1379
0.3333
0.2083
0.0503
0.0551
0.1044
0
0.0012
0.1541
0.0797
0.9841
0.8256
0
0.16
0.1379
0.3333
0.2083
0.0501
0.0513
0.102
0
0.0012
reg oper account
block of flats
0.1234
Panel
No
0
0
0
0
-211
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
384,510
0
Revolving loans
F
N
Y
0
81,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.005084
-16,303
-2,626
-10,328
-4,277
7
1
1
1
1
0
0
Laborers
1
2
2
MONDAY
12
0
0
0
0
0
0
Services
0.616972
0.758792
0.7463
0.0619
0
0.9747
0.8232
0
0
0.1034
0.1667
0.2083
0
0.0504
0.0495
0
0
0.063
0
0.9747
0.8301
0
0
0.1034
0.1667
0.2083
0
0.0551
0.0515
0
0
0.0625
0
0.9747
0.8256
0
0
0.1034
0.1667
0.2083
0
0.0513
0.0504
0
0
reg oper account
block of flats
0.0389
Panel
No
0
0
0
0
-400
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
181,053
0
Cash loans
F
N
Y
0
166,500
679,500
19,867.5
679,500
Family
Working
Secondary / secondary special
Separated
House / apartment
0.010006
-21,436
-6,310
-13
-4,171
7
1
1
1
1
1
0
Laborers
1
2
2
MONDAY
10
0
0
0
0
0
0
Housing
0.356323
0.350407
0.7463
0.1485
0.1187
0.9876
0.83
0.0203
0.16
0.1379
0.3333
0.0417
0
0.121
0.1668
0
0
0.1513
0.1232
0.9876
0.8367
0.0205
0.1611
0.1379
0.3333
0.0417
0
0.1322
0.1737
0
0
0.1499
0.1187
0.9876
0.8323
0.0204
0.16
0.1379
0.3333
0.0417
0
0.1231
0.1697
0
0
reg oper account
block of flats
0.1376
Panel
No
0
0
0
0
-445
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
452,526
0
Revolving loans
M
Y
N
0
157,500
180,000
9,000
180,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.009175
-9,806
-1,621
-3,814
-2,025
11
1
1
0
1
0
0
Drivers
2
2
2
MONDAY
17
0
0
0
1
1
0
Transport: type 4
0.2546
0.691215
0.740799
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
-1,916
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
301,296
0
Revolving loans
M
Y
Y
1
90,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.008625
-13,242
-991
-1,071
-4,052
4
1
1
1
1
0
0
Drivers
3
2
2
THURSDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.227368
0.620461
0.857297
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
-1,056
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
228,645
0
Revolving loans
M
Y
N
0
315,000
675,000
33,750
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.032561
-15,466
-2,086
-9,550
-4,134
2
1
1
0
1
0
0
Managers
2
1
1
WEDNESDAY
18
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.711374
0.664248
0.7093
0.4845
0.9816
0.7484
0
0.72
0.6207
0.3333
0.375
0.0861
0.5774
0
0.0039
0.0408
0.7227
0.5028
0.9816
0.7583
0
0.725
0.6207
0.3333
0.375
0.0881
0.6309
0
0.0039
0.0432
0.7161
0.4845
0.9816
0.7518
0
0.72
0.6207
0.3333
0.375
0.0876
0.5874
0
0.0039
0.0417
reg oper account
block of flats
0.6478
Panel
No
0
0
0
0
-651
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
0
0
442,210
0
Cash loans
M
N
Y
0
112,500
270,000
14,778
270,000
Family
Working
Higher education
Single / not married
With parents
0.028663
-10,453
-147
-3,995
-3,102
7
1
1
0
1
0
0
Laborers
1
2
2
SUNDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.573022
0.7463
0.032
0
0.9717
0.6124
0.016
0
0.0345
0.0417
0.0833
0.0199
0.0261
0.0105
0
0
0.0326
0
0.9717
0.6276
0.0161
0
0.0345
0.0417
0.0833
0.0203
0.0285
0.0109
0
0
0.0323
0
0.9717
0.6176
0.0161
0
0.0345
0.0417
0.0833
0.0202
0.0265
0.0107
0
0
reg oper account
specific housing
0.0083
Stone, brick
No
1
1
1
1
-190
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
361,659
0
Cash loans
F
Y
N
1
450,000
888,840
29,506.5
675,000
Other_B
Working
Higher education
Separated
House / apartment
0.022625
-22,023
-1,238
-11,529
-3,661
5
1
1
0
1
0
0
Managers
2
2
2
TUESDAY
19
0
0
0
0
0
0
Other
0.821012
0.672684
0.387625
0.0742
0
0.9791
0.7144
0.1115
0.08
0.069
0.3333
0.375
0
0.0605
0.053
0
0
0.0756
0
0.9791
0.7256
0.1125
0.0806
0.069
0.3333
0.375
0
0.0661
0.0553
0
0
0.0749
0
0.9791
0.7182
0.1122
0.08
0.069
0.3333
0.375
0
0.0616
0.054
0
0
reg oper account
block of flats
0.0609
Panel
No
0
0
0
0
-2,031
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
403,395
0
Cash loans
F
N
Y
0
112,500
490,495.5
30,136.5
454,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.009175
-19,253
-1,673
-2,782
-2,790
7
1
1
0
1
0
0
Sales staff
1
2
2
MONDAY
17
0
0
0
0
1
1
Trade: type 7
0.356323
0.598827
0.665855
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
5
0
5
0
-1,893
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
439,104
0
Cash loans
F
Y
Y
0
270,000
1,113,840
47,322
900,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.003122
-16,127
-1,087
-1,673
-4,186
7
1
1
0
1
0
0
Accountants
1
3
3
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.582912
0.606101
0.448962
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
-550
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
1
430,432
0
Cash loans
F
N
Y
0
54,000
675,000
29,731.5
675,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.028663
-23,159
365,243
-11,432
-4,518
7
1
0
0
1
1
1
Laborers
2
2
2
SATURDAY
13
0
0
0
0
0
0
XNA
0.356323
0.549858
0.411849
0.1186
0.1416
0.9841
0.7824
0.0157
0
0.2414
0.1667
0.2083
0.0366
0.0933
0.0998
0.0154
0.0185
0.1208
0.147
0.9841
0.7909
0.0158
0
0.2414
0.1667
0.2083
0.0374
0.1019
0.104
0.0156
0.0196
0.1197
0.1416
0.9841
0.7853
0.0158
0
0.2414
0.1667
0.2083
0.0372
0.0949
0.1016
0.0155
0.0189
reg oper account
block of flats
0.0825
Stone, brick
No
0
0
0
0
-1,824
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
8
339,612
1
Cash loans
M
Y
N
0
225,000
517,788
25,312.5
427,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.00712
-10,175
-511
-1,831
-2,838
8
1
1
0
1
0
0
Laborers
1
2
2
SATURDAY
11
1
1
0
1
1
0
Security
0.356323
0.095703
0.307737
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
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
6
309,432
0
Cash loans
F
Y
Y
0
180,000
207,000
13,356
207,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.026392
-23,124
365,243
-6,046
-4,535
1
1
0
0
1
0
0
Laborers
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
XNA
0.756774
0.743912
0.363945
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
-2,683
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
265,789
0
Cash loans
F
N
N
0
157,500
239,418
14,647.5
211,500
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.035792
-20,662
-3,009
-6,791
-4,225
7
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
17
0
0
0
0
0
0
Hotel
0.356323
0.696071
0.450747
0.0928
0
0.9846
0.8232
0
0
0.2069
0.1667
0.2083
0
0.0504
0.0836
0
0
0.0945
0
0.9846
0.8301
0
0
0.2069
0.1667
0.2083
0
0.0551
0.0871
0
0
0.0937
0
0.9846
0.8256
0
0
0.2069
0.1667
0.2083
0
0.0513
0.0851
0
0
reg oper account
block of flats
0.0658
Block
No
2
1
2
1
-1,142
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
201,798
1
Revolving loans
M
N
N
0
247,500
585,000
29,250
585,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
Municipal apartment
0.032561
-18,963
-804
-1,727
-2,496
7
1
1
0
1
0
0
Drivers
2
1
1
SUNDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.185664
0.242743
0.577969
0.0784
0.0696
0.9791
0.8232
0
0.136
0.1172
0.3333
0.2083
0.1288
0.0504
0.1047
0
0.035
0.0336
0.0463
0.9796
0.8301
0
0.0806
0.069
0.3333
0.2083
0.1318
0.0551
0.0743
0
0.0056
0.0344
0.0473
0.9796
0.8256
0
0.12
0.1034
0.3333
0.2083
0.1311
0.0513
0.0772
0
0.0416
reg oper account
block of flats
0.2138
Stone, brick
No
8
0
8
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
4
350,179
0
Revolving loans
M
N
Y
0
157,500
450,000
22,500
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.006233
-16,155
-8,910
-3,118
-4,204
7
1
1
0
1
1
0
Laborers
2
2
2
MONDAY
12
0
0
0
0
0
0
Business Entity Type 2
0.550131
0.654156
0.856413
0.0742
0
0.9851
0.8232
0
0.08
0.069
0.3333
0.2083
0
0.0504
0.0757
0
0.0169
0.0756
0
0.9851
0.8301
0
0.0806
0.069
0.3333
0.2083
0
0.0551
0.0789
0
0.0178
0.0749
0
0.9851
0.8256
0
0.08
0.069
0.3333
0.2083
0
0.0513
0.0771
0
0.0172
reg oper account
block of flats
0.064
Panel
No
0
0
0
0
-1,830
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
0
305,363
1
Cash loans
M
Y
Y
0
157,500
225,000
24,363
225,000
Unaccompanied
Working
Higher education
Separated
House / apartment
0.015221
-20,163
-1,213
-1,853
-2,480
12
1
1
1
1
1
0
Drivers
1
2
2
WEDNESDAY
12
0
0
0
0
0
0
Transport: type 3
0.241559
0.36664
0.499272
0.0031
0
0.9518
0.8232
0
0
0.0345
0.0417
0.2083
0.0163
0.0504
0.0026
0
0
0.0032
0
0.9518
0.8301
0
0
0.0345
0.0417
0.2083
0.0167
0.0551
0.0027
0
0
0.0031
0
0.9518
0.8256
0
0
0.0345
0.0417
0.2083
0.0166
0.0513
0.0026
0
0
reg oper account
block of flats
0.002
Stone, brick
Yes
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
295,064
0
Cash loans
M
Y
Y
0
157,500
997,335
29,290.5
832,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.009657
-20,370
-2,646
-9,986
-3,922
3
1
1
0
1
0
0
Managers
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Medicine
0.356323
0.53508
0.725276
0.1113
0.0785
0.9866
0.8164
0.0247
0.12
0.1034
0.3333
0.375
0.0648
0.0908
0.1158
0
0
0.1134
0.0815
0.9866
0.8236
0.0249
0.1208
0.1034
0.3333
0.375
0.0663
0.0992
0.1207
0
0
0.1124
0.0785
0.9866
0.8189
0.0248
0.12
0.1034
0.3333
0.375
0.0659
0.0923
0.1179
0
0
reg oper spec account
block of flats
0.1046
Panel
No
0
0
0
0
-1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
299,933
0
Cash loans
F
N
N
1
112,500
1,042,560
34,587
900,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.006008
-12,072
-3,456
-5,609
-3,677
7
1
1
0
1
0
0
Core staff
3
2
2
WEDNESDAY
11
0
0
0
0
1
1
Postal
0.361554
0.695548
0.434733
0.0825
0.1072
0.9846
0.7892
0.0466
0
0.2069
0.1667
0.0417
0.0344
0.0672
0.0828
0
0
0.084
0.1113
0.9846
0.7975
0.047
0
0.2069
0.1667
0.0417
0.0352
0.0735
0.0863
0
0
0.0833
0.1072
0.9846
0.792
0.0468
0
0.2069
0.1667
0.0417
0.035
0.0684
0.0843
0
0
reg oper account
block of flats
0.0996
Stone, brick
No
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3
291,087
0
Cash loans
F
N
N
0
175,500
1,113,840
57,001.5
900,000
Unaccompanied
Commercial associate
Incomplete higher
Married
House / apartment
0.035792
-18,449
-665
-1,068
-1,997
7
1
1
0
1
0
0
Cooking staff
2
2
2
WEDNESDAY
15
0
0
0
1
1
0
Business Entity Type 3
0.726663
0.264928
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
254,582
0
Cash loans
M
N
Y
0
157,500
450,000
30,573
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-10,213
-723
-4,399
-2,886
7
1
1
0
1
1
0
Cooking staff
2
2
2
SATURDAY
10
0
0
0
0
0
0
Self-employed
0.356323
0.087596
0.297087
0.0722
0
0.9771
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0661
0
0
0.0735
0
0.9772
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0689
0
0
0.0729
0
0.9771
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0673
0
0
reg oper account
block of flats
0.052
Stone, brick
No
0
0
0
0
-1,252
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
248,404
0
Cash loans
F
Y
N
0
157,500
1,125,000
33,025.5
1,125,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.00702
-15,353
-4,661
-4,514
-4,331
3
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
16
0
0
0
0
0
0
Self-employed
0.548971
0.259484
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
23
0
23
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
385,478
0
Cash loans
M
N
Y
0
202,500
1,260,000
36,972
1,260,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.006305
-19,216
-496
-11,901
-2,549
7
1
1
0
1
0
0
Drivers
2
3
3
WEDNESDAY
7
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.410822
0.434733
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-687
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
254,608
0
Cash loans
F
N
Y
0
270,000
450,000
27,324
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.007274
-16,240
-998
-6,091
-4,088
7
1
1
0
1
1
0
Laborers
2
2
2
THURSDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.524153
0.6713
0.762336
0.0825
0
0.9752
0.66
0.0071
0
0.1379
0.1667
0
0.0253
0.0672
0.042
0
0
0.084
0
0.9752
0.6733
0.0071
0
0.1379
0.1667
0
0.0259
0.0735
0.0437
0
0
0.0833
0
0.9752
0.6645
0.0071
0
0.1379
0.1667
0
0.0257
0.0684
0.0427
0
0
reg oper account
block of flats
0.0498
Stone, brick
No
0
0
0
0
-632
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
269,298
0
Cash loans
F
Y
N
0
112,500
180,000
8,883
180,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
With parents
0.0228
-8,843
-943
-2,816
-1,409
64
1
1
0
1
1
1
High skill tech staff
2
2
2
FRIDAY
14
0
0
0
1
1
0
Business Entity Type 3
0.382699
0.018697
0.497469
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
-836
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
194,602
0
Cash loans
F
Y
Y
2
112,500
178,290
17,761.5
157,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.022625
-15,057
-1,051
-3,547
-4,443
5
1
1
1
1
1
0
Laborers
4
2
2
SUNDAY
19
0
0
0
0
0
0
Other
0.45744
0.625755
0.710674
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
-2,535
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
352,965
0
Cash loans
F
N
Y
1
166,500
697,500
24,840
697,500
Family
Working
Higher education
Married
House / apartment
0.008625
-13,306
-1,010
-6,385
-726
7
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
12
0
0
0
0
0
0
Self-employed
0.582006
0.54253
0.7463
0.0722
0
0.9762
0.8232
0
0.08
0.069
0.3333
0.2083
0.0299
0.0504
0.0727
0
0.0086
0.0735
0
0.9762
0.8301
0
0.0806
0.069
0.3333
0.2083
0.0306
0.0551
0.0758
0
0.0091
0.0729
0
0.9762
0.8256
0
0.08
0.069
0.3333
0.2083
0.0304
0.0513
0.074
0
0.0088
reg oper account
block of flats
0.0876
Stone, brick
No
0
0
0
0
-1,238
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
243,202
0
Cash loans
F
N
Y
0
230,400
900,000
26,446.5
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.0228
-17,875
-1,395
-5,608
-1,429
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
12
0
0
0
0
0
0
Business Entity Type 1
0.742006
0.408881
0.362277
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-1,047
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
384,743
0
Cash loans
F
N
Y
0
162,000
533,668.5
23,508
477,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.018029
-23,139
365,243
-10,076
-4,018
7
1
0
0
1
0
0
Laborers
1
3
3
SATURDAY
10
0
0
0
0
0
0
XNA
0.663073
0.562795
0.315472
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
-1,784
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
372,646
0
Cash loans
F
Y
Y
0
225,000
508,495.5
34,249.5
454,500
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.04622
-13,179
-3,729
-6,847
-4,771
2
1
1
0
1
0
0
Laborers
1
1
1
SUNDAY
15
0
1
1
0
0
0
Business Entity Type 3
0.356323
0.737685
0.7463
0.2588
0.1564
0.9831
0.7688
0.0488
0.28
0.2414
0.3333
0.375
0
0.211
0.2704
0
0
0.2637
0.1623
0.9831
0.7779
0.0492
0.282
0.2414
0.3333
0.375
0
0.2305
0.2817
0
0
0.2613
0.1564
0.9831
0.7719
0.0491
0.28
0.2414
0.3333
0.375
0
0.2146
0.2753
0
0
reg oper account
block of flats
0.2727
Panel
No
3
1
3
0
-768
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
387,109
0
Cash loans
F
N
Y
1
180,000
1,350,000
39,604.5
1,350,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.01452
-15,645
-649
-9,300
-1,832
7
1
1
0
1
0
0
Sales staff
3
2
2
WEDNESDAY
9
0
0
0
0
0
0
Self-employed
0.451186
0.651152
0.200926
0.1402
0.0982
0.9806
0.8232
0
0.16
0.1379
0.3333
0.2083
0
0.0504
0.1382
0
0.0361
0.1429
0.1019
0.9806
0.8301
0
0.1611
0.1379
0.3333
0.2083
0
0.0551
0.144
0
0.0382
0.1416
0.0982
0.9806
0.8256
0
0.16
0.1379
0.3333
0.2083
0
0.0513
0.1407
0
0.0368
reg oper account
block of flats
0.1166
Panel
No
0
0
0
0
-1,080
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
174,573
0
Cash loans
F
N
Y
0
112,500
148,365
12,024
135,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.019101
-15,338
-3,546
-4,528
-4,234
7
1
1
0
1
1
0
Core staff
2
2
2
TUESDAY
17
0
0
0
0
0
0
Hotel
0.679402
0.792854
0.551381
0.0093
0.0032
0.9622
0.8232
0
0
0.0345
0.0417
0.2083
0.0126
0.0504
0.0153
0
0
0.0095
0.0033
0.9623
0.8301
0
0
0.0345
0.0417
0.2083
0.0129
0.0551
0.0159
0
0
0.0094
0.0032
0.9622
0.8256
0
0
0.0345
0.0417
0.2083
0.0128
0.0513
0.0156
0
0
reg oper account
block of flats
0.012
Mixed
No
0
0
0
0
-2,005
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
341,855
0
Cash loans
F
N
Y
0
130,500
270,000
13,914
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.01452
-23,197
-819
-10,591
-4,876
7
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
10
0
0
0
0
0
0
Other
0.356323
0.606555
0.720944
0.0082
0
0.9727
0.8232
0
0
0.069
0.0417
0.2083
0
0.0504
0.0082
0
0.0178
0.0084
0
0.9727
0.8301
0
0
0.069
0.0417
0.2083
0
0.0551
0.0085
0
0.0188
0.0083
0
0.9727
0.8256
0
0
0.069
0.0417
0.2083
0
0.0513
0.0083
0
0.0181
reg oper account
block of flats
0.0103
Stone, brick
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
276,384
0
Cash loans
F
N
Y
0
54,000
490,495.5
30,136.5
454,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.02461
-19,925
365,243
-11,310
-3,198
7
1
0
0
1
1
0
Laborers
2
2
2
MONDAY
14
0
0
0
0
0
0
XNA
0.356323
0.199466
0.000527
0.0928
0
0.9841
0.8232
0
0
0.1034
0.1667
0.2083
0.0647
0.0504
0.0868
0
0
0.0945
0
0.9841
0.8301
0
0
0.1034
0.1667
0.2083
0.0662
0.0551
0.0905
0
0
0.0937
0
0.9841
0.8256
0
0
0.1034
0.1667
0.2083
0.0658
0.0513
0.0884
0
0
reg oper account
block of flats
0.0683
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
201,537
0
Cash loans
F
Y
Y
1
135,000
743,958
21,753
621,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.025164
-20,802
365,243
-7,165
-4,336
3
1
0
0
1
1
0
Laborers
2
2
2
SATURDAY
10
0
0
0
0
0
0
XNA
0.830622
0.163187
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
-1,417
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
174,764
0
Cash loans
M
N
Y
0
202,500
986,418
40,176
810,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.018029
-8,921
-263
-4,414
-1,605
7
1
1
0
1
1
0
Core staff
1
3
3
SATURDAY
8
0
0
0
0
0
0
Trade: type 2
0.276453
0.247799
0.266457
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
-412
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
124,486
0
Cash loans
F
N
Y
0
202,500
450,346.5
23,121
342,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.016612
-17,659
-1,427
-1,578
-1,196
7
1
1
0
1
0
0
Managers
2
2
2
THURSDAY
12
0
0
0
0
0
0
Military
0.874432
0.734342
0.429424
0.2784
0.2083
0.997
0.9592
0.1595
0.32
0.1379
0.6667
0.7083
0.0231
0.2269
0.3497
0
0
0.2836
0.2161
0.997
0.9608
0.161
0.3222
0.1379
0.6667
0.7083
0.0236
0.2479
0.3643
0
0
0.281
0.2083
0.997
0.9597
0.1605
0.32
0.1379
0.6667
0.7083
0.0235
0.2309
0.356
0
0
not specified
block of flats
0.3636
Stone, brick
No
0
0
0
0
-2,024
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
232,548
0
Revolving loans
F
N
Y
0
90,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-14,691
-804
-5,309
-4,470
7
1
1
0
1
0
0
Sales staff
2
2
2
TUESDAY
15
0
0
0
0
0
0
Other
0.180765
0.767635
0.535276
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
0
-356
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
164,517
1
Cash loans
F
N
N
0
90,000
239,850
25,578
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018801
-8,571
-183
-8,563
-1,256
7
1
1
1
1
1
0
Laborers
2
2
2
SATURDAY
18
0
0
0
1
1
0
Self-employed
0.369181
0.377696
0.203252
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
3
0
-1,037
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
409,334
0
Cash loans
F
Y
N
0
225,000
900,000
33,484.5
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.032561
-15,990
-802
-7,887
-1,342
2
1
1
0
1
0
0
Secretaries
2
1
1
SUNDAY
12
0
0
0
0
0
0
Medicine
0.356323
0.720094
0.515495
0.0247
0.0251
0.9603
0.456
0.0044
0
0.1724
0.125
0.1667
0
0.0202
0.0319
0
0
0.0252
0.026
0.9603
0.4773
0.0044
0
0.1724
0.125
0.1667
0
0.022
0.0333
0
0
0.025
0.0251
0.9603
0.4633
0.0044
0
0.1724
0.125
0.1667
0
0.0205
0.0325
0
0
reg oper spec account
block of flats
0.0261
Stone, brick
No
10
0
9
0
-3
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
446,380
1
Revolving loans
F
N
Y
1
144,000
360,000
18,000
360,000
Family
Working
Secondary / secondary special
Single / not married
House / apartment
0.003541
-11,548
-818
-7,362
-3,653
7
1
1
0
1
0
0
Laborers
2
1
1
WEDNESDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.22699
0.231635
0.591977
0.0928
0.1061
0.9836
0.7756
0
0
0.2069
0.1667
0.2083
0.0936
0.0504
0.0885
0
0
0.0945
0.1101
0.9836
0.7844
0
0
0.2069
0.1667
0.2083
0.0957
0.0551
0.0922
0
0
0.0937
0.1061
0.9836
0.7786
0
0
0.2069
0.1667
0.2083
0.0952
0.0513
0.0901
0
0
reg oper account
block of flats
0.0773
Panel
No
2
2
2
2
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
4
424,142
0
Cash loans
M
Y
Y
0
247,500
640,080
24,259.5
450,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.018634
-10,031
-651
-119
-2,684
10
1
1
0
1
0
0
Managers
2
2
2
FRIDAY
10
0
0
0
0
0
0
Self-employed
0.376317
0.35465
0.656158
0.0825
0
0.9791
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0671
0
0
0.084
0
0.9791
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0699
0
0
0.0833
0
0.9791
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0683
0
0
reg oper account
block of flats
0.0528
Panel
No
4
0
4
0
-1,602
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
451,217
0
Cash loans
M
Y
N
0
270,000
675,000
80,239.5
675,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.003069
-11,302
-1,883
-4,617
-3,508
5
1
1
0
1
0
0
Sales staff
2
3
3
FRIDAY
11
0
0
0
0
1
1
Construction
0.207429
0.41006
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
-21
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
194,589
0
Cash loans
M
Y
Y
0
135,000
343,800
16,024.5
225,000
Family
Working
Higher education
Single / not married
Co-op apartment
0.019689
-9,208
-1,482
-147
-1,880
64
1
1
0
1
0
0
Laborers
1
2
2
FRIDAY
13
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.20732
0.140243
0.0227
0
0.9821
0.8232
0
0
0.1034
0.0417
0.2083
0.0101
0.0504
0.0182
0
0.0061
0.0231
0
0.9821
0.8301
0
0
0.1034
0.0417
0.2083
0.0104
0.0551
0.0189
0
0.0065
0.0229
0
0.9821
0.8256
0
0
0.1034
0.0417
0.2083
0.0103
0.0513
0.0185
0
0.0063
reg oper account
block of flats
0.0156
Stone, brick
No
0
0
0
0
-1,745
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
394,028
0
Cash loans
M
N
Y
0
135,000
855,000
46,512
855,000
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.026392
-10,099
-2,528
-3,997
-1,480
7
1
1
0
1
0
1
Managers
2
2
2
FRIDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.486584
0.56206
0.2474
0.1339
0.9935
0.8232
0
0.28
0.2414
0.375
0.2083
0.1913
0.0504
0.3063
0
0
0.2521
0.1389
0.9935
0.8301
0
0.282
0.2414
0.375
0.2083
0.1957
0.0551
0.3192
0
0
0.2498
0.1339
0.9935
0.8256
0
0.28
0.2414
0.375
0.2083
0.1947
0.0513
0.3118
0
0
reg oper account
block of flats
0.2409
Panel
No
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
370,004
0
Cash loans
F
Y
Y
0
90,000
524,403
39,339
495,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009657
-19,792
-2,203
-5,922
-3,317
6
1
1
0
1
0
0
High skill tech staff
2
2
2
TUESDAY
10
0
0
0
0
0
0
Self-employed
0.356323
0.756455
0.669057
0.2227
0.1495
0.9861
0.8096
0.0509
0.24
0.2069
0.3333
0.375
0.1385
0.1816
0.2298
0
0.0015
0.2269
0.1523
0.9861
0.8171
0.0514
0.2417
0.2069
0.3333
0.375
0.1416
0.1983
0.2394
0
0
0.2248
0.1495
0.9861
0.8121
0.0513
0.24
0.2069
0.3333
0.375
0.1409
0.1847
0.234
0
0.0015
reg oper account
block of flats
0.202
Panel
No
0
0
0
0
-2,433
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
177,407
0
Cash loans
M
N
Y
0
157,500
521,280
36,409.5
450,000
Unaccompanied
Working
Higher education
Married
Municipal apartment
0.072508
-23,379
-354
-15,261
-5,016
7
1
1
0
1
0
0
High skill tech staff
2
1
1
SATURDAY
15
0
0
0
0
0
0
Industry: type 1
0.356323
0.74302
0.619528
0.1237
0.0001
0.9767
0.6804
0.051
0
0.2069
0.1667
0.2083
0
0.1009
0.1183
0
0
0.1261
0.0001
0.9767
0.6929
0.0515
0
0.2069
0.1667
0.2083
0
0.1102
0.1233
0
0
0.1249
0.0001
0.9767
0.6847
0.0513
0
0.2069
0.1667
0.2083
0
0.1026
0.1205
0
0
reg oper account
block of flats
0.0941
Block
No
0
0
0
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
229,655
0
Cash loans
F
N
N
0
117,000
1,039,500
30,393
1,039,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.072508
-17,823
-1,925
-11,948
-1,351
7
1
1
0
1
0
0
Laborers
2
1
1
TUESDAY
17
0
0
0
0
0
0
Business Entity Type 2
0.356323
0.623016
0.441836
0.1856
0.1122
0.9776
0.694
0.0265
0.2
0.1724
0.3333
0.375
0
0.1513
0.1557
0
0.0042
0.1891
0.1164
0.9777
0.706
0.0267
0.2014
0.1724
0.3333
0.375
0
0.1653
0.1622
0
0.0044
0.1874
0.1122
0.9776
0.6981
0.0266
0.2
0.1724
0.3333
0.375
0
0.1539
0.1585
0
0.0043
reg oper account
block of flats
0.1234
Stone, brick
No
7
1
7
0
-1,341
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
364,189
0
Cash loans
M
Y
Y
0
288,000
792,162
43,101
630,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.006305
-16,204
-711
-1,676
-4,746
5
1
1
0
1
0
0
Core staff
2
3
3
FRIDAY
8
0
0
0
0
0
0
Military
0.305652
0.365092
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
0
0
0
0
-651
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
378,424
0
Cash loans
M
Y
Y
0
112,500
573,628.5
29,416.5
463,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.003122
-14,565
-1,716
-259
-4,536
5
1
1
1
1
0
0
Laborers
2
3
3
WEDNESDAY
10
0
0
0
0
1
1
Other
0.405737
0.401629
0.735221
0.0773
0.0862
0.9806
0.7348
0
0
0.1724
0.1667
0.0417
0.0941
0.063
0.0695
0
0
0.0788
0.0894
0.9806
0.7452
0
0
0.1724
0.1667
0.0417
0.0962
0.0689
0.0724
0
0
0.0781
0.0862
0.9806
0.7383
0
0
0.1724
0.1667
0.0417
0.0957
0.0641
0.0707
0
0
reg oper account
block of flats
0.0635
Panel
No
4
0
4
0
-690
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
302,437
0
Cash loans
M
N
Y
0
360,000
450,000
47,254.5
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-13,614
-1,938
-2,471
-2,427
7
1
1
0
1
1
1
High skill tech staff
2
1
1
THURSDAY
18
0
0
0
0
1
1
Medicine
0.822709
0.681514
0.656158
0.0722
0
0.9742
0.8232
0
0
0.1207
0.1667
0.2083
0
0.0504
0.0574
0
0
0.063
0
0.9742
0.8301
0
0
0.1034
0.1667
0.2083
0
0.0551
0.0528
0
0
0.0729
0
0.9742
0.8256
0
0
0.1207
0.1667
0.2083
0
0.0513
0.0585
0
0
reg oper account
block of flats
0.0434
Stone, brick
No
0
0
0
0
-1,736
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
7
140,841
1
Cash loans
F
N
Y
0
51,750
545,040
20,547
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009657
-18,645
-1,185
-4,740
-2,180
7
1
1
1
1
1
0
Sales staff
2
2
2
FRIDAY
12
0
0
0
0
0
0
Self-employed
0.356323
0.078726
0.664248
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
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
333,323
0
Cash loans
M
Y
Y
0
99,000
315,000
19,269
315,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.035792
-16,813
-2,798
-7,213
-351
11
1
1
1
1
1
0
Laborers
2
2
2
MONDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.028504
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
-2,414
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
3
222,540
0
Cash loans
M
Y
N
0
126,000
521,280
31,630.5
450,000
Unaccompanied
State servant
Higher education
Single / not married
House / apartment
0.010032
-10,711
-1,468
-2,242
-3,391
21
1
1
0
1
0
0
Laborers
1
2
2
THURSDAY
7
0
0
0
0
0
0
Other
0.301587
0.344937
0.389339
0.1546
0.1196
0.9886
0.8368
0.0325
0.2
0.1724
0.375
0.4167
0.0014
0.1261
0.1886
0
0
0.1576
0.1242
0.9886
0.8432
0.0328
0.2014
0.1724
0.375
0.4167
0.0014
0.1377
0.1965
0
0
0.1561
0.1196
0.9886
0.839
0.0327
0.2
0.1724
0.375
0.4167
0.0014
0.1283
0.192
0
0
reg oper account
block of flats
0.1661
Panel
No
6
0
6
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
439,628
0
Cash loans
F
N
Y
1
112,500
454,500
21,996
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-13,428
-1,420
-4,823
-4,847
7
1
1
0
1
0
0
Sales staff
3
2
2
MONDAY
13
0
0
0
0
0
0
Self-employed
0.356323
0.61687
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
-917
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
212,380
0
Cash loans
F
N
Y
0
135,000
834,048
27,693
720,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.008866
-21,993
365,243
-10,271
-4,901
7
1
0
0
1
1
0
Laborers
2
2
2
WEDNESDAY
15
0
0
0
0
0
0
XNA
0.356323
0.778151
0.728141
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-899
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
328,735
0
Cash loans
F
N
Y
0
225,000
760,225.5
30,280.5
679,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.031329
-19,958
-616
-6,293
-3,517
7
1
1
0
1
1
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.721535
0.459776
0.634706
0.1433
0.0829
0.9856
0.8232
0
0.16
0.1379
0.3333
0.2083
0.1153
0.0504
0.1559
0
0
0.146
0.086
0.9856
0.8301
0
0.1611
0.1379
0.3333
0.2083
0.1179
0.0551
0.1625
0
0
0.1447
0.0829
0.9856
0.8256
0
0.16
0.1379
0.3333
0.2083
0.1173
0.0513
0.1588
0
0
reg oper account
block of flats
0.1245
Panel
No
1
0
1
0
-652
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
1
266,559
0
Cash loans
F
Y
Y
0
225,000
533,668.5
22,738.5
477,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.010966
-14,751
-1,801
-7,000
-5,539
1
1
1
0
1
0
0
Managers
2
2
2
SATURDAY
11
0
0
0
0
0
0
Agriculture
0.356323
0.708957
0.149167
0.1686
0.1099
0.9881
0.728
0.04
0.16
0.1207
0.4375
0.0417
0.1251
0.1656
0.1168
0.0347
0.201
0.1166
0.0509
0.9801
0.7387
0.0404
0.0806
0.0345
0.3333
0.0417
0.0892
0.1809
0.0435
0.035
0.1689
0.1702
0.1099
0.9881
0.7316
0.0403
0.16
0.1207
0.4375
0.0417
0.1273
0.1685
0.1189
0.0349
0.2052
org spec account
block of flats
0.2255
Stone, brick
No
0
0
0
0
-1,610
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
321,300
0
Cash loans
F
N
Y
0
157,500
577,413
31,455
432,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.020713
-21,442
365,243
-1,413
-4,979
7
1
0
0
1
0
0
Laborers
1
3
2
THURSDAY
6
0
0
0
0
0
0
XNA
0.479068
0.625617
0.56206
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
0
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
1
2
148,909
0
Cash loans
M
N
Y
0
180,000
595,903.5
24,399
481,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
With parents
0.04622
-8,258
-151
-8,137
-765
7
1
1
0
1
0
0
Sales staff
1
1
1
FRIDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.331682
0.7463
0.0845
0.0547
0.9821
0.7552
0.0434
0.08
0.0345
0.4583
0.5
0.0471
0.0689
0.0769
0
0
0.0861
0.0567
0.9821
0.7648
0.0438
0.0806
0.0345
0.4583
0.5
0.0482
0.0753
0.0802
0
0
0.0854
0.0547
0.9821
0.7585
0.0437
0.08
0.0345
0.4583
0.5
0.048
0.0701
0.0783
0
0
reg oper account
block of flats
0.0842
Stone, brick
No
3
0
3
0
-459
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
245,498
0
Cash loans
F
N
N
0
135,000
454,500
21,865.5
454,500
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.009334
-12,071
-637
-5,684
-4,656
7
1
1
1
1
0
0
Laborers
1
2
2
WEDNESDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.284966
0.553471
0.7463
0.1052
0.0863
0.9856
0.8028
0.092
0
0.2414
0.1667
0.2083
0.104
0.0857
0.1133
0
0
0.1071
0.0896
0.9856
0.8105
0.0928
0
0.2414
0.1667
0.2083
0.1064
0.0937
0.1181
0
0
0.1062
0.0863
0.9856
0.8054
0.0926
0
0.2414
0.1667
0.2083
0.1058
0.0872
0.1153
0
0
reg oper account
block of flats
0.1394
Panel
No
9
1
9
1
-633
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
377,448
0
Cash loans
F
N
Y
0
270,000
254,700
26,226
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.025164
-24,756
365,243
-10,313
-4,760
7
1
0
0
1
0
0
Laborers
1
2
2
FRIDAY
14
0
0
0
0
0
0
XNA
0.356323
0.52036
0.77641
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
-1,361
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
436,027
0
Cash loans
F
N
Y
1
81,000
450,000
22,018.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.008575
-10,156
-1,882
-10,156
-2,783
7
1
1
1
1
0
0
Cooking staff
3
2
2
MONDAY
10
0
0
0
0
0
0
School
0.251557
0.250955
0.569149
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
1
5
1
-874
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
1
278,063
1
Revolving loans
F
Y
Y
2
99,000
315,000
15,750
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020246
-15,291
-216
-1,508
-2,031
3
1
1
1
1
1
0
Sales staff
4
3
3
FRIDAY
10
0
0
0
0
0
0
Trade: type 7
0.345575
0.247901
0.332851
0.1443
0.0614
0.9881
0.8232
0
0.16
0.1379
0.3333
0.2083
0
0.1177
0.1634
0.0039
0.003
0.1471
0.0637
0.9881
0.8301
0
0.1611
0.1379
0.3333
0.2083
0
0.1286
0.1702
0.0039
0.0032
0.1457
0.0614
0.9881
0.8256
0
0.16
0.1379
0.3333
0.2083
0
0.1197
0.1663
0.0039
0.0031
reg oper account
block of flats
0.1291
Panel
No
1
0
1
0
-1,466
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
2
361,733
0
Cash loans
F
N
Y
0
67,500
119,925
11,812.5
112,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.009334
-17,449
-2,543
-6,978
-988
7
1
1
1
1
1
0
Sales staff
2
2
2
THURSDAY
10
0
0
0
0
1
1
Trade: type 7
0.356323
0.528742
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
-1,146
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
262,146
0
Revolving loans
F
N
Y
3
121,500
382,500
19,125
382,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.04622
-13,206
-2,526
-7,217
-955
7
1
1
0
1
0
0
Laborers
5
1
1
FRIDAY
13
0
0
0
0
0
0
Self-employed
0.356323
0.622606
0.466864
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
417,776
0
Cash loans
M
N
Y
0
112,500
945,000
31,360.5
945,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.028663
-17,063
-216
-8,557
-469
7
1
1
0
1
0
0
High skill tech staff
1
2
2
WEDNESDAY
8
0
0
0
0
1
1
Self-employed
0.356323
0.243138
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
3
0
3
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
394,936
0
Cash loans
F
N
N
0
112,500
390,960
16,564.5
337,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.025164
-21,647
365,243
-6,357
-4,761
7
1
0
0
1
0
0
Laborers
1
2
2
THURSDAY
15
0
0
0
0
0
0
XNA
0.356323
0.636567
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
1
0
1
0
-1,664
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
255,292
0
Cash loans
F
Y
Y
0
45,000
178,290
12,042
157,500
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.028663
-17,720
-4,242
-9,660
-1,241
17
1
1
1
1
1
0
Laborers
2
2
2
THURSDAY
10
0
0
0
0
1
1
Self-employed
0.356323
0.224433
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
-1,156
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
227,632
0
Cash loans
M
Y
Y
0
157,500
1,006,920
40,063.5
900,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.028663
-20,521
-2,679
-5,686
-3,979
6
1
1
1
1
1
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
1
1
Construction
0.356323
0.151704
0.664248
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
166,444
1
Cash loans
F
N
N
0
112,500
450,000
22,977
450,000
Family
Working
Secondary / secondary special
Married
Rented apartment
0.019101
-8,375
-155
-3,214
-48
7
1
1
1
1
0
0
Sales staff
2
2
2
THURSDAY
13
1
1
0
1
1
0
Business Entity Type 3
0.356323
0.426612
0.474051
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
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
0
3
327,563
0
Cash loans
M
N
N
0
67,500
247,500
9,814.5
247,500
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.015221
-15,673
-1,056
-2,537
-4,932
7
1
1
1
1
1
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
1
1
Industry: type 4
0.356323
0.509305
0.167408
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
-20
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
189,027
0
Cash loans
F
N
Y
1
94,500
247,500
15,948
247,500
Spouse, partner
Working
Higher education
Widow
House / apartment
0.014464
-13,245
-167
-7,338
-1,740
7
1
1
1
1
1
0
Core staff
2
2
2
FRIDAY
5
0
0
0
0
1
1
Self-employed
0.356323
0.333425
0.7463
0.0351
0.0357
0.9786
0.6396
0.0011
0
0.1034
0.1042
0.0417
0.0137
0.0067
0.0334
0
0
0.0084
0
0.9737
0.6537
0.0011
0
0.069
0.0417
0.0417
0
0.0073
0.008
0
0
0.0354
0.0357
0.9786
0.6444
0.0011
0
0.1034
0.1042
0.0417
0.0139
0.0068
0.034
0
0
reg oper account
block of flats
0.0464
Stone, brick
No
0
0
0
0
-914
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
339,463
0
Cash loans
M
N
Y
1
166,500
601,470
30,838.5
450,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.02461
-15,081
-4,990
-4,144
-5,479
7
1
1
1
1
1
0
Core staff
3
2
2
TUESDAY
9
0
0
0
0
1
1
Police
0.454611
0.23916
0.35234
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
2
-173
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
343,055
0
Cash loans
F
N
N
0
121,500
269,550
10,116
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.010643
-21,580
365,243
-12,411
-4,119
7
1
0
0
1
0
0
Laborers
1
2
2
MONDAY
17
0
0
0
0
0
0
XNA
0.686948
0.508338
0.481249
0.0711
0.0363
0.9831
0.7688
0.0084
0.04
0.0345
0.3333
0.375
0.0358
0.058
0.0616
0.0039
0.0072
0.0725
0.0376
0.9831
0.7779
0.0085
0.0403
0.0345
0.3333
0.375
0.0366
0.0634
0.0642
0.0039
0.0076
0.0718
0.0363
0.9831
0.7719
0.0084
0.04
0.0345
0.3333
0.375
0.0364
0.059
0.0627
0.0039
0.0073
reg oper spec account
block of flats
0.0518
Stone, brick
No
2
1
2
1
-4
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
234,649
0
Revolving loans
F
N
Y
0
135,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-19,490
-1,586
-7,647
-3,038
7
1
1
0
1
0
0
Sales staff
2
2
2
MONDAY
16
0
0
0
0
0
0
Industry: type 3
0.356323
0.514802
0.629674
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
-284
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
223,700
0
Cash loans
F
N
Y
0
225,000
1,082,214
31,770
945,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.020713
-19,892
-5,958
-9,249
-3,234
7
1
1
0
1
0
0
High skill tech staff
1
3
1
THURSDAY
8
0
0
0
0
0
0
Government
0.759328
0.67694
0.740799
0.3639
0.107
0.9801
0.728
0.0547
0.08
0.069
0.3333
0.0417
0.0392
0.2959
0.1336
0.0039
0.0067
0.3708
0.111
0.9801
0.7387
0.0552
0.0806
0.069
0.3333
0.0417
0.0401
0.3232
0.1392
0.0039
0.0071
0.3674
0.107
0.9801
0.7316
0.055
0.08
0.069
0.3333
0.0417
0.0399
0.301
0.136
0.0039
0.0069
reg oper account
specific housing
0.1065
Panel
No
0
0
0
0
-2,435
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
1