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
200,340
0
Cash loans
M
Y
N
0
180,000
450,000
21,888
450,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.019101
-17,457
-800
-6,832
-1,016
21
1
1
0
1
0
0
Low-skill Laborers
1
2
2
TUESDAY
20
0
1
1
0
1
1
Business Entity Type 3
0.356323
0.68461
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
-3,246
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
416,115
0
Cash loans
F
N
Y
0
225,000
593,010
19,260
495,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.032561
-16,268
-2,403
-8,773
-4,402
7
1
1
0
1
0
0
Laborers
2
1
1
THURSDAY
18
0
0
0
0
0
0
Business Entity Type 3
0.912747
0.722858
0.636376
0.1387
0.0314
0.9871
0.8232
0
0.08
0.0345
0.6458
0.2083
0
0.0504
0.132
0
0.0136
0.1061
0.0169
0.9866
0.8301
0
0.0806
0.0345
0.625
0.2083
0
0.0551
0.1139
0
0.0015
0.14
0.0314
0.9871
0.8256
0
0.08
0.0345
0.6458
0.2083
0
0.0513
0.1344
0
0.0139
reg oper account
block of flats
0.0863
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
0
1
433,881
0
Cash loans
M
N
Y
0
225,000
373,941
29,065.5
346,500
Family
Commercial associate
Incomplete higher
Single / not married
House / apartment
0.04622
-9,343
-2,347
-3,937
-1,913
7
1
1
0
1
0
0
Drivers
1
1
1
FRIDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.328404
0.669488
0.448962
0.1649
0
0.9896
0.8572
0
0.16
0.1379
0.375
0.4167
0
0.1345
0.1747
0
0
0.1681
0
0.9896
0.8628
0
0.1611
0.1379
0.375
0.4167
0
0.1469
0.182
0
0
0.1665
0
0.9896
0.8591
0
0.16
0.1379
0.375
0.4167
0
0.1368
0.1778
0
0
reg oper account
block of flats
0.1374
Panel
No
0
0
0
0
-595
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
453,115
0
Cash loans
F
Y
N
0
180,000
1,125,000
32,895
1,125,000
Unaccompanied
Working
Higher education
Civil marriage
House / apartment
0.025164
-16,406
-3,576
-10,444
-4,853
7
1
1
1
1
1
0
Accountants
2
2
2
TUESDAY
13
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.714284
0.595456
0.1082
0.0056
0.9801
0.728
0.0197
0.08
0.069
0.3333
0.375
0.0875
0.0815
0.0845
0.0309
0.0875
0.1103
0.0059
0.9801
0.7387
0.0198
0.0806
0.069
0.3333
0.375
0.0895
0.0891
0.088
0.0311
0.0926
0.1093
0.0056
0.9801
0.7316
0.0198
0.08
0.069
0.3333
0.375
0.089
0.0829
0.086
0.0311
0.0893
not specified
block of flats
0.0962
Panel
No
0
0
0
0
-165
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
156,147
0
Cash loans
F
N
Y
0
180,000
521,280
28,408.5
450,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.010643
-8,557
-1,005
-8,545
-1,230
7
1
1
0
1
1
0
Secretaries
1
2
2
MONDAY
12
1
1
0
1
1
0
Business Entity Type 3
0.381538
0.449534
0.144648
0.0186
0
0.9831
0.7688
0.0022
0
0.1034
0.0417
0.0417
0.0497
0.0151
0.0171
0
0
0.0189
0
0.9831
0.7779
0.0022
0
0.1034
0.0417
0.0417
0.0508
0.0165
0.0178
0
0
0.0187
0
0.9831
0.7719
0.0022
0
0.1034
0.0417
0.0417
0.0505
0.0154
0.0174
0
0
reg oper account
block of flats
0.0146
Stone, brick
No
2
0
2
0
-500
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
296,582
0
Cash loans
F
Y
N
0
315,000
679,500
19,867.5
679,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-11,662
-724
-1,867
-800
17
1
1
1
1
0
0
Sales staff
2
3
3
FRIDAY
14
0
0
0
0
0
0
Self-employed
0.356323
0.444621
0.318596
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
-534
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
182,093
0
Cash loans
F
N
Y
0
157,500
152,820
8,901
135,000
Spouse, partner
Pensioner
Secondary / secondary special
Married
House / apartment
0.019101
-21,408
365,243
-10,948
-4,755
7
1
0
0
1
0
0
Laborers
2
2
2
FRIDAY
11
0
0
0
0
0
0
XNA
0.356323
0.738784
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
7
1
7
1
-1,558
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
441,965
1
Revolving loans
M
N
Y
0
157,500
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.007305
-14,432
-946
-5,356
-4,907
7
1
1
1
1
1
0
Sales staff
1
3
3
FRIDAY
12
0
0
0
0
0
0
Construction
0.356323
0.606247
0.313917
0.2474
0.2036
0.9891
0.8504
0.1065
0.24
0.2069
0.375
0.4167
0.1116
0.2009
0.2732
0.0039
0.0051
0.2521
0.2113
0.9891
0.8563
0.1075
0.2417
0.2069
0.375
0.4167
0.1142
0.2195
0.2846
0.0039
0.0054
0.2498
0.2036
0.9891
0.8524
0.1072
0.24
0.2069
0.375
0.4167
0.1136
0.2044
0.2781
0.0039
0.0052
reg oper account
block of flats
0.2743
Panel
No
7
0
7
0
-1,373
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
184,862
0
Cash loans
F
Y
N
0
157,500
665,892
18,441
477,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.00733
-11,591
-3,791
-2,316
-2,391
6
1
1
0
1
0
0
Laborers
1
2
2
SATURDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.304472
0.182612
0.7463
0.4082
0.0009
0.9791
0.7076
0
0
0.069
0.1667
0.2083
0
0.0504
0.1199
0
0.034
0.416
0.0009
0.9791
0.719
0
0
0.069
0.1667
0.2083
0
0.0551
0.125
0
0.036
0.4122
0.0009
0.9791
0.7115
0
0
0.069
0.1667
0.2083
0
0.0513
0.1221
0
0.0347
reg oper account
specific housing
0.1388
Stone, brick
No
6
0
6
0
-13
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
139,978
0
Cash loans
M
N
Y
0
103,500
270,000
13,846.5
270,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.019689
-18,917
365,243
-1,575
-2,464
7
1
0
0
1
0
0
Laborers
1
2
2
TUESDAY
10
0
0
0
0
0
0
XNA
0.356323
0.205344
0.340906
0.0082
0
0.9598
0.8232
0
0
0.069
0.0417
0.2083
0.0545
0.0504
0.0066
0
0
0.0084
0
0.9598
0.8301
0
0
0.069
0.0417
0.2083
0.0558
0.0551
0.0069
0
0
0.0083
0
0.9598
0.8256
0
0
0.069
0.0417
0.2083
0.0555
0.0513
0.0067
0
0
reg oper account
block of flats
0.0069
Wooden
Yes
2
1
2
1
-374
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
173,086
0
Cash loans
M
Y
N
2
225,000
1,354,500
37,377
1,354,500
Unaccompanied
State servant
Higher education
Married
House / apartment
0.026392
-13,174
-1,142
-7,243
-4,451
3
1
1
0
1
0
0
Laborers
4
2
2
TUESDAY
19
0
0
0
0
0
0
Other
0.356323
0.709715
0.307737
0.1113
0
0.9861
0.8232
0
0.12
0.1034
0.3333
0.2083
0.0714
0.0504
0.1138
0
0
0.1134
0
0.9861
0.8301
0
0.1208
0.1034
0.3333
0.2083
0.073
0.0551
0.1186
0
0
0.1124
0
0.9861
0.8256
0
0.12
0.1034
0.3333
0.2083
0.0726
0.0513
0.1158
0
0
reg oper account
block of flats
0.0895
Panel
No
0
0
0
0
-780
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
152,758
0
Revolving loans
F
Y
Y
1
270,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.04622
-9,019
-831
-1,591
-463
8
1
1
0
1
0
0
Laborers
3
1
1
THURSDAY
11
0
1
1
0
0
0
Trade: type 3
0.395893
0.710034
0.071533
0.0825
0
0.9747
0.6532
0.0999
0
0.1379
0.1667
0.0417
0
0.0672
0.0639
0
0.0098
0.084
0
0.9747
0.6668
0.1009
0
0.1379
0.1667
0.0417
0
0.0735
0.0666
0
0.0103
0.0833
0
0.9747
0.6578
0.1006
0
0.1379
0.1667
0.0417
0
0.0684
0.0651
0
0.01
reg oper account
block of flats
0.0546
Stone, brick
No
0
0
0
0
-1,478
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
297,071
0
Cash loans
F
N
Y
0
135,000
1,155,226.5
33,907.5
904,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.02461
-16,564
-1,791
-9,275
-120
7
1
1
0
1
1
0
Managers
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Kindergarten
0.356323
0.334617
0.662638
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
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
405,130
0
Cash loans
F
Y
Y
0
157,500
1,971,072
68,512.5
1,800,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01452
-18,461
-3,009
-10,085
-2,010
13
1
1
1
1
0
0
Laborers
2
2
2
WEDNESDAY
5
0
0
0
0
0
0
Government
0.356323
0.539011
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
5
0
5
0
-1,873
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
426,598
1
Cash loans
F
N
N
2
180,000
522,927
26,829
436,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
Rented apartment
0.032561
-14,399
-2,831
-281
-884
7
1
1
0
1
0
0
Sales staff
4
1
1
WEDNESDAY
9
0
0
0
0
0
0
Trade: type 3
0.356323
0.620641
0.143758
0.3629
0.1063
0.9896
0.8572
0.0922
0.26
0.069
0.7708
0.8125
0.0182
0.2954
0.3173
0.0019
0.0022
0.0882
0.1103
0.9796
0.7321
0.0144
0.0806
0.0345
0.5417
0.5833
0.0087
0.0771
0.0928
0
0
0.3664
0.1063
0.9896
0.8591
0.0928
0.26
0.069
0.7708
0.8125
0.0186
0.3006
0.323
0.0019
0.0022
reg oper spec account
block of flats
0.4372
Monolithic
No
1
0
1
0
-1,755
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
106,974
0
Cash loans
F
N
Y
1
378,000
942,300
27,679.5
675,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.072508
-16,290
-9,499
-10,362
-4,179
7
1
1
0
1
0
0
Secretaries
2
1
1
THURSDAY
17
0
0
0
0
0
0
Medicine
0.356323
0.760715
0.636376
0.0807
0.0728
0.9732
0.8232
0
0.06
0.1121
0.2292
0.2083
0.0544
0.0504
0.0686
0
0.0291
0.063
0.0626
0.9732
0.8301
0
0
0.1034
0.1667
0.2083
0.0504
0.0551
0.0529
0
0.0012
0.0859
0.0682
0.9732
0.8256
0
0.06
0.1034
0.2292
0.2083
0.0548
0.0513
0.0728
0
0.0257
reg oper account
block of flats
0.0403
Stone, brick
No
0
0
0
0
-2,363
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
0
320,932
0
Cash loans
F
N
Y
1
157,500
326,439
16,006.5
229,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.020713
-15,112
-562
-372
-4,731
7
1
1
0
1
0
0
Managers
2
3
3
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
0.454421
0.414304
0.607557
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
-2,324
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
5
323,913
0
Revolving loans
F
N
Y
0
180,000
337,500
16,875
337,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.025164
-21,355
365,243
-11,630
-1,809
7
1
0
0
1
1
0
Laborers
2
2
2
THURSDAY
12
0
0
0
0
0
0
XNA
0.356323
0.484929
0.657784
0.0165
0.0135
0.9682
0.5648
0.02
0
0.069
0.0417
0.0833
0.0301
0.0134
0.015
0
0
0.0168
0.014
0.9682
0.5818
0.0202
0
0.069
0.0417
0.0833
0.0308
0.0147
0.0157
0
0
0.0167
0.0135
0.9682
0.5706
0.0202
0
0.069
0.0417
0.0833
0.0306
0.0137
0.0153
0
0
reg oper account
block of flats
0.0228
Others
No
0
0
0
0
-556
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
8
273,480
0
Cash loans
F
N
N
0
202,500
1,078,200
31,522.5
900,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.006233
-19,625
-6,084
-17,959
-3,177
7
1
1
0
1
1
0
Accountants
1
2
2
TUESDAY
16
0
0
0
0
0
0
Self-employed
0.356323
0.742062
0.764939
0.0165
0.0382
0.9617
0.8232
0
0
0.1034
0.125
0.2083
0.0203
0.0504
0.0164
0
0.0926
0.0168
0.0396
0.9618
0.8301
0
0
0.1034
0.125
0.2083
0.0207
0.0551
0.0171
0
0.0981
0.0167
0.0382
0.9617
0.8256
0
0
0.1034
0.125
0.2083
0.0206
0.0513
0.0167
0
0.0946
reg oper account
block of flats
0.0333
Stone, brick
No
0
0
0
0
-1,728
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
330,398
0
Cash loans
F
N
Y
0
67,500
521,280
23,089.5
450,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.031329
-24,038
365,243
-5,088
-5,200
7
1
0
0
1
0
0
Laborers
1
2
2
THURSDAY
10
0
0
0
0
0
0
XNA
0.356323
0.290586
0.58499
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
4
0
4
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
194,920
0
Cash loans
F
Y
Y
0
157,500
254,700
20,250
225,000
Unaccompanied
Working
Incomplete higher
Single / not married
With parents
0.007305
-9,098
-1,023
-3,659
-1,580
12
1
1
1
1
0
0
Core staff
1
3
3
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.407004
0.477826
0.172495
0.0082
0
0.9622
0.8232
0
0
0.069
0.0417
0.2083
0
0.0504
0.0115
0
0
0.0084
0
0.9623
0.8301
0
0
0.069
0.0417
0.2083
0
0.0551
0.012
0
0
0.0083
0
0.9622
0.8256
0
0
0.069
0.0417
0.2083
0
0.0513
0.0117
0
0
reg oper account
block of flats
0.0098
Wooden
No
4
0
4
0
-541
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
292,454
0
Cash loans
M
N
N
0
135,000
152,820
8,901
135,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.02461
-24,485
365,243
-14,094
-4,070
7
1
0
0
1
1
0
Laborers
2
2
2
SATURDAY
12
0
0
0
0
0
0
XNA
0.356323
0.660952
0.420611
0.0763
0
0.9737
0.8232
0.0081
0
0.1379
0.1667
0.2083
0.047
0.0622
0.0568
0
0.0201
0.0777
0
0.9737
0.8301
0.0082
0
0.1379
0.1667
0.2083
0.0481
0.068
0.0592
0
0.0213
0.077
0
0.9737
0.8256
0.0082
0
0.1379
0.1667
0.2083
0.0478
0.0633
0.0578
0
0.0206
reg oper account
block of flats
0.0535
Stone, brick
No
0
0
0
0
-1,121
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
351,609
0
Cash loans
M
Y
N
0
117,450
517,500
31,788
517,500
Unaccompanied
Commercial associate
Lower secondary
Single / not married
With parents
0.0228
-10,121
-3,375
-4,253
-2,084
13
1
1
0
1
0
0
Laborers
1
2
2
MONDAY
18
0
0
0
0
0
0
Government
0.356323
0.709737
0.42413
0.1113
0.0735
0.9851
0.796
0
0.12
0.1034
0.3333
0.375
0.0401
0.0504
0.1142
0
0
0.1134
0.0762
0.9851
0.804
0
0.1208
0.1034
0.3333
0.375
0.041
0.0551
0.119
0
0
0.1124
0.0735
0.9851
0.7987
0
0.12
0.1034
0.3333
0.375
0.0408
0.0513
0.1163
0
0
reg oper account
block of flats
0.1101
Panel
No
1
1
1
1
-1,211
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
295,003
0
Cash loans
F
N
Y
2
247,500
1,125,000
36,423
1,125,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.026392
-12,314
-787
-2,409
-2,424
7
1
1
0
1
1
0
Accountants
4
2
2
THURSDAY
17
0
0
0
0
1
1
Industry: type 4
0.356323
0.478618
0.616122
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
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
214,532
0
Cash loans
F
N
Y
0
90,000
104,256
10,813.5
90,000
Unaccompanied
Pensioner
Higher education
Single / not married
House / apartment
0.01885
-22,152
365,243
-12,821
-5,150
7
1
0
0
1
0
0
Laborers
1
2
2
TUESDAY
13
0
0
0
0
0
0
XNA
0.356323
0.653265
0.7463
0.1495
0.1056
0.9821
0.7552
0
0.16
0.1379
0.3333
0.2083
0
0.0504
0.1485
0.0193
0.0677
0.1523
0.1096
0.9821
0.7648
0
0.1611
0.1379
0.3333
0.2083
0
0.0551
0.1547
0.0195
0.0717
0.1509
0.1056
0.9821
0.7585
0
0.16
0.1379
0.3333
0.2083
0
0.0513
0.1512
0.0194
0.0691
reg oper account
block of flats
0.1437
Stone, brick
No
0
0
0
0
-1,362
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
400,248
0
Cash loans
F
Y
N
0
112,500
225,000
22,252.5
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
With parents
0.072508
-11,364
-1,790
-5,525
-2,935
5
1
1
1
1
1
0
Laborers
2
1
1
THURSDAY
9
0
0
0
0
0
0
Postal
0.680961
0.765502
0.614414
0.233
0.1155
0.9806
0.7348
0
0.28
0.2069
0.3958
0.4375
0.0264
0.19
0.2185
0
0.0019
0.0998
0.0481
0.9782
0.7125
0
0.1611
0.069
0.3333
0.375
0.0095
0.0872
0.0887
0
0.0011
0.2352
0.1155
0.9806
0.7383
0
0.28
0.2069
0.3958
0.4375
0.0268
0.1932
0.2224
0
0.002
reg oper account
block of flats
0.277
Panel
No
0
0
0
0
-1,902
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
391,712
1
Cash loans
F
Y
Y
1
67,500
417,024
21,420
360,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00733
-11,912
-451
-4,085
-4,566
26
1
1
0
1
0
0
Sales staff
3
2
2
FRIDAY
12
0
0
0
0
0
0
Trade: type 7
0.306525
0.654171
0.367291
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
-3,056
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
111,639
0
Cash loans
F
N
Y
0
144,000
254,700
14,620.5
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
Rented apartment
0.010006
-10,912
-854
-5,153
-3,149
7
1
1
1
1
0
0
Medicine staff
2
2
2
WEDNESDAY
13
0
0
0
1
1
0
Other
0.356323
0.485142
0.450747
0.0124
0
0.9871
0.8232
0
0
0.1034
0.0417
0.2083
0.0076
0.0504
0.0166
0
0.0078
0.0126
0
0.9871
0.8301
0
0
0.1034
0.0417
0.2083
0.0078
0.0551
0.0173
0
0.0082
0.0125
0
0.9871
0.8256
0
0
0.1034
0.0417
0.2083
0.0078
0.0513
0.0169
0
0.0079
reg oper account
block of flats
0.0131
Wooden
No
1
1
1
1
-3,133
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
294,308
0
Cash loans
M
Y
Y
1
112,500
1,125,000
44,617.5
1,125,000
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.031329
-19,756
-1,527
-3,527
-3,205
14
1
1
0
1
1
0
Drivers
3
2
2
MONDAY
9
0
0
0
1
1
0
Self-employed
0.356323
0.056869
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
14
0
14
0
-334
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
297,334
0
Cash loans
M
N
N
0
72,000
314,055
17,167.5
238,500
Family
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.010276
-10,023
-1,865
-2,690
-2,683
7
1
1
0
1
0
0
Drivers
1
2
2
FRIDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.217666
0.666365
0.590233
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
3
2
3
2
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
435,418
0
Cash loans
M
Y
Y
2
355,500
781,920
61,906.5
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.00702
-13,936
-1,005
-4,607
-4,436
1
1
1
0
1
0
0
Laborers
4
2
2
TUESDAY
13
0
1
1
0
1
1
Construction
0.356323
0.554162
0.7463
0.0619
0
0.9811
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0361
0
0.0588
0.063
0
0.9811
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0376
0
0.0623
0.0625
0
0.9811
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0368
0
0.06
reg oper account
block of flats
0.0412
Stone, brick
No
0
0
0
0
-3,156
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
137,587
0
Cash loans
M
Y
Y
0
360,000
263,686.5
28,525.5
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018634
-18,832
-472
-8,428
-2,393
8
1
1
0
1
0
0
Drivers
2
2
2
TUESDAY
11
0
1
1
0
1
1
Business Entity Type 3
0.356323
0.511213
0.832785
0.0773
0.0653
0.9791
0.8232
0
0
0.1724
0.1667
0.2083
0.0706
0.0504
0.0686
0
0
0.0788
0.0677
0.9791
0.8301
0
0
0.1724
0.1667
0.2083
0.0722
0.0551
0.0715
0
0
0.0781
0.0653
0.9791
0.8256
0
0
0.1724
0.1667
0.2083
0.0718
0.0513
0.0699
0
0
reg oper account
block of flats
0.0703
Panel
No
0
0
0
0
-1,093
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
324,684
0
Revolving loans
F
N
Y
0
189,000
270,000
13,500
270,000
Unaccompanied
Commercial associate
Incomplete higher
Married
House / apartment
0.035792
-10,078
-938
-1,014
-1,045
7
1
1
0
1
0
0
Sales staff
2
2
2
SUNDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.400874
0.493415
0.7463
0.0876
0.0689
0.9806
0.8232
0
0
0.1724
0.1667
0.2083
0.0749
0.0504
0.0699
0
0.0668
0.0893
0.0715
0.9806
0.8301
0
0
0.1724
0.1667
0.2083
0.0766
0.0551
0.0728
0
0.0708
0.0885
0.0689
0.9806
0.8256
0
0
0.1724
0.1667
0.2083
0.0762
0.0513
0.0711
0
0.0682
reg oper account
block of flats
0.0695
Panel
No
0
0
0
0
-481
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
277,751
0
Cash loans
F
N
N
0
157,500
1,255,680
38,200.5
1,125,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.022625
-15,735
-910
-8,277
-4,641
7
1
1
0
1
0
0
Medicine staff
1
2
2
TUESDAY
15
0
0
0
0
0
0
Other
0.356323
0.732212
0.7463
0.068
0
0.9886
0.8232
0
0
0.0345
0.4583
0.2083
0
0.0504
0.0772
0
0
0.0693
0
0.9886
0.8301
0
0
0.0345
0.4583
0.2083
0
0.0551
0.0805
0
0
0.0687
0
0.9886
0.8256
0
0
0.0345
0.4583
0.2083
0
0.0513
0.0786
0
0
reg oper account
block of flats
0.0607
Stone, brick
No
1
0
1
0
-3
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
334,200
0
Cash loans
F
N
N
0
72,000
99,504
11,938.5
90,000
Children
Pensioner
Secondary / secondary special
Widow
Municipal apartment
0.0105
-21,517
365,243
-6,586
-4,822
7
1
0
0
1
0
0
Laborers
1
3
3
WEDNESDAY
15
0
0
0
0
0
0
XNA
0.356323
0.57919
0.4579
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
2
5
2
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
267,651
0
Cash loans
F
N
Y
0
135,000
1,724,220
45,481.5
1,350,000
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.030755
-15,885
-853
-949
-2,226
7
1
1
0
1
0
0
Core staff
1
2
2
TUESDAY
18
0
0
0
0
0
0
School
0.356323
0.476637
0.736623
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-206
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
289,745
0
Cash loans
F
N
N
0
45,000
277,969.5
10,606.5
229,500
Unaccompanied
Pensioner
Secondary / secondary special
Widow
Municipal apartment
0.019689
-23,654
365,243
-11,316
-4,069
7
1
0
0
1
0
0
Laborers
1
2
2
FRIDAY
11
0
0
0
0
0
0
XNA
0.886002
0.208332
0.7463
0.0082
0
0.9603
0.8232
0
0
0.069
0.0417
0.2083
0.0207
0.0504
0.0077
0
0
0.0084
0
0.9603
0.8301
0
0
0.069
0.0417
0.2083
0.0211
0.0551
0.008
0
0
0.0083
0
0.9603
0.8256
0
0
0.069
0.0417
0.2083
0.021
0.0513
0.0078
0
0
reg oper account
block of flats
0.0072
Wooden
No
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
275,466
0
Cash loans
M
N
N
1
225,000
450,000
21,109.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
Co-op apartment
0.0228
-10,948
-611
-1,620
-1,627
7
1
1
0
1
0
0
Drivers
3
2
2
THURSDAY
14
0
0
0
0
1
1
Transport: type 4
0.356323
0.500292
0.215182
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
-555
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
267,928
0
Cash loans
M
Y
Y
0
135,000
1,051,245
30,865.5
877,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.006296
-19,341
-2,569
-8,082
-2,884
3
1
1
0
1
0
0
Laborers
2
3
3
THURSDAY
10
0
1
1
0
1
1
Construction
0.356323
0.616156
0.556727
0.0825
0
0.9786
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0.0058
0
0
0.084
0
0.9786
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.006
0
0
0.0833
0
0.9786
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0.0059
0
0
reg oper account
block of flats
0.0053
Panel
No
1
0
1
0
-925
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
142,182
0
Cash loans
M
N
Y
0
202,500
1,542,645
62,829
1,440,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018801
-7,991
-1,036
-367
-667
7
1
1
0
1
0
1
Sales staff
2
2
2
FRIDAY
13
0
0
0
0
0
0
Trade: type 2
0.408568
0.235349
0.7463
0.0175
0.0092
0.9916
0.8232
0
0.04
0.0345
0.2917
0.2083
0
0.0504
0.0166
0
0.0536
0.0179
0.0096
0.9916
0.8301
0
0.0403
0.0345
0.2917
0.2083
0
0.0551
0.0173
0
0.0567
0.0177
0.0092
0.9916
0.8256
0
0.04
0.0345
0.2917
0.2083
0
0.0513
0.0169
0
0.0547
reg oper account
block of flats
0.0342
Stone, brick
No
1
0
1
0
-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
0
0
301,979
0
Cash loans
M
Y
N
0
166,500
225,000
23,872.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
Rented apartment
0.028663
-9,991
-550
-2,717
-2,586
9
1
1
1
1
0
0
Drivers
2
2
2
SUNDAY
14
0
0
0
1
1
0
Self-employed
0.356323
0.223943
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
-224
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
267,732
0
Cash loans
M
Y
Y
1
225,000
318,528
25,294.5
252,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.011657
-17,206
-3,702
-7,535
-642
15
1
1
0
1
1
1
Drivers
3
1
1
MONDAY
10
1
1
0
0
0
0
Other
0.453459
0.778109
0.749022
0.0722
0.0842
0.9771
0.8232
0
0
0.1379
0.1667
0.2083
0.0299
0.0504
0.0668
0
0.0896
0.0735
0.0874
0.9772
0.8301
0
0
0.1379
0.1667
0.2083
0.0306
0.0551
0.0696
0
0.0948
0.0729
0.0842
0.9771
0.8256
0
0
0.1379
0.1667
0.2083
0.0304
0.0513
0.068
0
0.0914
reg oper account
block of flats
0.072
Stone, brick
No
0
0
0
0
-400
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
3
129,520
0
Cash loans
F
N
Y
0
189,000
593,010
19,260
495,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.006008
-17,638
-9,254
-7,056
-1,157
7
1
1
0
1
0
0
Laborers
1
2
2
THURSDAY
16
0
0
0
0
1
1
Medicine
0.601331
0.689776
0.678568
0.0825
0.0681
0.9791
0.7144
0.0293
0
0.1379
0.1667
0.2083
0.0576
0.0672
0.0705
0
0
0.084
0.0707
0.9791
0.7256
0.0296
0
0.1379
0.1667
0.2083
0.059
0.0735
0.0734
0
0
0.0833
0.0681
0.9791
0.7182
0.0295
0
0.1379
0.1667
0.2083
0.0586
0.0684
0.0717
0
0
reg oper account
block of flats
0.0598
Panel
No
0
0
0
0
-662
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
116,151
0
Cash loans
F
N
N
0
139,500
454,500
21,060
454,500
Unaccompanied
Working
Higher education
Separated
House / apartment
0.035792
-16,203
-7,100
-8,717
-4,486
7
1
1
0
1
0
0
Managers
1
2
2
TUESDAY
9
0
0
0
0
0
0
Postal
0.356323
0.686406
0.579727
0.1227
0.1082
0.9811
0.7416
0
0
0.2759
0.1667
0.0417
0.1069
0.1
0.0728
0
0
0.125
0.1123
0.9811
0.7517
0
0
0.2759
0.1667
0.0417
0.1093
0.1093
0.0758
0
0
0.1239
0.1082
0.9811
0.7451
0
0
0.2759
0.1667
0.0417
0.1088
0.1018
0.0741
0
0
reg oper account
block of flats
0.0573
Panel
No
0
0
0
0
-2,081
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
179,480
0
Cash loans
M
Y
N
0
225,000
339,948
31,176
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.02461
-15,824
-1,207
-2,720
-2,720
15
1
1
0
1
0
0
Drivers
2
2
2
MONDAY
11
1
1
0
1
1
0
Industry: type 1
0.184029
0.729868
0.136801
0.0278
0.059
0.9916
0.8844
0
0
0.1034
0.0833
0.0417
0.011
0.0504
0.0312
0
0.005
0.0284
0.0612
0.9916
0.8889
0
0
0.1034
0.0833
0.0417
0.0113
0.0551
0.0326
0
0.0053
0.0281
0.059
0.9916
0.8859
0
0
0.1034
0.0833
0.0417
0.0112
0.0513
0.0318
0
0.0051
reg oper account
block of flats
0.0266
Stone, brick
No
0
0
0
0
-367
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
375,263
0
Cash loans
F
N
Y
0
76,500
157,914
15,745.5
139,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.031329
-19,515
-4,147
-10,484
-2,913
7
1
1
0
1
0
0
Core staff
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Government
0.356323
0.685567
0.722393
0.0165
0
0.9846
0.8232
0
0
0.069
0.0417
0.2083
0
0.0504
0.0087
0
0
0.0168
0
0.9846
0.8301
0
0
0.069
0.0417
0.2083
0
0.0551
0.0091
0
0
0.0167
0
0.9846
0.8256
0
0
0.069
0.0417
0.2083
0
0.0513
0.0089
0
0
reg oper account
block of flats
0.0069
Panel
No
4
0
4
0
-319
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
167,501
0
Cash loans
F
N
N
0
36,000
95,940
9,342
90,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.031329
-19,770
-2,744
-3,600
-3,234
7
1
1
1
1
0
0
Sales staff
2
2
2
WEDNESDAY
16
0
0
0
0
0
0
Other
0.833483
0.635823
0.614414
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
4
1
4
1
-1,746
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
401,037
0
Cash loans
F
N
Y
0
157,500
604,152
26,739
540,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019689
-19,230
-3,541
-10,659
-2,764
7
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
15
0
0
0
0
1
1
Government
0.356323
0.271889
0.358951
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
7
1
7
1
-2,158
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
431,784
0
Cash loans
F
Y
Y
0
247,500
512,446.5
34,375.5
463,500
Unaccompanied
Commercial associate
Higher education
Widow
House / apartment
0.025164
-23,080
-5,414
-246
-4,388
4
1
1
0
1
0
0
Core staff
1
2
2
TUESDAY
11
0
0
0
0
0
0
Self-employed
0.356323
0.582533
0.761026
0.2546
0.1015
0.9985
0.9796
0
0.24
0.2069
0.375
0.4167
0.0316
0.2076
0.2367
0
0
0.2595
0.1053
0.9985
0.9804
0
0.2417
0.2069
0.375
0.4167
0.0323
0.2268
0.2466
0
0
0.2571
0.1015
0.9985
0.9799
0
0.24
0.2069
0.375
0.4167
0.0321
0.2112
0.2409
0
0
not specified
block of flats
0.1862
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
1
4
302,078
0
Cash loans
F
Y
N
0
171,000
573,408
29,407.5
495,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-16,566
-3,651
-8,189
-127
26
1
1
0
1
0
0
Managers
2
2
2
THURSDAY
9
0
0
0
0
0
0
Postal
0.263263
0.604026
0.540654
0.0289
0.041
0.9737
0.6396
0.003
0
0.069
0.125
0.1667
0.0198
0.0202
0.0203
0.0154
0.0193
0.0294
0.0426
0.9737
0.6537
0.0031
0
0.069
0.125
0.1667
0.0202
0.022
0.0211
0.0156
0.0204
0.0291
0.041
0.9737
0.6444
0.0031
0
0.069
0.125
0.1667
0.0201
0.0205
0.0206
0.0155
0.0197
reg oper account
block of flats
0.0218
Stone, brick
No
3
1
3
1
-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
0
3
297,744
0
Cash loans
M
Y
Y
0
202,500
573,408
25,389
495,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.016612
-23,354
365,243
-10,305
-4,525
5
1
0
0
1
0
1
Laborers
2
2
2
SATURDAY
11
0
0
0
0
0
0
XNA
0.356323
0.594917
0.526295
0.1113
0.0814
0.9806
0.7348
0.0185
0.12
0.1034
0.3333
0.375
0.0821
0.0908
0.1146
0.0039
0.0009
0.1134
0.0844
0.9806
0.7452
0.0187
0.1208
0.1034
0.3333
0.375
0.0839
0.0992
0.1194
0.0039
0.001
0.1124
0.0814
0.9806
0.7383
0.0186
0.12
0.1034
0.3333
0.375
0.0835
0.0923
0.1166
0.0039
0.001
reg oper account
block of flats
0.1004
Panel
No
8
2
8
2
-856
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
3
345,799
0
Cash loans
F
Y
Y
1
135,000
509,400
37,066.5
450,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.010643
-11,029
-1,908
-4,992
-2,977
2
1
1
1
1
1
0
High skill tech staff
3
2
2
FRIDAY
10
0
0
0
0
0
0
Electricity
0.356323
0.660314
0.102119
0.2227
0.1627
0.9856
0.8028
0.0376
0.24
0.2069
0.3333
0.375
0.1254
0.1816
0.229
0
0
0.2269
0.1689
0.9856
0.8105
0.0379
0.2417
0.2069
0.3333
0.375
0.1283
0.1983
0.2386
0
0
0.2248
0.1627
0.9856
0.8054
0.0378
0.24
0.2069
0.3333
0.375
0.1276
0.1847
0.2331
0
0
reg oper spec account
block of flats
0.1801
Panel
No
8
0
8
0
-1,693
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
367,851
0
Cash loans
M
N
N
1
90,000
255,960
16,794
202,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
With parents
0.015221
-12,031
-414
-5,639
-3,911
7
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
9
0
0
0
0
1
1
Trade: type 7
0.356323
0.521283
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
-2,040
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
137,334
0
Cash loans
F
N
Y
0
67,500
418,500
17,860.5
418,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.028663
-15,842
-7,601
-2,807
-4,166
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
8
0
0
0
0
0
0
Postal
0.629475
0.656468
0.754406
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
-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
0
2
216,990
0
Cash loans
F
N
Y
0
135,000
640,080
20,227.5
450,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.02461
-19,569
-268
-5,130
-3,099
7
1
1
1
1
0
0
Private service staff
2
2
2
TUESDAY
15
0
0
0
1
0
1
Self-employed
0.356323
0.496186
0.684828
0.0825
0
0.9891
0.8232
0.0463
0.16
0.069
0.4583
0.5
0.0917
0.1185
0.1532
0
0
0.084
0
0.9891
0.8301
0.0467
0.1611
0.069
0.4583
0.5
0.0938
0.1295
0.1596
0
0
0.0833
0
0.9891
0.8256
0.0466
0.16
0.069
0.4583
0.5
0.0933
0.1206
0.156
0
0
reg oper account
block of flats
0.1205
Stone, brick
No
0
0
0
0
-1
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
173,365
0
Cash loans
F
N
N
0
135,000
360,000
35,604
360,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.018801
-13,581
-1,262
-7,653
-5,010
7
1
1
1
1
1
0
Cooking staff
2
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.352492
0.561503
0.337673
0.4629
0
0.9896
0.8232
0
0.44
0.3793
0.375
0.2083
0.2348
0.0504
0.5069
0
0.5618
0.4716
0
0.9896
0.8301
0
0.4431
0.3793
0.375
0.2083
0.2401
0.0551
0.5281
0
0.5947
0.4674
0
0.9896
0.8256
0
0.44
0.3793
0.375
0.2083
0.2388
0.0513
0.516
0
0.5736
reg oper account
block of flats
0.5208
Mixed
No
5
1
5
1
-2,341
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
357,845
0
Cash loans
M
N
Y
0
135,000
76,410
8,356.5
67,500
Unaccompanied
Working
Incomplete higher
Single / not married
With parents
0.008866
-10,605
-2,693
-5,388
-2,687
7
1
1
0
1
0
0
Laborers
1
2
2
WEDNESDAY
13
0
0
0
0
0
0
Business Entity Type 2
0.356323
0.362743
0.368969
0.0711
0.0974
0.9836
0.7756
0
0
0.1724
0.1667
0.0417
0.1111
0.058
0.0738
0
0
0.0725
0.1011
0.9836
0.7844
0
0
0.1724
0.1667
0.0417
0.1136
0.0634
0.0769
0
0
0.0718
0.0974
0.9836
0.7786
0
0
0.1724
0.1667
0.0417
0.113
0.059
0.0751
0
0
org spec account
block of flats
0.0653
Stone, brick
No
6
0
6
0
-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
2
314,430
0
Cash loans
F
N
Y
0
180,000
747,000
38,268
747,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.026392
-22,734
365,243
-6,984
-4,334
7
1
0
0
1
0
0
Laborers
2
2
2
TUESDAY
9
0
0
0
0
0
0
XNA
0.356323
0.305211
0.669057
0.033
0
0.9697
0.8232
0
0
0.1034
0.125
0.2083
0
0.0504
0.0343
0
0.0387
0.0336
0
0.9697
0.8301
0
0
0.1034
0.125
0.2083
0
0.0551
0.0357
0
0.041
0.0333
0
0.9697
0.8256
0
0
0.1034
0.125
0.2083
0
0.0513
0.0349
0
0.0395
reg oper account
block of flats
0.0354
Stone, brick
No
13
3
13
0
-1,246
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
334,177
0
Cash loans
M
N
N
0
72,000
460,728
12,280.5
364,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019101
-19,112
-1,387
-9,583
-2,665
7
1
1
0
1
0
0
Drivers
2
2
2
SATURDAY
14
0
0
0
0
1
1
Government
0.524742
0.491709
0.522697
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
-4
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
352,091
0
Cash loans
F
Y
Y
0
67,500
95,940
9,616.5
90,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.019101
-13,858
-186
-7,788
-4,072
22
1
1
1
1
1
0
Laborers
2
2
2
MONDAY
9
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.571427
0.47585
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
-788
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
5
335,717
0
Cash loans
M
N
N
0
180,000
857,655
39,870
693,000
Spouse, partner
Working
Secondary / secondary special
Single / not married
With parents
0.02461
-11,216
-469
-5,159
-3,308
7
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.684723
0.754406
0.1567
0.1443
0.9771
0.6872
0.0653
0
0.3448
0.1667
0.2083
0.0882
0.1261
0.1482
0.0077
0.0077
0.1597
0.1497
0.9772
0.6994
0.0659
0
0.3448
0.1667
0.2083
0.0902
0.1377
0.1544
0.0078
0.0081
0.1582
0.1443
0.9771
0.6914
0.0657
0
0.3448
0.1667
0.2083
0.0897
0.1283
0.1508
0.0078
0.0079
reg oper account
block of flats
0.1522
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
215,464
0
Cash loans
F
N
Y
1
292,500
1,288,350
37,800
1,125,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.00823
-12,821
-2,832
-11,507
-1,111
7
1
1
0
1
0
0
Core staff
3
2
2
TUESDAY
17
0
0
0
1
1
0
Government
0.449936
0.499373
0.401407
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
-777
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
396,899
0
Cash loans
M
Y
Y
1
157,500
770,292
30,676.5
688,500
Family
Working
Higher education
Married
House / apartment
0.010147
-13,506
-105
-2,876
-4,402
19
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
17
0
0
0
0
0
0
Transport: type 4
0.356323
0.594327
0.427657
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
-428
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
160,385
0
Cash loans
F
N
Y
0
135,000
314,100
19,215
225,000
Unaccompanied
Working
Lower secondary
Civil marriage
With parents
0.020246
-8,858
-874
-5,845
-1,533
7
1
1
0
1
0
0
Sales staff
2
3
3
TUESDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.187516
0.219951
0.4171
0.068
0.0619
0.9767
0.6804
0.0081
0
0.1379
0.1667
0.2083
0.0735
0.0538
0.0333
0.0077
0.108
0.0693
0.0643
0.9767
0.6929
0.0082
0
0.1379
0.1667
0.2083
0.0752
0.0588
0.0347
0.0078
0.1144
0.0687
0.0619
0.9767
0.6847
0.0082
0
0.1379
0.1667
0.2083
0.0748
0.0547
0.0339
0.0078
0.1103
reg oper account
block of flats
0.0496
Stone, brick
No
0
0
0
0
-308
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
442,237
0
Cash loans
F
N
Y
0
135,000
521,280
35,392.5
450,000
Unaccompanied
State servant
Secondary / secondary special
Married
Rented apartment
0.009334
-18,905
-5,313
-2,253
-2,459
7
1
1
1
1
0
0
Laborers
2
2
2
THURSDAY
12
0
0
0
0
0
0
Other
0.356323
0.627254
0.45611
0.0062
0
0.9836
0.7756
0.0009
0
0.0345
0.0417
0.0417
0.0096
0.005
0.0058
0
0
0.0063
0
0.9836
0.7844
0.0009
0
0.0345
0.0417
0.0417
0.0098
0.0055
0.0061
0
0
0.0062
0
0.9836
0.7786
0.0009
0
0.0345
0.0417
0.0417
0.0098
0.0051
0.0059
0
0
reg oper account
block of flats
0.0046
Wooden
No
0
0
0
0
-1,473
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
269,133
0
Cash loans
M
N
N
0
135,000
67,500
7,632
67,500
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.00733
-16,021
-2,359
-6,294
-4,818
7
1
1
0
1
0
0
Managers
2
2
2
SATURDAY
16
0
0
0
0
1
1
Military
0.356323
0.605182
0.669057
0.1938
0.1025
0.9856
0.8028
0.0193
0
0.0345
0.1667
0.0417
0.0955
0.0504
0.0572
0
0.0016
0.1975
0.1063
0.9856
0.8105
0.0195
0
0.0345
0.1667
0.0417
0.0977
0.0551
0.0596
0
0.0017
0.1957
0.1025
0.9856
0.8054
0.0194
0
0.0345
0.1667
0.0417
0.0972
0.0513
0.0583
0
0.0016
reg oper account
block of flats
0.0585
Stone, brick
No
0
0
0
0
-4
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
216,537
0
Cash loans
F
N
Y
0
99,000
112,500
9,148.5
112,500
Family
Pensioner
Higher education
Separated
House / apartment
0.026392
-22,935
365,243
-12,982
-4,772
7
1
0
0
1
1
0
Laborers
1
2
2
MONDAY
18
0
0
0
0
0
0
XNA
0.763898
0.726084
0.684828
0.0082
0
0.9737
0.8232
0
0
0.0345
0.0417
0.2083
0
0.0504
0.0055
0
0
0.0084
0
0.9737
0.8301
0
0
0.0345
0.0417
0.2083
0
0.0551
0.0057
0
0
0.0083
0
0.9737
0.8256
0
0
0.0345
0.0417
0.2083
0
0.0513
0.0056
0
0
reg oper account
block of flats
0.0049
Stone, brick
Yes
5
2
5
1
-1,143
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
151,442
0
Cash loans
F
N
Y
0
121,500
1,006,920
38,484
900,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.01885
-21,522
365,243
-4,257
-4,992
7
1
0
0
1
0
0
Laborers
2
2
2
THURSDAY
10
0
0
0
0
0
0
XNA
0.885451
0.728184
0.723837
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
-1,300
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
302,122
0
Revolving loans
M
N
N
0
180,000
450,000
22,500
450,000
Unaccompanied
Working
Incomplete higher
Single / not married
Rented apartment
0.020713
-10,447
-1,771
-556
-566
7
1
1
0
1
0
0
Laborers
1
3
3
FRIDAY
6
0
0
0
1
1
0
Business Entity Type 3
0.220604
0.312784
0.728141
0.0247
0
0.9771
0.8232
0
0
0.069
0.0833
0.2083
0.0405
0.0504
0.0162
0
0
0.0252
0
0.9772
0.8301
0
0
0.069
0.0833
0.2083
0.0414
0.0551
0.0136
0
0
0.025
0
0.9771
0.8256
0
0
0.069
0.0833
0.2083
0.0412
0.0513
0.0165
0
0
reg oper account
block of flats
0.0153
Panel
No
0
0
0
0
-216
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
246,686
0
Cash loans
F
N
N
1
81,000
180,000
13,095
180,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.018634
-12,017
-3,163
-3,167
-3,180
7
1
1
0
1
0
0
High skill tech staff
3
2
2
WEDNESDAY
13
0
0
0
1
1
0
Trade: type 3
0.471705
0.685963
0.309275
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
-2,638
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
0
225,663
0
Cash loans
F
N
Y
0
189,000
781,920
25,969.5
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.031329
-16,297
-9,697
-8,359
-4,198
7
1
1
1
1
1
0
Core staff
2
2
2
WEDNESDAY
9
0
0
0
0
0
0
Kindergarten
0.677856
0.658163
0.493863
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
-1,791
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
371,218
0
Cash loans
M
N
N
0
112,500
254,700
30,357
225,000
Unaccompanied
Working
Higher education
Married
With parents
0.00496
-10,387
-1,653
-1,611
-865
7
1
1
0
1
0
0
Drivers
2
2
2
TUESDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.223819
0.557941
0.652897
0.1485
0.1136
0.9841
0.7824
0
0.16
0.1379
0.3333
0.0417
0.0252
0.1177
0.0907
0.0154
0.0086
0.1513
0.1179
0.9841
0.7909
0
0.1611
0.1379
0.3333
0.0417
0.0258
0.1286
0.0945
0.0156
0.0091
0.1499
0.1136
0.9841
0.7853
0
0.16
0.1379
0.3333
0.0417
0.0257
0.1197
0.0923
0.0155
0.0088
reg oper spec account
block of flats
0.1261
Panel
No
1
0
1
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
0
121,417
0
Cash loans
M
N
Y
0
189,000
299,250
8,023.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010032
-22,228
-2,937
-9,863
-4,303
7
1
1
1
1
1
0
Laborers
2
2
2
TUESDAY
5
0
0
0
0
0
0
Business Entity Type 2
0.356323
0.519552
0.691021
0.1338
0.1316
0.9821
0.7552
0.0483
0.05
0.2328
0.2188
0.0417
0
0.0836
0.0858
0.0019
0.0077
0.125
0.1193
0.9801
0.7387
0.0434
0
0.2759
0.1667
0.0417
0
0.0735
0.0473
0
0
0.1239
0.1354
0.9811
0.7451
0.0486
0
0.2414
0.1667
0.0417
0
0.0851
0.0797
0.0019
0.0005
reg oper account
block of flats
0.1634
Stone, brick
No
5
0
5
0
-980
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
3
204,579
0
Cash loans
F
N
Y
0
103,500
254,700
14,620.5
225,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.0105
-24,438
-864
-7,933
-4,166
7
1
1
0
1
0
0
Laborers
1
3
3
WEDNESDAY
11
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.26195
0.576209
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
-82
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
138,830
0
Cash loans
F
N
Y
0
247,500
1,024,290
30,078
855,000
Unaccompanied
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.035792
-21,677
365,243
-89
-4,291
7
1
0
0
1
0
0
Laborers
2
2
2
TUESDAY
10
0
0
0
0
0
0
XNA
0.826021
0.605558
0.367291
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
-692
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
5
175,632
1
Cash loans
F
N
N
0
112,500
380,533.5
15,219
328,500
Unaccompanied
State servant
Higher education
Widow
House / apartment
0.016612
-22,396
-9,477
-3,261
-686
7
1
1
0
1
0
0
Core staff
1
2
2
WEDNESDAY
14
0
0
0
0
0
0
Medicine
0.356323
0.605286
0.418854
0.1856
0.1012
0.995
0.8232
0
0.08
0.069
0.375
0.2083
0.0194
0.0504
0.1349
0
0.0017
0.1891
0.105
0.995
0.8301
0
0.0806
0.069
0.375
0.2083
0.0199
0.0551
0.1405
0
0.0018
0.1874
0.1012
0.995
0.8256
0
0.08
0.069
0.375
0.2083
0.0198
0.0513
0.1373
0
0.0018
reg oper account
block of flats
0.1295
Stone, brick
No
0
0
0
0
-560
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
425,563
0
Cash loans
F
N
N
0
225,000
315,000
24,885
315,000
Unaccompanied
Working
Higher education
Civil marriage
House / apartment
0.031329
-13,942
-5,201
-570
-4,771
7
1
1
1
1
0
0
Laborers
2
2
2
MONDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.778867
0.594248
0.298595
0.1887
0.0678
0.9985
0.9796
0.1024
0.24
0.1034
0.5833
0.4167
0.0323
0.1454
0.195
0.0386
0.049
0.1922
0.0703
0.9985
0.9804
0.1034
0.2417
0.1034
0.5833
0.4167
0.0331
0.1589
0.2032
0.0389
0.0518
0.1905
0.0678
0.9985
0.9799
0.1031
0.24
0.1034
0.5833
0.4167
0.0329
0.1479
0.1985
0.0388
0.05
reg oper account
block of flats
0.22
Monolithic
No
0
0
0
0
-166
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
229,502
0
Cash loans
M
N
N
1
157,500
521,280
27,292.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006207
-9,164
-1,581
-3,906
-1,071
7
1
1
1
1
0
0
Drivers
3
2
2
TUESDAY
16
1
1
1
1
1
1
Trade: type 3
0.356323
0.522341
0.10412
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
-528
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
122,775
0
Cash loans
F
Y
Y
0
315,000
1,132,573.5
40,810.5
927,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-21,032
-2,083
-5,067
-4,430
3
1
1
0
1
0
0
Medicine staff
2
2
2
THURSDAY
11
0
0
0
0
0
0
Medicine
0.684061
0.486983
0.524496
0.0619
0.0613
0.9861
0.8232
0
0
0.1379
0.1667
0.2083
0.0606
0.0504
0.0615
0
0
0.063
0.0636
0.9861
0.8301
0
0
0.1379
0.1667
0.2083
0.062
0.0551
0.064
0
0
0.0625
0.0613
0.9861
0.8256
0
0
0.1379
0.1667
0.2083
0.0617
0.0513
0.0626
0
0
reg oper account
block of flats
0.0632
Panel
No
1
0
1
0
-1,293
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
367,789
0
Cash loans
M
Y
Y
0
315,000
592,560
31,153.5
450,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
Office apartment
0.020246
-11,393
-3,792
-1,309
-4,032
2
1
1
0
1
0
0
Managers
1
3
3
TUESDAY
10
0
0
0
0
0
0
Military
0.289419
0.172725
0.515495
0.0825
0.1016
0.996
0.9456
0.052
0
0.0345
0.1667
0.2083
0.0144
0.0672
0.0486
0
0
0.084
0.1055
0.996
0.9477
0.0524
0
0.0345
0.1667
0.2083
0.0147
0.0735
0.0506
0
0
0.0833
0.1016
0.996
0.9463
0.0523
0
0.0345
0.1667
0.2083
0.0146
0.0684
0.0495
0
0
not specified
block of flats
0.0666
Panel
No
4
1
4
1
-1,046
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
258,532
0
Cash loans
M
Y
N
0
360,000
454,500
46,570.5
454,500
Unaccompanied
Commercial associate
Higher education
Married
Rented apartment
0.04622
-12,877
-1,293
-2,400
-2,578
5
1
1
0
1
0
0
Laborers
2
1
1
SATURDAY
9
1
1
0
1
1
0
Business Entity Type 3
0.293231
0.702874
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
-1,164
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
357,914
0
Revolving loans
M
Y
Y
0
450,000
900,000
45,000
900,000
Unaccompanied
Commercial associate
Higher education
Separated
House / apartment
0.028663
-20,553
-152
-10,486
-3,166
1
1
1
0
1
1
0
High skill tech staff
1
2
2
FRIDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.597844
0.614414
0.099
0.0354
0.9841
0.7824
0.0349
0.16
0.069
0.4583
0.5
0.0401
0.0807
0.0945
0
0.0084
0.1008
0.0367
0.9841
0.7909
0.0352
0.1611
0.069
0.4583
0.5
0.041
0.0882
0.0984
0
0.0089
0.0999
0.0354
0.9841
0.7853
0.0351
0.16
0.069
0.4583
0.5
0.0408
0.0821
0.0962
0
0.0086
reg oper account
block of flats
0.0952
Panel
No
0
0
0
0
-1,990
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
1
238,552
0
Cash loans
F
N
N
1
180,000
677,664
32,598
585,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020246
-12,703
-592
-1,960
-2,521
7
1
1
1
1
0
0
Sales staff
3
3
3
TUESDAY
6
0
0
0
0
0
0
Other
0.356323
0.742514
0.436506
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
-508
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
260,382
0
Cash loans
F
Y
Y
1
112,500
323,194.5
23,647.5
279,000
Children
Working
Secondary / secondary special
Married
House / apartment
0.031329
-11,801
-1,518
-3,135
-782
20
1
1
0
1
0
0
Sales staff
3
2
2
MONDAY
12
0
0
0
0
0
0
Self-employed
0.273236
0.663646
0.7463
0.0124
0.0082
0.9702
0.592
0.0067
0
0.069
0.0417
0.0417
0.0302
0.0101
0.0084
0
0
0.0126
0.0086
0.9702
0.608
0.0067
0
0.069
0.0417
0.0417
0.0309
0.011
0.0088
0
0
0.0125
0.0082
0.9702
0.5975
0.0067
0
0.069
0.0417
0.0417
0.0308
0.0103
0.0086
0
0
reg oper account
block of flats
0.0103
Stone, brick
Yes
3
1
3
0
-281
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
142,541
0
Cash loans
M
N
Y
0
247,500
886,176
34,488
765,000
Unaccompanied
Working
Incomplete higher
Married
With parents
0.016612
-11,774
-3,036
-4,161
-657
7
1
1
1
1
0
0
Laborers
2
2
2
SUNDAY
10
0
0
0
1
1
0
Construction
0.356323
0.600884
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
0
0
0
0
-428
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
284,580
0
Cash loans
F
N
N
0
81,000
135,000
7,321.5
135,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.030755
-23,551
365,243
-8,541
-2,543
7
1
0
0
1
1
0
Laborers
2
2
2
TUESDAY
11
0
0
0
0
0
0
XNA
0.356323
0.383092
0.365617
0.0186
0.0455
0.9886
0.8436
0
0
0.1034
0.0417
0.0833
0.0318
0.0151
0.0173
0
0
0.0189
0.0472
0.9886
0.8497
0
0
0.1034
0.0417
0.0833
0.0325
0.0165
0.0181
0
0
0.0187
0.0455
0.9886
0.8457
0
0
0.1034
0.0417
0.0833
0.0324
0.0154
0.0176
0
0
reg oper account
block of flats
0.015
Stone, brick
No
2
1
2
1
-208
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
245,770
0
Cash loans
F
N
Y
0
76,500
188,685
9,760.5
157,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.020246
-16,574
-1,230
-1,206
-3
7
1
1
0
1
0
0
Laborers
2
3
3
THURSDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.495148
0.378071
0.328063
0.0722
0.071
0.9791
0.8232
0
0
0.1379
0.1667
0.2083
0.024
0.0504
0.0655
0
0.0207
0.0735
0.0737
0.9791
0.8301
0
0
0.1379
0.1667
0.2083
0.0245
0.0551
0.0683
0
0.0219
0.0729
0.071
0.9791
0.8256
0
0
0.1379
0.1667
0.2083
0.0244
0.0513
0.0667
0
0.0211
reg oper account
block of flats
0.0572
Stone, brick
No
5
0
5
0
-837
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
237,841
0
Cash loans
M
Y
Y
1
90,000
472,500
35,455.5
472,500
Family
Commercial associate
Secondary / secondary special
Married
With parents
0.028663
-10,184
-120
-4,403
-2,861
1
1
1
0
1
0
0
Laborers
3
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.558798
0.672243
0.0588
0.0855
0.9762
0.6736
0.0071
0
0.1379
0.1667
0.2083
0.071
0.0471
0.0533
0.0039
0.05
0.0599
0.0888
0.9762
0.6864
0.0072
0
0.1379
0.1667
0.2083
0.0726
0.0514
0.0555
0.0039
0.0529
0.0593
0.0855
0.9762
0.678
0.0071
0
0.1379
0.1667
0.2083
0.0723
0.0479
0.0542
0.0039
0.051
reg oper account
block of flats
0.0567
Stone, brick
No
4
0
4
0
-1,826
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
186,669
1
Cash loans
F
N
N
0
81,000
479,799
23,080.5
400,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.018029
-20,430
365,243
-10,788
-3,963
7
1
0
0
1
0
0
Laborers
2
3
3
MONDAY
7
0
0
0
0
0
0
XNA
0.349359
0.538163
0.501075
0.0206
0.0079
0.9737
0.8232
0
0
0.069
0.0417
0.2083
0.0158
0.0504
0.013
0
0
0.021
0.0082
0.9737
0.8301
0
0
0.069
0.0417
0.2083
0.0161
0.0551
0.0135
0
0
0.0208
0.0079
0.9737
0.8256
0
0
0.069
0.0417
0.2083
0.0161
0.0513
0.0132
0
0
reg oper account
block of flats
0.0113
Wooden
Yes
1
0
1
0
-1,512
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
208,741
0
Cash loans
M
Y
Y
1
81,000
180,000
10,462.5
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-14,912
-7,883
-3,324
-4,534
8
1
1
1
1
1
0
Drivers
3
2
2
TUESDAY
9
0
0
0
0
0
0
Government
0.404876
0.5001
0.692559
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
-1,954
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
415,464
0
Revolving loans
M
N
Y
0
135,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.010147
-8,431
-784
-8,254
-833
7
1
1
0
1
1
0
Laborers
1
2
2
SATURDAY
17
0
0
0
0
0
0
Insurance
0.356323
0.691481
0.474051
0.1649
0.9132
0.9886
0.8436
0.0331
0.16
0.1379
0.375
0.4167
0.1278
0.1345
0.1705
0
0.0833
0.1681
0.9476
0.9886
0.8497
0.0334
0.1611
0.1379
0.375
0.4167
0.1307
0.1469
0.1776
0
0.0882
0.1665
0.9132
0.9886
0.8457
0.0333
0.16
0.1379
0.375
0.4167
0.13
0.1368
0.1735
0
0.085
reg oper account
block of flats
0.157
Panel
No
0
0
0
0
-247
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
169,032
0
Cash loans
M
N
Y
0
315,000
1,160,059.5
41,796
949,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.014464
-19,435
-5,067
-7,125
-2,981
7
1
1
0
1
0
0
Managers
1
2
2
WEDNESDAY
8
0
0
0
0
0
0
Self-employed
0.121706
0.621613
0.7463
0.0928
0.101
0.9791
0.7144
0.0132
0
0.2069
0.1667
0.2083
0.0686
0.0756
0.0873
0
0.0036
0.0945
0.1048
0.9791
0.7256
0.0133
0
0.2069
0.1667
0.2083
0.0701
0.0826
0.091
0
0.0038
0.0937
0.101
0.9791
0.7182
0.0133
0
0.2069
0.1667
0.2083
0.0698
0.077
0.0889
0
0.0036
reg oper spec account
block of flats
0.0686
Panel
No
0
0
0
0
-289
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
108,060
0
Cash loans
F
N
N
1
225,000
1,080,000
31,707
1,080,000
Family
Working
Higher education
Single / not married
With parents
0.035792
-11,718
-1,503
-1,621
-4,109
7
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
16
1
0
1
1
1
1
Business Entity Type 3
0.354913
0.677456
0.58674
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
4
0
4
0
-1,226
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
267,905
0
Cash loans
F
N
Y
0
112,500
971,316
51,880.5
918,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.018029
-22,885
365,243
-10,667
-4,618
7
1
0
0
1
0
0
Laborers
2
3
2
THURSDAY
9
0
0
0
0
0
0
XNA
0.356323
0.643309
0.7463
0.0825
0.0657
0.9762
0.6736
0.0286
0
0.1379
0.1667
0.2083
0.0495
0.0672
0.0707
0
0
0.084
0.0682
0.9762
0.6864
0.0289
0
0.1379
0.1667
0.2083
0.0507
0.0735
0.0737
0
0
0.0833
0.0657
0.9762
0.678
0.0288
0
0.1379
0.1667
0.2083
0.0504
0.0684
0.072
0
0
reg oper account
block of flats
0.0713
Panel
No
3
0
3
0
-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
0
266,346
0
Revolving loans
F
N
Y
0
130,500
270,000
13,500
270,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018029
-23,098
-6,842
-3,253
-4,624
7
1
1
0
1
0
0
Laborers
2
3
3
SUNDAY
8
0
0
0
0
0
0
School
0.356323
0.087199
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
-815
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
5
346,467
0
Cash loans
F
Y
N
0
216,000
1,223,010
47,983.5
1,125,000
Unaccompanied
State servant
Secondary / secondary special
Civil marriage
House / apartment
0.04622
-15,906
-1,540
-8,409
-4,774
2
1
1
1
1
0
0
Managers
2
1
1
WEDNESDAY
13
0
1
1
0
1
1
Military
0.594609
0.683736
0.604113
0.2938
0.1702
0.9856
0.8232
0
0.48
0.2069
0.4583
0.2083
0.035
0.0504
0.2748
0
0.0008
0.2994
0.1766
0.9856
0.8301
0
0.4834
0.2069
0.4583
0.2083
0.0358
0.0551
0.2863
0
0.0008
0.2967
0.1702
0.9856
0.8256
0
0.48
0.2069
0.4583
0.2083
0.0356
0.0513
0.2798
0
0.0008
reg oper account
block of flats
0.2545
Panel
No
0
0
0
0
-3,526
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
281,725
0
Cash loans
F
N
N
1
180,000
364,896
26,077.5
315,000
Family
Working
Secondary / secondary special
Separated
House / apartment
0.019101
-15,204
-1,160
-6,908
-3,821
7
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.285898
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
187,219
0
Cash loans
M
Y
Y
0
270,000
451,804.5
30,321
369,000
Spouse, partner
Pensioner
Secondary / secondary special
Married
House / apartment
0.006207
-22,587
365,243
-5,875
-4,206
13
1
0
0
1
0
1
Laborers
2
2
2
FRIDAY
10
0
0
0
0
0
0
XNA
0.356323
0.62895
0.7463
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
7
0
7
0
-1,064
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
204,869
0
Revolving loans
M
N
Y
1
270,000
337,500
16,875
337,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.00823
-13,706
-1,339
-485
-4,780
7
1
1
0
1
0
0
High skill tech staff
3
2
2
THURSDAY
19
0
0
0
0
0
0
Other
0.520627
0.586262
0.576209
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
-643
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
270,707
0
Cash loans
F
N
N
0
126,000
855,882
36,261
765,000
Unaccompanied
State servant
Secondary / secondary special
Separated
House / apartment
0.04622
-20,934
-2,757
-10,747
-4,468
7
1
1
1
1
1
0
Waiters/barmen staff
1
1
1
SATURDAY
13
0
0
0
0
1
1
Government
0.356323
0.71043
0.701696
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
-1,918
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