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
109,615
0
Cash loans
F
Y
Y
0
229,500
1,404,013.5
53,478
1,291,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.020713
-18,409
-9,154
-7,216
-1,913
0
1
1
0
1
0
0
Core staff
1
3
1
WEDNESDAY
13
0
0
0
0
0
0
Kindergarten
0.356323
0.533442
0.556727
0.0732
0
0.9836
0.8232
0
0.08
0.069
0.3333
0.2083
0.0222
0.0504
0.0707
0
0.0037
0.0746
0
0.9836
0.8301
0
0.0806
0.069
0.3333
0.2083
0.0227
0.0551
0.0736
0
0.0039
0.0739
0
0.9836
0.8256
0
0.08
0.069
0.3333
0.2083
0.0226
0.0513
0.0719
0
0.0037
reg oper account
block of flats
0.0564
Panel
No
0
0
0
0
-648
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
343,734
0
Cash loans
M
N
N
0
157,500
1,350,000
51,421.5
1,350,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018801
-21,725
-3,375
-146
-4,815
7
1
1
1
1
0
0
Drivers
2
2
2
THURSDAY
13
0
0
0
0
1
1
Other
0.653392
0.709561
0.602386
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
-2,932
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
222,944
0
Cash loans
M
N
N
0
180,000
573,628.5
22,747.5
463,500
Unaccompanied
State servant
Secondary / secondary special
Single / not married
House / apartment
0.02461
-15,145
-6,654
-8,202
-3,975
7
1
1
0
1
0
1
Managers
1
2
2
WEDNESDAY
15
0
0
0
0
0
0
Security Ministries
0.402765
0.587767
0.704706
0.0753
0.042
0.9846
0.7892
0
0.08
0.069
0.3333
0.0417
0.0473
0.0605
0.0728
0.0039
0.0047
0.0767
0.0436
0.9846
0.7975
0
0.0806
0.069
0.3333
0.0417
0.0484
0.0661
0.0759
0.0039
0.005
0.076
0.042
0.9846
0.792
0
0.08
0.069
0.3333
0.0417
0.0482
0.0616
0.0741
0.0039
0.0048
reg oper account
block of flats
0.075
Panel
No
0
0
0
0
-1,490
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
220,760
0
Cash loans
F
N
Y
0
180,000
971,280
49,468.5
900,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008474
-17,754
-3,547
-10,351
-1,300
7
1
1
0
1
0
0
Laborers
2
2
2
SUNDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.074268
0.7463
0.1258
0.1018
0.9781
0.7008
0.0154
0
0.2759
0.1667
0.0417
0.0475
0.1025
0.0827
0
0
0.1282
0.1057
0.9782
0.7125
0.0155
0
0.2759
0.1667
0.0417
0.0486
0.112
0.0862
0
0
0.127
0.1018
0.9781
0.7048
0.0154
0
0.2759
0.1667
0.0417
0.0483
0.1043
0.0842
0
0
reg oper account
block of flats
0.0942
Panel
No
0
0
0
0
-620
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
388,474
0
Cash loans
F
N
Y
0
180,000
715,095
53,595
675,000
Unaccompanied
State servant
Secondary / secondary special
Civil marriage
House / apartment
0.032561
-17,842
-1,354
-5,738
-1,332
7
1
1
0
1
0
0
Medicine staff
2
1
1
WEDNESDAY
18
0
0
0
0
0
0
Medicine
0.356323
0.582491
0.698668
0.1426
0.1024
0.9752
0.66
0.0171
0.0912
0.2017
0.1904
0.2321
0.1011
0.1137
0.1219
0.0116
0.0067
0.105
0.0774
0.9752
0.6733
0.0109
0
0.1724
0.1667
0.2083
0.0755
0.0918
0.0924
0
0
0.1062
0.0745
0.9752
0.6645
0.0108
0
0.1724
0.1667
0.2083
0.0899
0.0855
0.0913
0.0078
0.0058
reg oper account
block of flats
0.1626
Panel
No
4
1
4
0
-495
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
313,624
0
Cash loans
M
Y
N
0
180,000
239,850
25,578
225,000
Other_B
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.030755
-11,202
-3,298
-907
-3,280
32
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
15
0
0
0
1
0
1
Business Entity Type 3
0.170955
0.228702
0.472253
0.2361
0.1974
0.9762
0.6736
0.0892
0
0.4828
0.1667
0.0417
0.066
0.1916
0.2053
0.0039
0.0049
0.2405
0.2049
0.9762
0.6864
0.09
0
0.4828
0.1667
0.0417
0.0675
0.2094
0.2139
0.0039
0.0052
0.2384
0.1974
0.9762
0.678
0.0898
0
0.4828
0.1667
0.0417
0.0671
0.195
0.209
0.0039
0.005
reg oper account
block of flats
0.2145
Panel
No
0
0
0
0
-34
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
118,196
0
Revolving loans
F
N
N
0
157,500
247,500
12,375
247,500
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.019101
-21,074
365,243
-9,732
-4,610
7
1
0
0
1
0
0
Laborers
1
2
2
THURSDAY
18
0
0
0
0
0
0
XNA
0.356323
0.758679
0.194068
0.1227
0.1468
0.9866
0.8164
0.0715
0
0.2069
0.1667
0.0417
0.1357
0.1
0.1277
0
0
0.125
0.1524
0.9866
0.8236
0.0722
0
0.2069
0.1667
0.0417
0.1388
0.1093
0.1331
0
0
0.1239
0.1468
0.9866
0.8189
0.072
0
0.2069
0.1667
0.0417
0.138
0.1018
0.13
0
0
reg oper account
block of flats
0.1395
Panel
No
5
3
5
3
-1,534
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
2
282,171
0
Cash loans
M
Y
Y
0
270,000
983,160
60,277.5
900,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.031329
-21,178
365,243
-7,560
-4,697
5
1
0
0
1
0
1
Laborers
2
2
2
FRIDAY
14
0
0
0
0
0
0
XNA
0.805428
0.780939
0.631355
0.0216
0
0.9687
0.5716
0
0
0.1379
0.0833
0.125
0
0.0177
0.0304
0
0.0459
0.0221
0
0.9687
0.5884
0
0
0.1379
0.0833
0.125
0
0.0193
0.0317
0
0.0486
0.0219
0
0.9687
0.5773
0
0
0.1379
0.0833
0.125
0
0.018
0.0309
0
0.0469
reg oper account
block of flats
0.0437
Stone, brick
No
3
1
3
1
-676
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
1
216,613
1
Cash loans
M
N
N
0
180,000
314,055
11,767.5
238,500
Spouse, partner
Commercial associate
Incomplete higher
Married
House / apartment
0.0228
-18,931
-4,871
-245
-482
7
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
9
0
0
0
0
0
0
Business Entity Type 1
0.356323
0.524556
0.744932
0.0536
0.036
0.9801
0.728
0.0213
0.04
0.0345
0.3333
0.0417
0.0842
0.0437
0.0448
0
0
0.0546
0.0374
0.9801
0.7387
0.0214
0.0403
0.0345
0.3333
0.0417
0.0861
0.0478
0.0467
0
0
0.0541
0.036
0.9801
0.7316
0.0214
0.04
0.0345
0.3333
0.0417
0.0857
0.0445
0.0456
0
0
reg oper account
block of flats
0.0469
Stone, brick
No
0
0
0
0
-150
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
114,933
0
Cash loans
M
Y
N
0
202,500
900,693
29,898
684,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.010147
-23,510
365,243
-3,242
-4,250
6
1
0
0
1
1
0
Laborers
2
2
2
SATURDAY
14
0
0
0
0
0
0
XNA
0.356323
0.347134
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
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
246,769
1
Cash loans
M
N
Y
1
315,000
1,024,290
33,174
855,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-14,258
-820
-8,366
-4,033
7
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
9
0
0
0
0
1
1
Industry: type 7
0.356323
0.099235
0.15664
0.0722
0.0717
0.9836
0.7756
0
0
0.1379
0.1667
0.0417
0.0154
0.0588
0.0581
0
0
0.0735
0.0744
0.9836
0.7844
0
0
0.1379
0.1667
0.0417
0.0158
0.0643
0.0605
0
0
0.0729
0.0717
0.9836
0.7786
0
0
0.1379
0.1667
0.0417
0.0157
0.0599
0.0591
0
0
org spec account
block of flats
0.0457
Panel
No
0
0
0
0
-1,594
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
5
189,389
0
Cash loans
M
N
Y
1
157,500
349,258.5
14,355
301,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.007274
-12,740
-1,333
-3
-2,249
7
1
1
0
1
1
0
Laborers
3
2
2
SATURDAY
12
1
1
0
1
1
1
Trade: type 2
0.230851
0.692981
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
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
6
180,774
0
Revolving loans
M
Y
Y
0
135,000
180,000
9,000
180,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.008068
-20,381
-3,068
-140
-3,804
12
1
1
0
1
0
0
Drivers
2
3
3
MONDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.224627
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
-319
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
6
331,617
0
Cash loans
F
Y
N
0
270,000
1,575,000
43,443
1,575,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.011703
-11,398
-2,637
-5,019
-1,539
3
1
1
0
1
0
1
Core staff
2
2
2
WEDNESDAY
18
0
0
0
0
0
0
Government
0.502341
0.629904
0.627991
0.1041
0
0.9786
0.7076
0.0115
0
0.2069
0.1667
0.2083
0.0812
0.0841
0.0908
0.0039
0.0074
0.1061
0
0.9786
0.719
0.0117
0
0.2069
0.1667
0.2083
0.083
0.0918
0.0946
0.0039
0.0078
0.1051
0
0.9786
0.7115
0.0116
0
0.2069
0.1667
0.2083
0.0826
0.0855
0.0924
0.0039
0.0076
not specified
block of flats
0.0731
Panel
No
1
0
1
0
-230
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
238,680
0
Cash loans
F
N
N
3
135,000
263,844
16,074
189,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
Municipal apartment
0.008068
-13,454
-1,459
-6,978
-4,280
7
1
1
0
1
0
0
Core staff
5
3
3
TUESDAY
6
0
0
0
0
0
0
Government
0.356323
0.025098
0.447179
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
-494
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
447,524
0
Cash loans
M
Y
N
0
202,500
2,013,840
53,253
1,800,000
Group of people
Working
Secondary / secondary special
Married
House / apartment
0.010147
-16,605
-2,022
-3,985
-85
6
1
1
0
1
0
0
Drivers
2
2
2
TUESDAY
15
0
0
0
0
1
1
Self-employed
0.643281
0.087028
0.551381
0.0825
0
0.9742
0.8232
0
0
0.1379
0
0.2083
0
0.0504
0
0
0
0.084
0
0.9742
0.8301
0
0
0.1379
0
0.2083
0
0.0551
0
0
0
0.0833
0
0.9742
0.8256
0
0
0.1379
0
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0.0031
Mixed
Yes
1
0
1
0
-2
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
400,034
0
Cash loans
M
Y
N
1
225,000
1,113,840
47,322
900,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.007114
-11,183
-816
-992
-3,736
9
1
1
0
1
0
0
High skill tech staff
3
2
2
TUESDAY
14
0
0
0
0
0
0
Industry: type 9
0.356323
0.125408
0.614414
0.0082
0
0.9667
0.8232
0
0
0.0345
0.0417
0.2083
0
0.0504
0.0053
0
0
0.0084
0
0.9667
0.8301
0
0
0.0345
0.0417
0.2083
0
0.0551
0.0056
0
0
0.0083
0
0.9667
0.8256
0
0
0.0345
0.0417
0.2083
0
0.0513
0.0054
0
0
reg oper account
block of flats
0.0074
Wooden
No
2
1
2
1
-1,429
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
206,630
0
Cash loans
F
N
Y
0
157,500
284,400
19,134
225,000
Group of people
Commercial associate
Secondary / secondary special
Married
House / apartment
0.016612
-14,700
-6,231
-5,645
-361
7
1
1
0
1
0
0
Managers
2
2
2
SUNDAY
13
0
0
0
0
1
1
Self-employed
0.708253
0.617035
0.247191
0.1887
0
0.9747
0.6532
0.0104
0
0.0345
0.1667
0.2083
0.0674
0.1538
0.0901
0
0
0.1922
0
0.9747
0.6668
0.0105
0
0.0345
0.1667
0.2083
0.0689
0.168
0.0939
0
0
0.1905
0
0.9747
0.6578
0.0105
0
0.0345
0.1667
0.2083
0.0685
0.1565
0.0917
0
0
reg oper account
block of flats
0.0766
Stone, brick
No
0
0
0
0
-1,631
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
156,471
0
Cash loans
M
N
Y
0
45,000
284,400
10,849.5
225,000
Unaccompanied
Pensioner
Higher education
Single / not married
House / apartment
0.018029
-15,319
365,243
-4,886
-4,920
7
1
0
0
1
0
0
Laborers
1
3
3
TUESDAY
8
0
0
0
0
0
0
XNA
0.356323
0.646898
0.670652
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
-1,887
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
234,620
0
Cash loans
F
N
Y
0
112,500
808,650
23,773.5
675,000
Unaccompanied
Pensioner
Higher education
Separated
House / apartment
0.018209
-21,229
365,243
-5,251
-4,609
7
1
0
0
1
0
0
Laborers
1
3
3
FRIDAY
11
0
0
0
0
0
0
XNA
0.741307
0.468521
0.397946
0.0423
0.0691
0.9781
0.7008
0.0281
0
0.069
0.1667
0.0417
0.0155
0.0277
0.0505
0.0309
0.0302
0.0431
0.0717
0.9782
0.7125
0.0283
0
0.069
0.1667
0.0417
0.0158
0.0303
0.0526
0.0311
0.032
0.0427
0.0691
0.9781
0.7048
0.0283
0
0.069
0.1667
0.0417
0.0157
0.0282
0.0514
0.0311
0.0308
reg oper spec account
block of flats
0.0617
Stone, brick
No
6
3
6
3
-863
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
244,380
0
Cash loans
M
Y
Y
0
135,000
675,000
27,229.5
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.01452
-11,327
-398
-428
-984
20
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
6
0
0
0
0
0
0
Advertising
0.203122
0.655422
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
-261
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
430,440
0
Cash loans
M
Y
Y
0
112,500
135,000
10,953
135,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.035792
-10,460
-510
-2,984
-957
25
1
1
0
1
1
0
Laborers
1
2
2
FRIDAY
15
0
0
0
1
1
1
Business Entity Type 3
0.456764
0.719273
0.528093
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
-371
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
330,383
0
Cash loans
F
N
Y
0
54,000
168,102
9,778.5
148,500
Family
Pensioner
Secondary / secondary special
Widow
House / apartment
0.030755
-23,377
365,243
-123
-4,539
7
1
0
0
1
0
0
Laborers
1
2
2
SATURDAY
14
0
0
0
0
0
0
XNA
0.356323
0.581342
0.7463
0.0412
0.0314
0.9975
0.966
0.0141
0
0.069
0.1667
0.2083
0.0252
0.0336
0.0294
0
0
0.042
0.0326
0.9975
0.9673
0.0143
0
0.069
0.1667
0.2083
0.0258
0.0367
0.0307
0
0
0.0416
0.0314
0.9975
0.9665
0.0142
0
0.069
0.1667
0.2083
0.0256
0.0342
0.03
0
0
reg oper account
block of flats
0.0309
Stone, brick
No
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
174,745
0
Cash loans
M
N
Y
0
112,500
254,700
26,874
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.04622
-9,875
-1,797
-4,243
-1,822
7
1
1
1
1
0
0
Low-skill Laborers
1
1
1
SATURDAY
10
0
0
0
0
1
1
Business Entity Type 3
0.413739
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
-671
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
129,609
0
Cash loans
M
Y
Y
0
135,000
675,000
28,507.5
675,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-16,488
-2,227
-1,853
-41
27
1
1
1
1
1
0
Low-skill Laborers
2
2
2
TUESDAY
10
0
0
0
0
1
1
Self-employed
0.356323
0.611818
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
-341
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
281,562
0
Cash loans
F
Y
N
1
90,000
454,500
13,419
454,500
Unaccompanied
State servant
Secondary / secondary special
Married
Office apartment
0.035792
-18,698
-5,472
-5,137
-2,260
10
1
1
1
1
0
0
Medicine staff
3
2
2
SATURDAY
11
0
0
0
0
0
0
Government
0.383288
0.70281
0.641368
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
-1,311
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
387,285
0
Revolving loans
F
N
Y
0
135,000
337,500
16,875
337,500
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.032561
-8,320
-783
-3,484
-980
7
1
1
0
1
0
0
Accountants
1
1
1
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.265231
0.374021
0.0938
0
0.9339
0.0956
0.0292
0.24
0.2414
0.25
0.2917
0.0341
0.0681
0.1497
0.0386
0.0341
0.0956
0
0.934
0.131
0.0294
0.2417
0.2414
0.25
0.2917
0.0348
0.0744
0.156
0.0389
0.0361
0.0947
0
0.9339
0.1077
0.0293
0.24
0.2414
0.25
0.2917
0.0347
0.0693
0.1524
0.0388
0.0349
not specified
block of flats
0.1411
Stone, brick
No
0
0
0
0
-225
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
306,375
0
Cash loans
F
N
Y
0
157,500
840,996
24,718.5
702,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006296
-16,524
-2,073
-2,122
-77
7
1
1
0
1
0
0
Sales staff
2
3
3
FRIDAY
14
0
0
0
0
1
1
Other
0.356323
0.132028
0.372334
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
-1,060
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
8
145,301
0
Cash loans
F
N
Y
0
225,000
295,776
19,030.5
234,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.010032
-16,353
-388
-5,961
-4,529
7
1
1
0
1
0
1
Cleaning staff
1
2
2
FRIDAY
9
0
0
0
0
0
0
Insurance
0.356323
0.561966
0.345785
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-2,548
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
427,194
1
Cash loans
F
Y
Y
1
450,000
358,443
13,639.5
252,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.030755
-13,420
-4,308
-7,510
-4,049
10
1
1
0
1
0
0
Medicine staff
3
2
2
MONDAY
11
0
0
0
0
0
0
Medicine
0.356323
0.675532
0.243186
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
3
0
3
0
-2,746
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
3
163,734
0
Cash loans
F
N
Y
0
292,500
544,491
17,694
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-18,198
-398
-4,121
-1,577
7
1
1
0
1
0
0
Sales staff
2
2
2
THURSDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.649332
0.202087
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-2,626
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
200,658
1
Cash loans
M
Y
Y
2
189,000
675,000
53,329.5
675,000
Unaccompanied
Working
Higher education
Married
Office apartment
0.028663
-14,174
-898
-919
-4,968
5
1
1
0
1
0
0
Drivers
4
2
2
WEDNESDAY
13
0
0
0
0
1
1
Government
0.660791
0.585206
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
16
2
16
2
-1,761
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
441,988
0
Cash loans
F
N
Y
0
126,000
180,000
14,265
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-19,404
-3,975
-9,007
-2,956
7
1
1
0
1
0
0
Cleaning staff
2
2
2
SATURDAY
8
0
0
0
0
0
0
Kindergarten
0.356323
0.528045
0.194068
0.1485
0.0726
0.9871
0.8232
0.0237
0.04
0.0345
0.3333
0.0417
0.0164
0.121
0.045
0
0
0.1513
0.0754
0.9871
0.8301
0.024
0.0403
0.0345
0.3333
0.0417
0.0168
0.1322
0.0469
0
0
0.1499
0.0726
0.9871
0.8256
0.0239
0.04
0.0345
0.3333
0.0417
0.0167
0.1231
0.0458
0
0
reg oper account
block of flats
1
Stone, brick
No
0
0
0
0
-283
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
377,029
0
Cash loans
M
Y
Y
1
135,000
143,910
15,241.5
135,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.005084
-17,295
-3,158
-4,383
-823
3
1
1
1
1
0
0
Laborers
3
2
2
TUESDAY
14
0
0
0
0
1
1
Self-employed
0.356323
0.683106
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
-1,269
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
6
241,584
0
Cash loans
F
N
N
0
45,000
119,925
12,415.5
112,500
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.01885
-18,549
-3,369
-1,792
-2,041
7
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
15
0
0
0
0
0
0
Other
0.356323
0.592089
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
158,066
0
Cash loans
F
Y
Y
0
135,000
1,113,399
47,304
945,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.011657
-22,875
365,243
-9,737
-4,769
12
1
0
0
1
0
0
Laborers
2
1
1
WEDNESDAY
18
0
0
0
0
0
0
XNA
0.356323
0.638901
0.840667
0.0825
0
0.9866
0.8164
0
0
0.1034
0.1667
0.0417
0
0.0504
0.0487
0
0
0.084
0
0.9866
0.8236
0
0
0.1034
0.1667
0.0417
0
0.0551
0.0508
0
0
0.0833
0
0.9866
0.8189
0
0
0.1034
0.1667
0.0417
0
0.0513
0.0496
0
0
reg oper spec account
block of flats
0.0383
Panel
No
0
0
0
0
-611
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
367,393
1
Cash loans
M
N
N
0
90,000
292,500
15,997.5
292,500
Group of people
Commercial associate
Secondary / secondary special
Single / not married
With parents
0.01452
-8,687
-1,163
-6,322
-1,356
7
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
12
0
0
0
0
1
1
Business Entity Type 1
0.16869
0.220612
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
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
332,568
0
Cash loans
F
N
Y
3
112,500
729,792
31,050
630,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.035792
-16,671
-2,575
-1,726
-218
7
1
1
0
1
0
0
Managers
5
2
2
FRIDAY
16
0
0
0
0
0
0
Self-employed
0.356323
0.558858
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
-544
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
419,666
0
Cash loans
M
Y
N
1
180,000
263,686.5
25,686
238,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006305
-17,102
-8,347
-3,301
-649
64
1
1
0
1
0
0
Laborers
3
3
3
SATURDAY
6
0
0
0
0
1
1
Transport: type 2
0.356323
0.343619
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
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
115,849
0
Revolving loans
F
N
N
1
63,000
247,500
12,375
247,500
Unaccompanied
State servant
Incomplete higher
Married
House / apartment
0.035792
-15,854
-5,733
-2,846
-3,967
7
1
1
0
1
0
0
Core staff
3
2
2
TUESDAY
11
0
0
0
0
0
0
Medicine
0.356323
0.717734
0.605836
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
-1,751
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
199,666
0
Cash loans
M
N
Y
1
202,500
751,500
40,167
751,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.008625
-15,075
-1,597
-5,572
-2,809
7
1
1
1
1
1
0
Laborers
3
2
2
MONDAY
10
0
1
1
0
1
1
Construction
0.356323
0.393438
0.798137
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
-1,903
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
332,236
0
Cash loans
F
N
Y
0
81,000
755,190
32,125.5
675,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.015221
-22,644
365,243
-12,041
-4,555
7
1
0
0
1
0
0
Laborers
2
2
2
MONDAY
13
0
0
0
0
0
0
XNA
0.356323
0.591931
0.791075
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
-2,254
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
382,183
0
Cash loans
F
N
N
0
81,000
675,000
19,737
675,000
Family
Working
Secondary / secondary special
Widow
Municipal apartment
0.02461
-17,936
-5,321
-7,530
-1,485
7
1
1
0
1
1
0
Cleaning staff
1
2
2
TUESDAY
16
0
0
0
0
0
0
School
0.356323
0.63078
0.590233
0.0619
0.0955
0.9727
0.626
0.0699
0
0.1379
0.1667
0.2083
0.0645
0.0504
0.0729
0
0
0.063
0.0991
0.9727
0.6406
0.0706
0
0.1379
0.1667
0.2083
0.0659
0.0551
0.076
0
0
0.0625
0.0955
0.9727
0.631
0.0704
0
0.1379
0.1667
0.2083
0.0656
0.0513
0.0742
0
0
reg oper account
block of flats
0.0956
Stone, brick
No
7
0
7
0
-1,515
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
252,796
0
Cash loans
M
Y
Y
2
405,000
497,520
52,920
450,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.00702
-13,057
-5,848
-1,008
-4,591
1
1
1
0
1
1
1
Core staff
4
2
2
TUESDAY
10
0
0
0
0
0
0
Military
0.218816
0.76107
0.360613
0.1299
0
0.997
0.8232
0
0.22
0.1897
0.3333
0.2083
0
0.0504
0.1481
0
0
0.1134
0
0.9965
0.8301
0
0.2014
0.1724
0.3333
0.2083
0
0.0551
0.1415
0
0
0.1312
0
0.997
0.8256
0
0.22
0.1897
0.3333
0.2083
0
0.0513
0.1507
0
0
reg oper account
block of flats
0.1068
Block
No
0
0
0
0
-171
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
1
300,586
0
Cash loans
F
Y
Y
2
144,000
1,800,000
62,698.5
1,800,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.005144
-14,291
-532
-198
-5,026
16
1
1
0
1
0
1
Accountants
4
2
2
FRIDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.61056
0.548217
0.235311
0.1866
0.1338
0.9861
0.8096
0.0395
0.2
0.1724
0.3333
0.375
0.0232
0.1513
0.1883
0.0039
0.0011
0.1901
0.1389
0.9861
0.8171
0.0399
0.2014
0.1724
0.3333
0.375
0.0238
0.1653
0.1962
0.0039
0.0012
0.1884
0.1338
0.9861
0.8121
0.0398
0.2
0.1724
0.3333
0.375
0.0236
0.1539
0.1917
0.0039
0.0012
reg oper account
block of flats
0.17
Panel
No
1
0
1
0
-1,729
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
332,094
0
Cash loans
F
N
Y
0
121,500
283,500
19,858.5
283,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.015221
-18,573
-4,408
-9,940
-2,120
7
1
1
0
1
0
0
Managers
2
2
2
TUESDAY
9
0
0
0
0
0
0
Kindergarten
0.356323
0.618569
0.301625
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,843
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
390,535
0
Cash loans
F
N
N
1
135,000
900,000
35,028
900,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.01885
-10,383
-2,340
-10,359
-1,450
7
1
1
1
1
1
0
Core staff
2
2
2
FRIDAY
12
0
0
0
0
0
0
Self-employed
0.794377
0.76744
0.652897
0.0835
0.0897
0.9856
0.8028
0.0117
0.24
0.2069
0.1667
0.2083
0.0289
0.0681
0.0769
0.0039
0.0097
0.0851
0.0931
0.9856
0.8105
0.0118
0.2417
0.2069
0.1667
0.2083
0.0296
0.0744
0.0802
0.0039
0.0103
0.0843
0.0897
0.9856
0.8054
0.0117
0.24
0.2069
0.1667
0.2083
0.0295
0.0693
0.0783
0.0039
0.0099
reg oper account
block of flats
0.069
Panel
No
0
0
0
0
-2,420
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
216,661
0
Cash loans
F
N
Y
0
202,500
407,745
48,519
382,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.00733
-12,602
-2,017
-6,657
-583
7
1
1
0
1
0
1
Sales staff
2
2
2
FRIDAY
15
0
0
0
0
0
0
Self-employed
0.42145
0.602283
0.3791
0.0753
0.0835
0.9811
0.8232
0
0
0.1379
0.1667
0.2083
0.1186
0.0504
0.0472
0
0.0129
0.0735
0.0866
0.9806
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0.0467
0
0
0.076
0.0835
0.9811
0.8256
0
0
0.1379
0.1667
0.2083
0.1207
0.0513
0.0481
0
0.0131
reg oper account
block of flats
0.0528
Stone, brick
No
0
0
0
0
-246
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
1
430,063
0
Revolving loans
F
Y
Y
0
225,000
135,000
6,750
135,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.030755
-17,603
-2,109
-3,970
-758
11
1
1
0
1
0
0
Managers
2
2
2
WEDNESDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.749909
0.524125
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
1
0
1
0
-2,031
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
321,247
0
Cash loans
F
N
Y
0
90,000
592,560
31,153.5
450,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.035792
-23,115
365,243
-7,352
-4,600
7
1
0
0
1
0
0
Laborers
2
2
2
WEDNESDAY
15
0
0
0
0
0
0
XNA
0.356323
0.644111
0.672243
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
8
0
8
0
-527
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
2
162,488
0
Cash loans
F
Y
Y
1
135,000
562,491
23,962.5
454,500
Family
Working
Incomplete higher
Married
House / apartment
0.019689
-16,381
-1,115
-2,734
-2,557
7
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
13
0
0
0
0
0
0
Industry: type 7
0.356323
0.59353
0.465069
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,801
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
256,496
0
Cash loans
F
Y
N
0
135,000
1,006,920
40,063.5
900,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.020713
-16,558
-2,981
-4,658
-99
14
1
1
0
1
0
0
Sales staff
2
3
2
FRIDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.688383
0.440241
0.7463
0.1021
0.1036
0.9781
0.7008
0.0123
0
0.2069
0.1667
0.2083
0.0353
0.0807
0.0881
0.0116
0.0071
0.104
0.1075
0.9782
0.7125
0.0124
0
0.2069
0.1667
0.2083
0.0361
0.0882
0.0918
0.0117
0.0075
0.1031
0.1036
0.9781
0.7048
0.0124
0
0.2069
0.1667
0.2083
0.0359
0.0821
0.0897
0.0116
0.0073
reg oper account
block of flats
0.077
Panel
No
0
0
0
0
-1,812
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
259,894
0
Cash loans
M
N
Y
0
90,000
369,000
24,345
369,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.030755
-10,250
-136
-4,400
-2,124
7
1
1
0
1
0
0
Laborers
1
2
2
MONDAY
9
0
0
0
0
0
0
Trade: type 3
0.137506
0.461292
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
-152
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
450,758
0
Cash loans
M
Y
Y
1
112,500
370,629
24,259.5
306,000
Family
State servant
Higher education
Married
House / apartment
0.028663
-14,979
-4,947
-7,832
-3,871
9
1
1
0
1
1
0
Security staff
3
2
2
TUESDAY
12
0
0
0
0
0
0
School
0.170772
0.600123
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
4
0
4
0
-341
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
335,284
0
Revolving loans
M
N
Y
0
675,000
900,000
45,000
900,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.072508
-19,583
-5,034
-336
-3,132
7
1
1
0
1
0
0
Managers
2
1
1
FRIDAY
12
0
0
0
0
0
0
Transport: type 4
0.356323
0.76068
0.7463
1
1
0.9985
0.9796
1
1
0.3793
1
0.2917
0.5863
1
1
1
1
1
1
0.9985
0.9804
1
1
0.3793
1
0.2917
0.5996
1
1
1
1
1
1
0.9985
0.9799
1
1
0.3793
1
0.2917
0.5965
1
1
1
1
reg oper spec account
block of flats
1
Monolithic
No
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
205,478
0
Cash loans
F
N
Y
1
135,000
835,380
36,927
675,000
Family
Working
Lower secondary
Married
House / apartment
0.019689
-14,398
-367
-4,054
-3,203
7
1
1
0
1
0
0
Sales staff
3
2
2
TUESDAY
8
0
0
0
0
0
0
Trade: type 7
0.356323
0.196629
0.528093
0.0608
0.0425
0.9752
0.8232
0
0
0.1148
0.1525
0.2083
0.0232
0.0504
0.0361
0
0.0427
0.0504
0
0.9737
0.8301
0
0
0.1034
0.1667
0.2083
0
0.0551
0.0273
0
0
0.0614
0.0598
0.9752
0.8256
0
0
0.1034
0.1667
0.2083
0.0111
0.0513
0.0358
0
0.0514
reg oper account
block of flats
0.0315
Stone, brick
No
14
0
12
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
105,589
0
Cash loans
M
Y
N
0
135,000
369,000
20,146.5
369,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.035792
-8,361
-522
-2,359
-980
7
1
1
0
1
1
0
Sales staff
1
2
2
THURSDAY
12
0
0
0
1
1
0
Trade: type 2
0.080799
0.030077
0.294083
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-222
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
170,797
0
Cash loans
M
N
N
0
180,000
675,000
36,616.5
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-12,719
-1,628
-1,375
-4,861
7
1
1
1
1
1
0
Drivers
2
2
2
WEDNESDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.675796
0.7463
0.0124
0
0.9687
0.8232
0
0
0.069
0.0417
0.2083
0
0.0504
0.0074
0
0
0.0126
0
0.9687
0.8301
0
0
0.069
0.0417
0.2083
0
0.0551
0.0077
0
0
0.0125
0
0.9687
0.8256
0
0
0.069
0.0417
0.2083
0
0.0513
0.0075
0
0
reg oper account
block of flats
0.0089
Wooden
No
6
1
6
0
-2,972
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
4
193,938
0
Cash loans
F
N
Y
1
81,000
135,000
7,321.5
135,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.006008
-9,478
-1,531
-3,535
-1,047
7
1
1
1
1
1
0
Core staff
3
2
2
FRIDAY
18
0
1
1
0
1
1
Bank
0.335799
0.763424
0.689479
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
0
0
0
0
-1,336
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
451,776
0
Cash loans
F
Y
N
0
112,500
501,948
13,932
328,500
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.018634
-20,113
-246
-2,930
-3,406
19
1
1
0
1
0
1
Accountants
1
2
2
THURSDAY
18
0
0
0
0
0
0
Agriculture
0.587055
0.575209
0.17876
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
-1,089
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
4
201,587
0
Cash loans
F
N
Y
0
157,500
1,272,456
52,641
1,080,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.008625
-21,217
365,243
-311
-4,324
7
1
0
0
1
0
0
Laborers
2
2
2
TUESDAY
18
0
0
0
0
0
0
XNA
0.356323
0.505441
0.262249
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
-2,544
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
296,392
0
Cash loans
M
N
Y
0
157,500
157,914
15,745.5
139,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.035792
-22,731
365,243
-4,042
-4,423
7
1
0
0
1
0
0
Laborers
2
2
2
THURSDAY
12
0
0
0
0
0
0
XNA
0.356323
0.740384
0.722393
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
-2,461
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
262,807
0
Cash loans
F
N
Y
0
113,850
699,808.5
27,751.5
625,500
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.030755
-23,078
365,243
0
-3,414
7
1
0
0
1
0
0
Laborers
1
2
2
THURSDAY
15
0
0
0
0
0
0
XNA
0.356323
0.698255
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
-1,614
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
185,703
0
Cash loans
F
N
Y
1
135,000
149,256
15,799.5
135,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.011703
-12,349
-163
-1,466
-4,256
7
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
18
0
0
0
0
0
0
Other
0.205816
0.686947
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
-474
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
452,778
0
Cash loans
M
Y
Y
1
121,500
158,301
17,046
148,500
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.031329
-8,645
-1,753
-3,510
-1,303
8
1
1
0
1
0
0
Laborers
3
2
2
THURSDAY
17
0
0
0
0
0
0
Business Entity Type 2
0.116386
0.615572
0.18849
0.1041
0
0.9871
0.8232
0.0189
0
0.2069
0.1667
0.2083
0.043
0.0841
0.1104
0.0039
0.0018
0.1061
0
0.9871
0.8301
0.0191
0
0.2069
0.1667
0.2083
0.044
0.0918
0.115
0.0039
0.0019
0.1051
0
0.9871
0.8256
0.0191
0
0.2069
0.1667
0.2083
0.0438
0.0855
0.1124
0.0039
0.0018
reg oper account
block of flats
0.0872
Panel
No
0
0
0
0
-1,200
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
260,866
0
Cash loans
M
N
N
1
135,000
113,760
7,087.5
90,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-17,153
-186
-8,374
-650
7
1
1
1
1
0
0
Laborers
3
3
3
FRIDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.596389
0.471289
0.822499
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
-540
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
170,451
1
Cash loans
M
Y
Y
0
180,000
824,823
24,115.5
688,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-18,415
-1,707
-10,979
-1,873
1
1
1
0
1
0
0
Laborers
2
3
3
MONDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.49817
0.438281
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
-1,241
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
205,353
0
Cash loans
F
N
Y
0
126,000
414,229.5
15,745.5
342,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.030755
-15,222
-1,153
-6,257
-4,290
7
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
11
0
0
0
0
1
1
Industry: type 3
0.356323
0.50637
0.42413
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
-2,261
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
248,071
0
Cash loans
F
N
Y
0
112,500
253,737
16,650
229,500
Unaccompanied
Commercial associate
Incomplete higher
Civil marriage
House / apartment
0.00702
-8,711
-717
-1,029
-1,400
7
1
1
1
1
0
0
Accountants
2
2
2
TUESDAY
19
0
0
0
0
0
0
Business Entity Type 2
0.356323
0.547443
0.146442
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
-1,386
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
165,667
1
Revolving loans
F
Y
Y
0
135,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.010032
-8,213
-611
-2,075
-883
64
1
1
0
1
0
0
Sales staff
1
2
2
THURSDAY
10
0
0
0
1
1
0
Trade: type 2
0.356323
0.004551
0.332851
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
0
0
0
248,658
0
Cash loans
F
N
Y
0
247,500
1,295,190
72,450
1,215,000
Unaccompanied
Working
Higher education
Civil marriage
House / apartment
0.008866
-15,891
-2,578
-989
-4,342
7
1
1
1
1
1
0
Accountants
2
2
2
WEDNESDAY
22
0
0
0
0
0
0
Other
0.626957
0.390467
0.7463
0.1031
0.0831
0.9781
0.7008
0.0374
0
0.2069
0.1667
0.2083
0.0514
0.0841
0.0932
0
0
0.105
0.0862
0.9782
0.7125
0.0377
0
0.2069
0.1667
0.2083
0.0526
0.0918
0.0971
0
0
0.1041
0.0831
0.9781
0.7048
0.0376
0
0.2069
0.1667
0.2083
0.0523
0.0855
0.0948
0
0
not specified
block of flats
0.0733
Panel
No
0
0
0
0
-1,400
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
325,227
0
Cash loans
F
Y
Y
1
225,000
787,131
46,152
679,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.032561
-15,602
-1,790
-5,405
-4,673
10
1
1
0
1
1
0
Laborers
3
1
1
FRIDAY
16
0
0
0
0
1
1
Business Entity Type 3
0.356323
0.74405
0.657784
0.0299
0.059
0.9722
0.6192
0.0055
0
0.069
0.0833
0.125
0.0099
0.0244
0.0259
0
0
0.0305
0.0612
0.9722
0.6341
0.0056
0
0.069
0.0833
0.125
0.0102
0.0266
0.027
0
0
0.0302
0.059
0.9722
0.6243
0.0056
0
0.069
0.0833
0.125
0.0101
0.0248
0.0264
0
0
reg oper account
block of flats
0.0204
Stone, brick
No
0
0
0
0
-557
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
277,027
0
Cash loans
F
N
Y
0
81,000
152,820
14,886
135,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.002506
-23,932
365,243
-5,802
-4,847
7
1
0
0
1
1
0
Laborers
1
2
2
MONDAY
8
0
0
0
0
0
0
XNA
0.356323
0.740014
0.7463
0.0495
0
0.9796
0.8232
0
0
0.1379
0.125
0.2083
0
0.0504
0
0
0
0.0504
0
0.9796
0.8301
0
0
0.1379
0.125
0.2083
0
0.0551
0
0
0
0.05
0
0.9796
0.8256
0
0
0.1379
0.125
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0.0349
Panel
No
0
0
0
0
-752
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
168,925
0
Revolving loans
F
N
Y
1
157,500
157,500
7,875
157,500
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.030755
-19,169
-4,943
-4,452
-2,698
7
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
11
0
0
0
0
0
0
Government
0.686029
0.552152
0.403142
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
-1,945
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
145,534
0
Revolving loans
F
N
Y
0
72,000
225,000
11,250
225,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.01885
-9,155
-1,086
-1,350
-1,362
7
1
1
0
1
0
0
Core staff
2
2
2
FRIDAY
14
0
0
0
1
1
0
School
0.338598
0.653439
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
3
1
3
1
-187
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
323,045
0
Cash loans
M
Y
N
0
135,000
456,273
17,037
346,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00702
-10,900
-164
-615
-1,022
12
1
1
0
1
0
0
Drivers
2
2
2
TUESDAY
12
0
0
0
0
0
0
Transport: type 3
0.108564
0.690655
0.192942
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
-460
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
1
309,602
0
Cash loans
M
N
Y
0
126,000
284,400
16,011
225,000
Family
Pensioner
Lower secondary
Married
House / apartment
0.031329
-23,821
365,243
-8,353
-3,927
7
1
0
0
1
0
0
Laborers
2
2
2
FRIDAY
10
0
0
0
0
0
0
XNA
0.356323
0.159679
0.824595
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
-375
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
234,676
0
Cash loans
F
N
N
2
180,000
900,000
29,034
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.003818
-14,103
-4,994
-11,785
-3,240
7
1
1
1
1
0
0
High skill tech staff
4
2
2
WEDNESDAY
12
0
0
0
0
0
0
Medicine
0.356323
0.708271
0.598926
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
-295
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
441,116
0
Cash loans
M
Y
Y
0
135,000
508,495.5
24,592.5
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.02461
-16,013
-5,019
-8,637
-4,437
15
1
1
1
1
0
0
Laborers
2
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.24535
0.657784
0.1237
0.1167
0.9866
0.8164
0.0661
0
0.2759
0.1667
0.2083
0.0515
0.0992
0.1164
0.0077
0.0085
0.1261
0.1211
0.9866
0.8236
0.0667
0
0.2759
0.1667
0.2083
0.0527
0.1084
0.1213
0.0078
0.009
0.1249
0.1167
0.9866
0.8189
0.0665
0
0.2759
0.1667
0.2083
0.0524
0.1009
0.1185
0.0078
0.0087
reg oper account
block of flats
0.1296
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
3
399,441
0
Cash loans
F
N
Y
0
180,000
405,000
15,399
405,000
Unaccompanied
State servant
Incomplete higher
Separated
House / apartment
0.026392
-21,540
-3,004
-5,189
-4,033
7
1
1
0
1
0
0
Core staff
1
2
2
FRIDAY
12
0
0
0
0
0
0
Government
0.356323
0.688314
0.401407
0.1227
0
0.9916
0.8232
0
0.12
0.1034
0.375
0.2083
0
0.0504
0.125
0
0.0092
0.125
0
0.9916
0.8301
0
0.1208
0.1034
0.375
0.2083
0
0.0551
0.1303
0
0.0097
0.1239
0
0.9916
0.8256
0
0.12
0.1034
0.375
0.2083
0
0.0513
0.1273
0
0.0094
reg oper account
block of flats
0.1003
Stone, brick
No
2
0
2
0
-400
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
188,679
0
Cash loans
F
N
N
1
358,200
1,800,000
62,568
1,800,000
Unaccompanied
Working
Higher education
Married
Municipal apartment
0.04622
-12,333
-4,020
-779
-4,503
7
1
1
1
1
1
0
Laborers
3
1
1
SATURDAY
17
0
1
1
0
1
1
Military
0.3446
0.739492
0.297087
0.168
0.1026
0.994
0.932
0.0735
0.1864
0.1607
0.375
0.4167
0.1168
0.1198
0.1758
0.0116
0.0291
0.1187
0.0857
0.9926
0.9347
0.0261
0.1208
0.1034
0.375
0.4167
0.1019
0.0983
0.1197
0
0
0.1853
0.1026
0.995
0.9329
0.074
0.2
0.1724
0.375
0.4167
0.1189
0.1218
0.179
0.0116
0.0297
reg oper account
block of flats
0.1876
Panel
No
2
0
2
0
-2,411
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
172,232
1
Cash loans
F
N
Y
0
202,500
990,000
44,293.5
990,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.019101
-21,941
365,243
-13,859
-4,548
7
1
0
0
1
0
0
Laborers
2
2
2
MONDAY
12
0
0
0
0
0
0
XNA
0.356323
0.649865
0.785052
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
1
0
1
0
-1,172
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
418,733
0
Cash loans
M
N
Y
0
67,500
284,400
16,456.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.00702
-24,408
365,243
-9,563
-4,615
7
1
0
0
1
0
0
Laborers
2
2
2
SATURDAY
10
0
0
0
0
0
0
XNA
0.356323
0.56034
0.7463
0.1711
0.1244
0.9871
0.8232
0.0248
0.34
0.2931
0.3333
0.375
0.1333
0.1395
0.184
0
0
0.1229
0.0927
0.9861
0.8171
0
0.2417
0.2069
0.3333
0.375
0.1019
0.1074
0.1295
0
0
0.1728
0.1244
0.9866
0.8256
0.025
0.34
0.2931
0.3333
0.375
0.1356
0.1419
0.1721
0
0
org spec account
block of flats
0.2034
Panel
No
4
1
4
1
-399
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
378,693
0
Cash loans
M
N
N
1
157,500
521,280
28,278
450,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.019689
-10,378
-644
-4,491
-2,934
7
1
1
1
1
0
0
Laborers
2
2
2
SATURDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.356323
0.245787
0.56206
0.1031
0.1141
0.9881
0.8368
0.0111
0
0.2069
0.1667
0.2083
0.1104
0.0841
0.0915
0
0
0.105
0.1184
0.9881
0.8432
0.0112
0
0.2069
0.1667
0.2083
0.113
0.0918
0.0954
0
0
0.1041
0.1141
0.9881
0.839
0.0112
0
0.2069
0.1667
0.2083
0.1124
0.0855
0.0932
0
0
reg oper account
block of flats
0.078
Panel
No
2
2
2
1
-363
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
455,606
0
Cash loans
M
Y
Y
0
157,500
450,000
35,685
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01452
-12,976
-350
-1,387
-4,677
10
1
1
0
1
0
0
Drivers
2
2
2
THURSDAY
9
0
0
0
1
1
0
Government
0.356323
0.612488
0.158555
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
8
279,870
0
Cash loans
M
N
N
1
313,200
3,075,579
111,001.5
2,925,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.072508
-18,444
-1,268
-5,672
-1,984
7
1
1
1
1
0
1
Laborers
3
1
1
WEDNESDAY
14
0
1
1
0
1
1
Business Entity Type 3
0.356323
0.758744
0.678568
0.1784
0
0.9856
0.8028
0
0.24
0.069
0.875
0.9167
0.1489
0.1454
0.1987
0
0.0082
0.1817
0
0.9856
0.8105
0
0.2417
0.069
0.875
0.9167
0.1523
0.1589
0.2071
0
0.0087
0.1801
0
0.9856
0.8054
0
0.24
0.069
0.875
0.9167
0.1515
0.1479
0.2023
0
0.0084
reg oper account
block of flats
0.1581
Panel
No
0
0
0
0
-6
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
255,027
1
Cash loans
M
Y
Y
1
157,500
540,000
49,657.5
540,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.028663
-13,727
-1,275
-1,298
-1,786
10
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
14
0
0
0
0
1
1
Industry: type 11
0.356323
0.06928
0.336062
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
-1,466
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
322,866
0
Cash loans
M
Y
Y
1
279,000
765,000
76,567.5
765,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-16,378
-6,701
-6,665
-4,557
8
1
1
0
1
0
0
Core staff
3
2
2
WEDNESDAY
13
0
0
0
0
0
0
Police
0.356323
0.750094
0.58499
0.5814
0.4721
0.9876
0.8232
0
0.68
0.5862
0.3333
0.2083
0.8092
0.0504
0.0844
0
0
0.5924
0.4899
0.9876
0.8301
0
0.6848
0.5862
0.3333
0.2083
0.8277
0.0551
0.088
0
0
0.5871
0.4721
0.9876
0.8256
0
0.68
0.5862
0.3333
0.2083
0.8233
0.0513
0.086
0
0
reg oper account
block of flats
0.0687
Panel
No
0
0
0
0
-3,166
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
414,387
0
Cash loans
M
N
Y
0
29,250
123,637.5
8,923.5
112,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.035792
-23,909
365,243
-4,390
-4,555
7
1
0
0
1
1
0
Laborers
2
2
2
THURSDAY
10
0
0
0
0
0
0
XNA
0.27967
0.367087
0.825636
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
2
452,383
0
Cash loans
M
N
N
0
108,000
315,000
9,027
315,000
Unaccompanied
State servant
Higher education
Single / not married
With parents
0.019101
-8,559
-502
-3,402
-1,228
7
1
1
1
1
0
0
Core staff
1
2
2
WEDNESDAY
17
0
0
0
1
1
0
School
0.131226
0.527353
0.088461
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
-512
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2
1
278,947
0
Cash loans
F
N
Y
2
135,000
547,344
28,075.5
472,500
Unaccompanied
Working
Higher education
Married
With parents
0.019689
-13,296
-2,178
-88
-1,905
7
1
1
0
1
0
1
High skill tech staff
4
2
2
SATURDAY
13
0
0
0
0
0
0
Transport: type 3
0.318237
0.276532
0.118364
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
-511
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
119,987
0
Cash loans
M
N
Y
0
202,500
225,000
22,252.5
225,000
Unaccompanied
Working
Incomplete higher
Civil marriage
House / apartment
0.032561
-11,777
-306
-10,787
-39
7
1
1
0
1
0
0
Laborers
2
1
1
MONDAY
14
0
0
0
0
0
0
Other
0.356323
0.33068
0.7463
0.2658
0.1783
0.9836
0.7688
0.0866
0.28
0.1328
0.4642
0.4688
0.093
0.2
0.2536
0.0203
0.064
0.2069
0.1573
0.9846
0.7975
0.0681
0.2417
0.1034
0.4583
0.5
0.0615
0.1745
0.21
0.0039
0.0032
0.2134
0.1603
0.9846
0.792
0.0832
0.28
0.1034
0.4583
0.5
0.0939
0.1667
0.2279
0.0233
0.0748
reg oper account
block of flats
0.1997
Panel
No
0
0
0
0
-1,762
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
182,694
0
Cash loans
F
N
Y
0
292,500
254,700
20,119.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.018029
-19,033
-4,569
-3,606
-2,238
7
1
1
0
1
0
0
Core staff
1
3
3
SATURDAY
13
0
0
0
0
0
0
Trade: type 7
0.356323
0.645599
0.53707
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
-384
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
401,870
0
Cash loans
F
N
Y
0
112,500
254,700
14,751
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.01885
-23,530
365,243
-10,434
-4,437
7
1
0
0
1
0
0
Laborers
1
2
2
SUNDAY
12
0
0
0
0
0
0
XNA
0.356323
0.721441
0.418854
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
-699
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
227,864
0
Cash loans
F
N
N
1
157,500
254,700
27,558
225,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.006296
-12,276
-1,692
-2,643
-3,747
7
1
1
0
1
0
0
High skill tech staff
3
3
3
SATURDAY
12
0
0
0
0
1
1
Industry: type 4
0.583651
0.573477
0.766234
0.0825
0
0.9871
0.8232
0
0
0.1379
0.1667
0.2083
0
0.0504
0
0
0
0.084
0
0.9871
0.8301
0
0
0.1379
0.1667
0.2083
0
0.0551
0
0
0
0.0833
0
0.9871
0.8256
0
0
0.1379
0.1667
0.2083
0
0.0513
0
0
0
reg oper account
block of flats
0
Panel
No
2
0
2
0
-734
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
156,188
0
Cash loans
F
N
Y
2
112,500
1,231,272
43,753.5
882,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.032561
-12,860
-437
-6,927
-2,597
7
1
1
0
1
1
0
Laborers
4
1
1
FRIDAY
17
0
0
0
0
0
0
Medicine
0.356323
0.385991
0.251239
0.2658
0.1783
0.9836
0.7688
0.0866
0.28
0.1328
0.4642
0.4688
0.093
0.2
0.2536
0.0203
0.064
0.2069
0.1573
0.9846
0.7975
0.0681
0.2417
0.1034
0.4583
0.5
0.0615
0.1745
0.21
0.0039
0.0032
0.2134
0.1603
0.9846
0.792
0.0832
0.28
0.1034
0.4583
0.5
0.0939
0.1667
0.2279
0.0233
0.0748
reg oper account
block of flats
0.1997
Panel
No
6
1
6
0
-81
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
328,047
0
Revolving loans
M
Y
Y
0
283,500
405,000
20,250
405,000
Unaccompanied
Working
Higher education
Separated
House / apartment
0.010147
-18,654
-331
-2,146
-2,141
6
1
1
0
1
1
0
Laborers
1
2
2
FRIDAY
11
0
0
0
0
1
1
Construction
0.240408
0.571304
0.425893
0.0619
0
0.9801
0.8232
0
0
0.1379
0.1667
0.2083
0.0681
0.0504
0.0564
0
0.0202
0.063
0
0.9801
0.8301
0
0
0.1379
0.1667
0.2083
0.0696
0.0551
0.0588
0
0.0214
0.0625
0
0.9801
0.8256
0
0
0.1379
0.1667
0.2083
0.0693
0.0513
0.0574
0
0.0206
reg oper account
block of flats
0.0488
Stone, brick
No
0
0
0
0
-2,277
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
455,721
0
Cash loans
F
N
N
0
180,000
808,650
26,086.5
675,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.022625
-14,458
-3,530
-7,222
-4,638
7
1
1
0
1
1
0
Laborers
1
2
2
THURSDAY
9
0
0
0
0
0
0
Other
0.356323
0.337334
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
-2,506
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
215,777
0
Cash loans
M
N
Y
0
180,000
225,000
11,074.5
225,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.020713
-11,958
-56
-1,480
-4,556
7
1
1
0
1
1
1
Managers
2
3
2
MONDAY
7
0
0
0
0
0
0
Business Entity Type 1
0.524947
0.195247
0.843544
0.0825
0.0805
0.9737
0.6396
0.0086
0
0.1379
0.1667
0.2083
0.1153
0.0672
0.0707
0
0
0.084
0.0835
0.9737
0.6537
0.0087
0
0.1379
0.1667
0.2083
0.1179
0.0735
0.0736
0
0
0.0833
0.0805
0.9737
0.6444
0.0087
0
0.1379
0.1667
0.2083
0.1173
0.0684
0.072
0
0
reg oper account
block of flats
0.0603
Panel
No
0
0
0
0
-2,052
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
242,117
0
Cash loans
F
N
N
0
135,000
450,000
23,562
450,000
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.01452
-12,278
-869
-985
-3,558
7
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
9
0
0
0
0
0
0
Industry: type 3
0.657962
0.229854
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
4
0
4
0
-744
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
4