Unnamed: 0
int64
0
246k
TARGET
int64
0
1
NAME_CONTRACT_TYPE
stringclasses
2 values
CODE_GENDER
stringclasses
3 values
FLAG_OWN_CAR
stringclasses
2 values
FLAG_OWN_REALTY
stringclasses
2 values
CNT_CHILDREN
int64
0
19
AMT_INCOME_TOTAL
float64
25.7k
13.5M
AMT_CREDIT
float64
45k
4.05M
AMT_ANNUITY
float64
1.62k
258k
AMT_GOODS_PRICE
float64
40.5k
4.05M
NAME_TYPE_SUITE
stringclasses
7 values
NAME_INCOME_TYPE
stringclasses
8 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
-25,229
-7,489
DAYS_EMPLOYED
int64
-17,912
365k
DAYS_REGISTRATION
float64
-23,416
0
DAYS_ID_PUBLISH
int64
-7,197
0
OWN_CAR_AGE
float64
0
91
FLAG_MOBIL
int64
0
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
20
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
0
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
stringclasses
58 values
EXT_SOURCE_1
float64
0.01
0.95
EXT_SOURCE_2
float64
0
0.86
EXT_SOURCE_3
float64
0
0.9
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
348
DEF_30_CNT_SOCIAL_CIRCLE
float64
0
34
OBS_60_CNT_SOCIAL_CIRCLE
float64
0
344
DEF_60_CNT_SOCIAL_CIRCLE
float64
0
24
DAYS_LAST_PHONE_CHANGE
float64
-4,292
0
FLAG_DOCUMENT_2
int64
0
1
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
1
FLAG_DOCUMENT_11
int64
0
1
FLAG_DOCUMENT_12
int64
0
1
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
3
AMT_REQ_CREDIT_BUREAU_DAY
float64
0
9
AMT_REQ_CREDIT_BUREAU_WEEK
float64
0
8
AMT_REQ_CREDIT_BUREAU_MON
float64
0
27
AMT_REQ_CREDIT_BUREAU_QRT
float64
0
261
AMT_REQ_CREDIT_BUREAU_YEAR
float64
0
25
SK_ID_CURR
int64
0
308k
100
0
Cash loans
F
N
Y
0
247,500
755,190
36,459
675,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.008575
-16,340
-8,647
-4,182
-4,259
null
1
1
0
1
0
0
Medicine staff
2
2
2
MONDAY
17
0
0
0
0
0
0
Other
0.617716
0.660559
0.211551
0.0495
0.0623
0.9737
null
null
0
0.1034
0.125
null
0.0486
null
null
null
null
0.0504
0.0646
0.9737
null
null
0
0.1034
0.125
null
0.0497
null
null
null
null
0.05
0.0623
0.9737
null
null
0
0.1034
0.125
null
0.0495
null
null
null
null
null
block of flats
0.0318
Stone, brick
No
0
0
0
0
-2,415
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
229,268
101
0
Cash loans
M
N
N
0
135,000
182,016
11,772
144,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.019101
-16,522
-1,451
-4,101
-66
null
1
1
0
1
0
0
Accountants
1
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
null
0.695219
0.729567
0.0567
0.0331
0.9791
0.7144
0.0208
0.04
0.0345
0.3333
0.375
0.0256
0.0454
0.0434
0.0039
0.0072
0.0578
0.0343
0.9791
0.7256
0.021
0.0403
0.0345
0.3333
0.375
0.0262
0.0496
0.0452
0.0039
0.0076
0.0573
0.0331
0.9791
0.7182
0.0209
0.04
0.0345
0.3333
0.375
0.0261
0.0462
0.0442
0.0039
0.0073
reg oper account
block of flats
0.0471
Stone, brick
No
0
0
0
0
-398
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
9,378
102
0
Cash loans
F
N
Y
0
157,500
254,412
9,720
166,500
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.010032
-16,083
-2,764
-7,358
-4,654
null
1
1
0
1
0
0
Sales staff
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
null
0.165442
0.749022
0.0742
0.0457
0.9821
0.7552
0
0.08
0.069
0.3333
0.375
0
0.0605
0.0783
0
0
0.0756
0.0474
0.9821
0.7648
0
0.0806
0.069
0.3333
0.375
0
0.0661
0.0815
0
0
0.0749
0.0457
0.9821
0.7585
0
0.08
0.069
0.3333
0.375
0
0.0616
0.0797
0
0
reg oper account
block of flats
0.0752
Panel
No
0
0
0
0
-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
1
4
63,021
103
0
Revolving loans
M
N
N
0
144,000
180,000
9,000
180,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.030755
-12,157
-2,995
-4,055
-267
null
1
1
0
1
0
0
Drivers
2
2
2
THURSDAY
11
0
0
0
0
0
0
Self-employed
0.127393
0.494962
0.73802
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-329
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
128,503
104
0
Cash loans
M
N
N
0
157,500
675,000
21,906
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-11,944
-2,899
-5,812
-2,722
null
1
1
1
1
1
0
Laborers
2
2
2
THURSDAY
11
0
1
1
0
1
1
Construction
null
0.282078
0.565608
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-524
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
283,389
105
0
Cash loans
F
Y
N
2
157,500
945,000
39,127.5
945,000
Family
Commercial associate
Secondary / secondary special
Married
With parents
0.018209
-14,235
-5,411
-2,248
-5,376
65
1
1
0
1
0
0
Medicine staff
4
3
3
THURSDAY
14
0
0
0
0
0
0
Medicine
null
0.597823
0.7463
0.0289
0.0698
0.9682
0.5648
0.0044
0
0.1034
0.125
0.125
0.0437
0.0202
0.0264
0.0154
0.0326
0.0294
0.0725
0.9682
0.5818
0.0045
0
0.1034
0.125
0.125
0.0447
0.022
0.0275
0.0156
0.0345
0.0291
0.0698
0.9682
0.5706
0.0045
0
0.1034
0.125
0.125
0.0444
0.0205
0.0269
0.0155
0.0333
reg oper account
block of flats
0.0278
Stone, brick
No
0
0
0
0
-2,703
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
38,290
106
0
Cash loans
M
N
Y
0
180,000
1,755,000
61,132.5
1,755,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01452
-16,086
-1,549
-3,174
-4,584
null
1
1
0
1
0
0
null
2
2
2
MONDAY
7
0
0
0
0
0
0
Business Entity Type 3
0.867872
0.147685
0.669057
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
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
1
0
2
99,103
107
0
Cash loans
M
N
N
0
180,000
590,337
27,486
477,000
Unaccompanied
Commercial associate
Incomplete higher
Married
House / apartment
0.0228
-12,348
-1,821
-1,909
-4,800
null
1
1
0
1
1
0
Core staff
2
2
2
WEDNESDAY
12
0
0
0
0
0
0
Culture
null
0.683703
null
0.1515
0.0969
0.995
0.9252
0.0289
0.1332
0.1148
0.375
0.4167
0.0184
0.1219
0.1517
0.0077
0.026
0.1345
0.0659
0.9926
0.902
0.0292
0.1208
0.1034
0.375
0.4167
0.0009
0.1166
0.1351
0
0
0.1405
0.1091
0.9945
0.9262
0.0291
0.12
0.1034
0.375
0.4167
0.0009
0.1154
0.1587
0.0039
0.0121
reg oper account
block of flats
0.1178
Stone, brick
No
0
0
0
0
-2,041
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
168,594
108
0
Cash loans
F
N
Y
0
225,000
1,515,415.5
41,800.5
1,354,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.003818
-14,645
-4,027
-7,154
-1,969
null
1
1
1
1
1
0
Sales staff
2
2
2
FRIDAY
3
0
0
0
0
0
0
Trade: type 7
0.545859
0.57125
0.78988
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-700
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
113,266
109
1
Cash loans
M
N
Y
0
292,500
675,000
36,747
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.035792
-16,667
-200
-5,239
-114
null
1
1
1
1
1
0
Managers
2
2
2
FRIDAY
18
1
1
0
1
1
0
Business Entity Type 3
0.320322
0.631961
0.289611
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-106
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
274,047
110
0
Cash loans
F
N
Y
0
112,500
547,344
18,216
472,500
Family
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.020246
-21,061
365,243
-5,439
-4,488
null
1
0
0
1
0
0
null
1
3
3
MONDAY
6
0
0
0
0
0
0
XNA
0.593567
0.598243
0.232725
0.0907
0.0992
0.9771
0.6872
0
0
0.2069
0.1667
0.2083
0.0456
0.0735
0.0854
0.0019
0.003
0.0903
0.1016
0.9772
0.6994
0
0
0.2069
0.1667
0.2083
0.0419
0.0781
0.087
0
0
0.0916
0.0992
0.9771
0.6914
0
0
0.2069
0.1667
0.2083
0.0464
0.0748
0.087
0.0019
0.003
reg oper account
block of flats
0.0669
Panel
No
1
1
1
1
-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
0
0
2
14,206
111
0
Cash loans
F
N
Y
0
130,500
550,489.5
19,773
454,500
Unaccompanied
Working
Higher education
Separated
House / apartment
0.018209
-19,718
-5,717
-8,940
-3,200
null
1
1
1
1
1
0
null
1
3
3
FRIDAY
11
0
0
0
0
0
0
Other
0.656938
0.390993
0.09507
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
0
5
0
-1,691
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
301,722
112
0
Cash loans
F
Y
Y
0
175,500
1,293,502.5
35,568
1,129,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.01885
-21,961
365,243
-8,887
-4,379
9
1
0
0
1
1
0
null
2
2
2
TUESDAY
16
0
0
0
0
0
0
XNA
0.531106
0.646689
0.812823
0.068
0.073
0.9876
0.83
0.0283
0
0.1724
0.1667
0.125
0.0366
0.0546
0.0714
0.0039
0.0094
0.0693
0.0758
0.9876
0.8367
0.0286
0
0.1724
0.1667
0.125
0.0374
0.0597
0.0744
0.0039
0.01
0.0687
0.073
0.9876
0.8323
0.0285
0
0.1724
0.1667
0.125
0.0372
0.0556
0.0727
0.0039
0.0096
reg oper account
block of flats
0.0737
Panel
No
0
0
0
0
-396
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
150,528
113
0
Cash loans
F
N
Y
0
180,000
427,500
46,170
427,500
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.026392
-15,127
-1,039
-4,221
-652
null
1
1
0
1
1
0
null
2
2
2
FRIDAY
16
0
0
0
0
1
1
Hotel
null
0.551308
0.161463
0.0082
null
0.9732
null
null
0
0.069
0.0417
null
null
null
0.0084
null
0
0.0084
null
0.9732
null
null
0
0.069
0.0417
null
null
null
0.0088
null
0
0.0083
null
0.9732
null
null
0
0.069
0.0417
null
null
null
0.0086
null
0
null
block of flats
0.0066
Stone, brick
No
0
0
0
0
-1,914
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
293,621
114
0
Cash loans
F
N
N
0
117,000
781,920
26,725.5
675,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.02461
-11,633
-2,596
-5,430
-3,851
null
1
1
0
1
1
0
Core staff
1
2
2
TUESDAY
17
0
0
0
0
0
0
Government
0.72394
0.636395
0.452534
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
No
1
0
1
0
-1,166
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
1
277,898
115
0
Revolving loans
F
N
Y
2
180,000
225,000
11,250
225,000
Spouse, partner
Working
Incomplete higher
Married
Municipal apartment
0.032561
-14,597
-1,997
-8,491
-3,681
null
1
1
1
1
1
0
Sales staff
4
1
1
FRIDAY
15
0
0
0
0
0
0
Self-employed
null
0.704793
0.565608
0.0557
null
0.9752
null
null
0.04
0.0345
0.3333
null
0.0361
null
0.0383
null
0.0028
0.0567
null
0.9752
null
null
0.0403
0.0345
0.3333
null
0.0369
null
0.04
null
0.003
0.0562
null
0.9752
null
null
0.04
0.0345
0.3333
null
0.0367
null
0.039
null
0.0029
null
null
0.0308
Panel
No
0
0
0
0
-307
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
103,718
116
0
Cash loans
F
N
Y
1
202,500
1,251,072
45,067.5
1,080,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010147
-16,296
-266
-164
-4,568
null
1
1
0
1
0
0
null
3
2
2
TUESDAY
19
0
0
0
0
0
0
Industry: type 7
0.580367
0.763649
0.329655
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,683
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
200,145
117
0
Cash loans
F
N
Y
0
135,000
1,078,200
31,653
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-17,682
-4,319
-2,630
-1,211
null
1
1
0
1
1
0
Laborers
2
2
2
WEDNESDAY
6
0
0
0
0
0
0
Government
null
0.585291
0.816092
0.0701
0.0533
0.996
0.9456
0.018
0.08
0.069
0.3333
0.375
0.0096
0.0555
0.07
0.0077
0.0164
0.0714
0.0553
0.996
0.9477
0.0182
0.0806
0.069
0.3333
0.375
0.0098
0.0606
0.0729
0.0078
0.0174
0.0708
0.0533
0.996
0.9463
0.0181
0.08
0.069
0.3333
0.375
0.0098
0.0564
0.0713
0.0078
0.0168
reg oper account
block of flats
0.0685
Panel
No
1
0
1
0
-131
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
251,925
118
0
Cash loans
M
N
N
1
112,500
312,682.5
33,309
297,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010643
-14,311
-334
-8,401
-4,248
null
1
1
1
1
0
0
null
3
2
2
THURSDAY
10
0
1
1
0
1
1
Self-employed
0.319357
0.603655
0.595456
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-328
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
214,815
119
0
Cash loans
F
N
Y
0
119,250
679,500
28,917
679,500
Unaccompanied
Working
Higher education
Separated
House / apartment
0.008866
-19,286
-1,485
-7,887
-2,835
null
1
1
1
1
1
0
null
1
2
2
MONDAY
13
0
0
0
0
0
0
Self-employed
0.723371
0.765125
0.4171
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,085
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
188,077
120
0
Cash loans
F
Y
N
0
202,500
675,000
53,329.5
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.031329
-11,375
-2,311
-180
-2,009
4
1
1
0
1
0
0
Managers
2
2
2
MONDAY
13
0
0
0
0
0
0
Trade: type 7
0.674832
0.616156
0.67383
0.5845
0.457
0.9945
0.9252
0.3468
0.6
0.2414
0.9167
0.5
0.2847
0.4287
0.7187
0.2201
0.7729
0.5956
0.4742
0.9945
0.9281
0.35
0.6042
0.2414
0.9167
0.5
0.2912
0.4683
0.7488
0.2218
0.8183
0.5902
0.457
0.9945
0.9262
0.349
0.6
0.2414
0.9167
0.5
0.2896
0.4361
0.7317
0.2213
0.7892
reg oper account
block of flats
0.7334
Monolithic
No
0
0
0
0
-1,792
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
4
223,863
121
0
Cash loans
F
N
Y
1
315,000
1,288,350
37,800
1,125,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.020713
-15,581
-4,940
-9,520
-5,239
null
1
1
0
1
0
0
Accountants
3
3
2
FRIDAY
15
0
0
0
0
1
1
Transport: type 4
0.72909
0.509852
0.675413
0.0907
0.1072
0.9811
0.7416
0.0189
0
0.2069
0.1667
0.2083
0.2668
0.074
0.0839
0
0
0.0924
0.1113
0.9811
0.7517
0.019
0
0.2069
0.1667
0.2083
0.2729
0.0808
0.0874
0
0
0.0916
0.1072
0.9811
0.7451
0.019
0
0.2069
0.1667
0.2083
0.2715
0.0752
0.0854
0
0
reg oper account
block of flats
0.0763
Panel
No
1
0
1
0
-1,020
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
3
140,576
122
1
Cash loans
F
N
Y
0
157,500
245,619
12,667.5
166,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.022625
-17,538
-7,676
-774
-1,082
null
1
1
0
1
1
0
Private service staff
1
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.182171
0.443615
0.066
null
0.9757
null
null
0
0.1379
0.1667
null
0.046
null
0.0519
null
null
0.0672
null
0.9757
null
null
0
0.1379
0.1667
null
0.0471
null
0.0541
null
null
0.0666
null
0.9757
null
null
0
0.1379
0.1667
null
0.0468
null
0.0529
null
null
null
block of flats
0.0552
Block
No
0
0
0
0
-216
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
44,598
123
0
Cash loans
F
N
Y
0
103,500
239,850
23,494.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.018634
-24,729
365,243
-4,047
-4,523
null
1
0
0
1
1
0
null
1
2
2
THURSDAY
12
0
0
0
0
0
0
XNA
null
0.600433
0.795803
0.0247
0.0612
0.9757
null
null
0
0.1034
0.0833
null
0.027
null
0.0304
null
0.0131
0.0252
0.0635
0.9757
null
null
0
0.1034
0.0833
null
0.0276
null
0.0317
null
0.0139
0.025
0.0612
0.9757
null
null
0
0.1034
0.0833
null
0.0275
null
0.0309
null
0.0134
null
block of flats
0.0267
Stone, brick
No
0
0
0
0
-1,183
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
96,537
124
0
Cash loans
M
N
Y
0
58,500
187,704
10,903.5
148,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.018029
-20,215
365,243
-3,508
-3,558
null
1
0
0
1
0
0
null
2
3
2
SATURDAY
7
0
0
0
0
0
0
XNA
null
0.557348
0.771362
0.0619
0.0473
0.9771
0.6872
0.0228
0
0.1379
0.1667
0.2083
0.0335
0.0504
0.0544
0
0
0.063
0.0491
0.9772
0.6994
0.023
0
0.1379
0.1667
0.2083
0.0343
0.0551
0.0567
0
0
0.0625
0.0473
0.9771
0.6914
0.023
0
0.1379
0.1667
0.2083
0.0341
0.0513
0.0554
0
0
reg oper account
block of flats
0.0553
Panel
No
1
0
1
0
-1,792
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
115,438
125
0
Cash loans
F
N
Y
0
117,000
269,550
13,095
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.00702
-21,861
365,243
-830
-4,830
null
1
0
0
1
1
0
null
1
2
2
TUESDAY
12
0
0
0
0
0
0
XNA
null
0.641304
0.519097
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
4
0
4
0
-2,025
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
64,709
126
0
Cash loans
F
N
N
1
225,000
1,325,475
56,290.5
1,125,000
Unaccompanied
Working
Higher education
Married
Office apartment
0.002506
-15,323
-5,785
-5,368
-3,602
null
1
1
0
1
0
0
Core staff
3
2
2
FRIDAY
4
0
0
0
0
1
1
School
0.728092
0.702463
0.546023
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-573
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
210,565
127
0
Cash loans
F
N
Y
0
135,000
263,844
14,440.5
189,000
Unaccompanied
Working
Incomplete higher
Separated
House / apartment
0.020713
-16,807
-1,094
-8,184
-339
null
1
1
0
1
1
0
Sales staff
1
3
2
THURSDAY
6
0
0
0
0
1
1
Trade: type 7
null
0.010272
null
0.0082
0
0.9727
0.626
0.0007
0
0.0345
0.0417
0.0833
0.0115
0.0067
0.0054
0
0
0.0084
0
0.9727
0.6406
0.0008
0
0.0345
0.0417
0.0833
0.0117
0.0073
0.0056
0
0
0.0083
0
0.9727
0.631
0.0007
0
0.0345
0.0417
0.0833
0.0117
0.0068
0.0055
0
0
reg oper account
block of flats
0.0046
Block
No
1
0
1
0
-581
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
148,501
128
0
Cash loans
M
Y
N
0
162,000
263,686.5
24,781.5
238,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.022625
-13,972
-4,472
-464
-4,529
3
1
1
0
1
1
0
Laborers
2
2
2
THURSDAY
16
0
0
0
0
0
0
Government
0.534999
0.585859
0.788681
0.3093
0.1973
0.9891
0.8504
0
0.4
0.2414
0.4583
0.5
0.4101
0.2522
0.3564
0
0.0168
0.3151
0.2047
0.9891
0.8563
0
0.4028
0.2414
0.4583
0.5
0.4195
0.2755
0.3713
0
0.0178
0.3123
0.1973
0.9891
0.8524
0
0.4
0.2414
0.4583
0.5
0.4173
0.2565
0.3628
0
0.0172
reg oper account
block of flats
0.4064
Panel
No
5
0
5
0
-1,161
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
11,782
129
0
Cash loans
F
N
Y
0
112,500
544,491
17,563.5
454,500
Unaccompanied
Working
Higher education
Separated
House / apartment
0.030755
-21,819
-8,355
-8,440
-4,474
null
1
1
0
1
0
0
High skill tech staff
1
2
2
TUESDAY
18
0
0
0
0
0
0
Business Entity Type 2
null
0.688792
0.522697
0.0412
0.0619
0.9762
0.6668
0.0535
0
0.069
0.1667
0.2083
0.031
0.0336
0.0372
0
0
0.042
0.0642
0.9762
0.6798
0.054
0
0.069
0.1667
0.2083
0.0317
0.0367
0.0387
0
0
0.0416
0.0619
0.9762
0.6713
0.0538
0
0.069
0.1667
0.2083
0.0315
0.0342
0.0378
0
0
reg oper spec account
block of flats
0.0377
Stone, brick
No
0
0
0
0
-2,576
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
190,184
130
1
Cash loans
F
N
N
0
111,915
225,000
21,037.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
With parents
0.018801
-7,989
-150
-2,570
-646
null
1
1
1
1
0
0
Core staff
1
2
2
FRIDAY
16
0
0
0
0
1
1
Trade: type 3
null
0.086253
0.513694
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-122
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
190,078
131
0
Cash loans
F
Y
N
0
225,000
296,280
15,124.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.020246
-17,879
-940
-2,294
-1,441
15
1
1
1
1
0
0
null
1
3
3
SUNDAY
15
0
0
0
0
0
0
Other
0.731105
0.748854
0.508287
0.1546
0.084
0.9776
0.694
0.019
0
0.1034
0.1667
0.2083
0.0149
0.1261
0.0568
0
0
0.1576
0.0871
0.9777
0.706
0.0191
0
0.1034
0.1667
0.2083
0.0153
0.1377
0.0591
0
0
0.1561
0.084
0.9776
0.6981
0.0191
0
0.1034
0.1667
0.2083
0.0152
0.1283
0.0578
0
0
reg oper account
block of flats
0.055
Stone, brick
No
1
0
1
0
-2,553
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
6
155,071
132
0
Revolving loans
F
N
Y
2
157,500
315,000
15,750
315,000
Unaccompanied
Working
Higher education
Civil marriage
House / apartment
0.020246
-12,805
-5,258
-3,262
-3,884
null
1
1
0
1
1
0
Laborers
4
3
3
WEDNESDAY
11
0
0
0
0
0
0
Industry: type 3
0.434878
0.111767
0.192942
0.0784
0.0806
0.9742
0.6464
0.008
0
0.1379
0.1667
0.2083
0.0438
0.0614
0.0592
0.0116
0.0124
0.0798
0.0837
0.9742
0.6602
0.0081
0
0.1379
0.1667
0.2083
0.0448
0.067
0.0617
0.0117
0.0131
0.0791
0.0806
0.9742
0.6511
0.0081
0
0.1379
0.1667
0.2083
0.0446
0.0624
0.0603
0.0116
0.0127
reg oper account
block of flats
0.0536
Stone, brick
No
0
0
0
0
-215
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
2
116,783
133
0
Cash loans
M
Y
Y
0
90,000
336,150
9,373.5
202,500
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.030755
-10,887
-341
-5,333
-2,828
8
1
1
0
1
0
0
null
1
2
2
FRIDAY
12
0
0
0
0
1
1
Trade: type 3
0.356355
0.547773
0.749022
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-114
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
91,243
134
0
Cash loans
F
Y
Y
0
164,250
755,190
32,125.5
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018029
-11,568
-2,331
-1,082
-824
8
1
1
0
1
0
0
Secretaries
2
3
3
TUESDAY
7
0
0
0
0
0
0
Construction
0.592547
0.59334
0.303146
null
null
0.9811
null
null
null
0.1552
0.25
null
null
null
null
null
null
null
null
0.9786
null
null
null
0.1034
0.1667
null
null
null
null
null
null
null
null
0.9811
null
null
null
0.1552
0.25
null
null
null
null
null
null
null
block of flats
0.0713
Panel
No
0
0
0
0
-1,606
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4
267,616
135
0
Cash loans
F
N
N
2
157,500
497,520
28,692
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.003813
-12,019
-1,148
-682
-2,588
null
1
1
0
1
0
0
Sales staff
4
2
2
MONDAY
11
0
0
0
0
0
0
Self-employed
0.721761
0.472286
null
0.0763
0.041
0.9796
null
null
0
0.1379
0.1667
null
null
null
0.0558
null
0.0242
0.0777
0.0425
0.9796
null
null
0
0.1379
0.1667
null
null
null
0.0581
null
0.0256
0.077
0.041
0.9796
null
null
0
0.1379
0.1667
null
null
null
0.0568
null
0.0247
null
block of flats
0.0491
Stone, brick
No
3
0
3
0
-2,575
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
250,213
136
0
Cash loans
M
Y
Y
1
135,000
531,000
32,616
531,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-13,116
-1,786
-7,237
-3,168
1
1
1
0
1
0
0
Drivers
3
2
2
MONDAY
10
0
0
0
0
0
0
Self-employed
null
0.748916
0.639708
0.0722
0.002
0.9781
0.7008
0.0078
0
0.1379
0.1667
0
0.0701
0.0588
0.0677
0
0.0016
0.0735
0.002
0.9782
0.7125
0.0079
0
0.1379
0.1667
0
0.0717
0.0643
0.0706
0
0.0017
0.0729
0.002
0.9781
0.7048
0.0079
0
0.1379
0.1667
0
0.0713
0.0599
0.0689
0
0.0016
reg oper account
block of flats
0.0579
Stone, brick
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
20,788
137
0
Cash loans
F
N
Y
0
112,500
269,550
18,891
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-20,858
-472
-8,167
-4,411
null
1
1
0
1
0
0
Cleaning staff
2
2
2
WEDNESDAY
15
0
0
0
0
1
1
Industry: type 3
null
0.704424
0.276441
0.0825
0.0756
0.9896
0.8572
0.014
0
0.0345
0.1667
0.2083
0.0131
0.0672
0.049
0
0
0.084
0.0785
0.9896
0.8628
0.0141
0
0.0345
0.1667
0.2083
0.0134
0.0735
0.0511
0
0
0.0833
0.0756
0.9896
0.8591
0.0141
0
0.0345
0.1667
0.2083
0.0134
0.0684
0.0499
0
0
reg oper account
block of flats
0.0462
Stone, brick
No
0
0
0
0
-738
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
38,279
138
0
Cash loans
F
N
N
0
216,000
450,000
27,193.5
450,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.026392
-16,891
-2,730
-7,519
-434
null
1
1
1
1
1
0
null
1
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
null
0.640041
0.694093
0.1959
0.1741
0.9841
null
null
0
0.4483
0.1667
null
null
null
0.1762
null
null
0.1996
0.1807
0.9841
null
null
0
0.4483
0.1667
null
null
null
0.1835
null
null
0.1978
0.1741
0.9841
null
null
0
0.4483
0.1667
null
null
null
0.1793
null
null
null
block of flats
0.1795
Panel
No
4
0
3
0
-332
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
81,560
139
0
Cash loans
F
N
N
0
67,500
127,350
6,597
112,500
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.019101
-22,994
365,243
-9,705
-4,078
null
1
0
0
1
0
0
null
1
2
2
TUESDAY
12
0
0
0
0
0
0
XNA
null
0.121906
0.269286
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-632
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
5
259,444
140
0
Cash loans
F
N
Y
1
81,000
532,494
30,699
454,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.009334
-19,525
365,243
-5,077
-1,589
null
1
0
0
1
1
0
null
3
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
null
0.171535
0.540654
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-7
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
96,180
141
0
Cash loans
F
N
Y
0
63,000
808,650
26,217
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018209
-18,302
-1,373
-10,539
-1,210
null
1
1
0
1
0
0
Laborers
2
3
3
TUESDAY
11
0
0
0
0
0
0
Housing
null
0.046216
0.549597
0.1392
0.1753
0.9856
0.8028
0.2698
0
0.3448
0.1667
0.0417
0.0957
0.1135
0.1203
null
0.041
0.1418
0.1819
0.9856
0.8105
0.2723
0
0.3448
0.1667
0.0417
0.0979
0.124
0.1253
null
0.0434
0.1405
0.1753
0.9856
0.8054
0.2715
0
0.3448
0.1667
0.0417
0.0974
0.1154
0.1224
null
0.0419
reg oper account
block of flats
0.1475
Stone, brick
No
0
0
0
0
-1,111
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
116,727
142
0
Cash loans
M
Y
N
1
157,500
318,528
25,294.5
252,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.0228
-12,027
-1,720
-3,867
-4,420
12
1
1
0
1
1
1
Drivers
3
2
2
FRIDAY
8
0
0
0
0
1
1
Business Entity Type 3
null
0.164259
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
null
null
null
null
null
null
163,770
143
0
Cash loans
F
N
Y
0
157,500
700,830
22,738.5
585,000
Spouse, partner
Working
Secondary / secondary special
Civil marriage
House / apartment
0.01885
-16,518
-3,592
-3,627
-44
null
1
1
0
1
0
0
Waiters/barmen staff
2
2
2
SATURDAY
10
0
0
0
0
0
0
Government
null
0.671783
0.593718
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,709
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
73,339
144
0
Cash loans
M
N
N
1
180,000
888,840
29,016
675,000
Family
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.007114
-12,648
-2,802
-2,109
-4,594
null
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
11
0
0
0
0
0
0
Self-employed
0.342712
0.634455
0.706205
0.0351
0.0547
0.9886
0.8436
0.0099
0
0.1034
0.1667
0.2083
null
0.0286
0.0451
0.0039
0.0062
0.0357
0.0568
0.9886
0.8497
0.01
0
0.1034
0.1667
0.2083
null
0.0312
0.047
0.0039
0.0066
0.0354
0.0547
0.9886
0.8457
0.01
0
0.1034
0.1667
0.2083
null
0.0291
0.0459
0.0039
0.0063
reg oper account
block of flats
0.0409
Mixed
No
0
0
0
0
-1,127
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
2
186,855
145
1
Revolving loans
M
N
Y
3
180,000
540,000
27,000
540,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.02461
-15,326
-1,038
-782
-792
null
1
1
0
1
0
0
High skill tech staff
5
2
2
THURSDAY
18
0
0
0
0
0
0
Construction
null
0.37211
0.506484
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-429
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
140,614
146
0
Cash loans
F
N
Y
1
202,500
771,493.5
25,627.5
666,000
Unaccompanied
Working
Higher education
Separated
House / apartment
0.005313
-16,475
-17
-1,225
-25
null
1
1
0
1
0
0
Core staff
2
2
2
MONDAY
12
0
0
0
0
0
0
School
null
0.621978
0.744932
0.1763
0.0933
0.998
null
null
0.12
0.1034
0.3333
null
0.064
null
0.0866
null
0
0.1796
0.0968
0.998
null
null
0.1208
0.1034
0.3333
null
0.0655
null
0.0903
null
0
0.178
0.0933
0.998
null
null
0.12
0.1034
0.3333
null
0.0651
null
0.0882
null
0
null
block of flats
0.1562
Panel
No
0
0
0
0
-1,488
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
228,891
147
0
Cash loans
M
N
N
3
225,000
746,280
49,873.5
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.006233
-14,033
-328
-544
-554
null
1
1
1
1
0
0
Cooking staff
5
2
2
TUESDAY
14
0
0
0
1
1
0
Other
null
0.575086
0.307737
0.0742
null
0.9846
null
null
0.08
0.069
0.3333
null
null
null
0.0757
null
0.0169
0.0756
null
0.9846
null
null
0.0806
0.069
0.3333
null
null
null
0.0789
null
0.0178
0.0749
null
0.9846
null
null
0.08
0.069
0.3333
null
null
null
0.0771
null
0.0172
null
block of flats
0.064
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
6
8,512
148
1
Cash loans
F
N
Y
1
202,500
436,032
28,516.5
360,000
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.032561
-10,127
-111
-1,724
-337
null
1
1
0
1
1
0
null
3
1
1
WEDNESDAY
14
0
0
0
0
0
0
Business Entity Type 3
null
0.500231
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
No
0
0
0
0
-130
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
183,356
149
0
Cash loans
F
Y
N
0
90,000
227,520
8,172
180,000
Unaccompanied
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-21,703
365,243
-9,849
-4,980
11
1
0
0
1
1
0
null
2
2
2
THURSDAY
13
0
0
0
0
0
0
XNA
null
0.265312
0.641368
0.033
0.0146
0.9692
0.5784
0.0408
0
0.1034
0.125
0.1667
0.0145
0.021
0.038
0.027
0.0296
0.0336
0.0152
0.9692
0.5949
0.0412
0
0.1034
0.125
0.1667
0.0149
0.023
0.0396
0.0272
0.0313
0.0333
0.0146
0.9692
0.584
0.0411
0
0.1034
0.125
0.1667
0.0148
0.0214
0.0387
0.0272
0.0302
reg oper account
block of flats
0.0586
Mixed
No
0
0
0
0
-2,028
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
5
272,729
150
0
Cash loans
F
N
N
0
90,000
67,500
6,705
67,500
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.018209
-19,785
-9,919
-9,342
-3,310
null
1
1
1
1
1
0
Sales staff
2
3
3
TUESDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.62002
0.709453
null
0.1969
0.143
0.9876
null
null
0.2
0.1724
0.3333
null
0.051
null
0.1281
null
0.0564
0.2006
0.1484
0.9876
null
null
0.2014
0.1724
0.3333
null
0.0521
null
0.1334
null
0.0598
0.1988
0.143
0.9876
null
null
0.2
0.1724
0.3333
null
0.0518
null
0.1304
null
0.0576
null
block of flats
0.1658
Panel
No
1
0
1
0
-1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
31,771
151
0
Cash loans
F
N
N
0
180,000
254,700
25,321.5
225,000
Family
Working
Secondary / secondary special
Separated
House / apartment
0.00496
-13,620
-1,403
-5,451
-4,225
null
1
1
0
1
0
1
Laborers
1
2
2
MONDAY
14
0
0
0
0
0
0
Self-employed
0.521633
0.391436
0.427657
0.0082
null
0.9518
null
null
null
null
0.0417
null
null
null
null
null
null
0.0084
null
0.9518
null
null
null
null
0.0417
null
null
null
null
null
null
0.0083
null
0.9518
null
null
null
null
0.0417
null
null
null
null
null
null
null
block of flats
0.0015
null
No
1
0
1
0
-252
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
262,588
152
0
Cash loans
M
Y
Y
0
337,500
876,078
49,050
765,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.072508
-13,210
-225
-7,318
-4,397
3
1
1
0
1
0
0
Drivers
1
1
1
SATURDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.667167
0.749409
0.337673
null
null
0.9876
null
null
null
null
null
null
null
null
0.2256
null
0.0063
null
null
0.9876
null
null
null
null
null
null
null
null
0.235
null
0.0067
null
null
0.9876
null
null
null
null
null
null
null
null
0.2296
null
0.0065
null
block of flats
0.2152
null
No
0
0
0
0
-382
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
111,151
153
0
Cash loans
M
N
Y
1
315,000
2,250,000
83,515.5
2,250,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.032561
-11,177
-1,514
-64
-2,793
null
1
1
0
1
0
1
Core staff
3
1
1
FRIDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.380092
0.693358
null
0.4753
0.0694
0.995
null
null
0.52
0.1724
0.9583
null
0.1213
null
0.6651
null
0.3558
0.4842
0.072
0.995
null
null
0.5236
0.1724
0.9583
null
0.1241
null
0.693
null
0.3767
0.4799
0.0694
0.995
null
null
0.52
0.1724
0.9583
null
0.1234
null
0.6771
null
0.3633
null
block of flats
0.6216
Monolithic
No
0
0
0
0
-926
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
174,463
154
0
Cash loans
F
N
Y
0
225,000
1,040,985
30,568.5
909,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.003818
-14,823
-185
-1,147
-4,138
null
1
1
0
1
0
0
Sales staff
1
2
2
TUESDAY
6
0
0
0
0
0
0
Self-employed
null
0.626339
0.607557
0.0907
0.1012
0.9816
0.7484
null
0
0.2069
0.1667
0.2083
null
0.074
0.0854
0
0.039
0.0924
0.105
0.9816
0.7583
null
0
0.2069
0.1667
0.2083
null
0.0808
0.0889
0
0.0413
0.0916
0.1012
0.9816
0.7518
null
0
0.2069
0.1667
0.2083
null
0.0752
0.0869
0
0.0398
reg oper account
block of flats
0.0681
Panel
No
2
0
2
0
-1,898
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
92,768
155
0
Cash loans
F
N
Y
0
225,000
684,054
77,494.5
630,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.006629
-23,656
-11,883
-7,125
-4,681
null
1
1
0
1
1
0
null
1
2
2
TUESDAY
9
0
0
0
0
0
0
Bank
null
0.592459
0.736623
0.2598
0.1158
0.9791
0.7144
null
0
0.2069
0.1667
0.2083
0.0218
0.1765
0.0935
0.1622
0.0319
0.2647
0.1202
0.9791
0.7256
null
0
0.2069
0.1667
0.2083
0.0223
0.1928
0.0974
0.1634
0.0338
0.2623
0.1158
0.9791
0.7182
null
0
0.2069
0.1667
0.2083
0.0222
0.1796
0.0952
0.163
0.0326
null
block of flats
0.0805
Block
No
0
0
0
0
-584
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
300,224
156
0
Cash loans
F
Y
Y
2
225,000
1,256,400
36,864
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.019689
-14,091
-5,664
-8,127
-2,462
7
1
1
0
1
0
0
null
4
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.598632
0.344155
0.0742
0.0564
0.9826
0.762
0.0044
0.08
0.069
0.3333
0.0417
0.0403
0.0605
0.0762
0
0
0.0756
0.0585
0.9826
0.7713
0.0044
0.0806
0.069
0.3333
0.0417
0.0412
0.0661
0.0794
0
0
0.0749
0.0564
0.9826
0.7652
0.0044
0.08
0.069
0.3333
0.0417
0.041
0.0616
0.0776
0
0
org spec account
block of flats
0.0726
Panel
No
4
2
4
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
0
160,420
157
0
Cash loans
M
Y
N
2
157,500
720,000
28,552.5
720,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
With parents
0.030755
-14,144
-4,516
-1,516
-4,616
7
1
1
0
1
1
0
Sales staff
4
2
2
THURSDAY
10
0
0
0
0
1
1
Self-employed
null
0.722178
0.634706
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,450
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
170,735
158
0
Revolving loans
F
N
N
2
112,500
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009657
-13,584
-680
-350
-2,097
null
1
1
0
1
0
0
Sales staff
4
2
2
TUESDAY
16
0
0
0
0
0
0
Self-employed
0.394163
0.636572
null
0.1148
0.084
0.9945
0.9252
0.0034
0.0932
0.1262
0.3054
0.3471
0.0393
0.0936
0.1036
0
0
0.063
0.0955
0.9975
0.9673
0
0
0.1379
0.375
0.4167
0.0151
0.0551
0.0637
0
0
0.1218
0.0921
0.9975
0.9665
0
0.12
0.1379
0.375
0.4167
0.0206
0.1
0.1027
0
0
reg oper account
block of flats
0.0544
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
null
null
null
null
null
null
38,354
159
0
Cash loans
F
N
N
1
121,500
1,102,500
32,364
1,102,500
Unaccompanied
State servant
Secondary / secondary special
Married
Municipal apartment
0.009657
-13,957
-410
-5,038
-4,630
null
1
1
1
1
1
0
Laborers
3
2
2
MONDAY
13
0
0
0
0
0
0
Business Entity Type 2
0.741096
0.408871
0.425893
0.0649
0.0935
0.9806
0.7348
null
0
0.1379
0.1667
0.2083
0.0805
0.0471
0.0542
0.027
0.0983
0.0662
0.097
0.9806
0.7452
null
0
0.1379
0.1667
0.2083
0.0824
0.0514
0.0565
0.0272
0.104
0.0656
0.0935
0.9806
0.7383
null
0
0.1379
0.1667
0.2083
0.0819
0.0479
0.0552
0.0272
0.1003
null
block of flats
0.0477
Stone, brick
No
0
0
0
0
-317
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
4
64,170
160
0
Revolving loans
F
N
N
0
135,000
405,000
20,250
405,000
Children
Working
Secondary / secondary special
Married
House / apartment
0.008474
-19,070
-837
-6,789
-2,595
null
1
1
1
1
0
0
Sales staff
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
0.621555
0.371543
0.180888
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
1
10
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
0
0
2
186,847
161
0
Cash loans
M
Y
Y
1
108,000
912,240
30,276
787,500
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018634
-17,850
-2,899
-2,880
-1,400
9
1
1
0
1
0
0
Drivers
3
2
2
THURSDAY
9
0
0
0
0
1
1
Industry: type 3
null
0.497301
0.832785
0.0701
0.1336
0.9816
null
null
0
0.1207
0.125
null
0.051
0.1009
0.0736
0
0.0011
0.0168
0.1387
0.9737
null
null
0
0.069
0.0417
null
0.0522
0.1102
0.0151
0
0.0012
0.0708
0.1336
0.9816
null
null
0
0.1207
0.125
null
0.0519
0.1026
0.0749
0
0.0011
null
block of flats
0.0114
Stone, brick
No
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2
24,230
162
0
Cash loans
F
N
Y
0
216,000
679,671
28,926
607,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-18,341
-701
-9,730
-1,876
null
1
1
0
1
0
0
null
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Transport: type 4
null
0.201584
0.609276
0.1031
0.0838
0.9826
0.762
0.009
0
0.2069
0.1667
0.2083
0
0.0841
0.0943
0
0
0.105
0.087
0.9826
0.7713
0.0091
0
0.2069
0.1667
0.2083
0
0.0918
0.0982
0
0
0.1041
0.0838
0.9826
0.7652
0.009
0
0.2069
0.1667
0.2083
0
0.0855
0.096
0
0
reg oper account
block of flats
0.0791
Panel
No
1
1
1
0
-2,071
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
8
164,235
163
0
Cash loans
F
N
Y
0
135,000
364,896
19,926
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.016612
-15,887
-468
-4,604
-3,739
null
1
1
0
1
0
0
Cooking staff
2
2
2
WEDNESDAY
12
0
0
0
1
0
1
Military
null
0.505288
0.218859
0.066
0.0891
0.9762
0.6736
0.0079
0
0.1379
0.125
0.1667
0.012
0.0538
0.0499
0
0
0.0672
0.0925
0.9762
0.6864
0.008
0
0.1379
0.125
0.1667
0.0123
0.0588
0.052
0
0
0.0666
0.0891
0.9762
0.678
0.0079
0
0.1379
0.125
0.1667
0.0123
0.0547
0.0508
0
0
not specified
block of flats
0.0436
Stone, brick
No
1
0
1
0
-736
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
231,544
164
0
Cash loans
M
Y
Y
0
112,500
312,768
20,353.5
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-23,187
-1,896
-5,213
-4,265
21
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
16
0
0
0
0
1
1
Business Entity Type 2
null
0.430618
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-149
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
266,406
165
0
Cash loans
M
Y
Y
2
135,000
781,920
50,148
675,000
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-12,994
-1,330
-2,588
-1,202
21
1
1
0
1
0
0
Laborers
4
2
2
SUNDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.437289
0.645634
0.654529
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-334
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
88,041
166
0
Cash loans
F
N
Y
1
225,000
1,483,231.5
51,687
1,354,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010147
-20,191
-1,699
-6,040
-3,723
null
1
1
0
1
0
1
Accountants
3
2
2
MONDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.85308
0.757328
0.130947
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
1
2
0
-1,864
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
110,120
167
0
Cash loans
M
N
Y
2
135,000
590,337
28,530
477,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-11,978
-3,947
-6,005
-4,099
null
1
1
0
1
1
0
Laborers
4
3
2
SUNDAY
8
0
0
0
0
0
0
Housing
0.244903
0.628532
0.121408
0.083
0.056
0.9816
0.8232
0.0681
0.1
0.1034
0.1875
0.4167
0.1387
0.1278
0.0967
0.0309
0.0158
0.0011
0
0.9762
0.8301
0.0687
0
0.0345
0
0.4167
0.1419
0.1396
0.0009
0.0311
0
0.0838
0.056
0.9816
0.8256
0.0685
0.1
0.1034
0.1875
0.4167
0.1411
0.13
0.0984
0.0311
0.0162
reg oper account
terraced house
0.1955
Wooden
No
4
1
4
1
-155
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
252,044
168
0
Cash loans
M
Y
Y
0
90,000
101,880
10,827
90,000
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.005144
-20,945
-7,359
-7,395
-4,287
11
1
1
1
1
0
0
Drivers
2
2
2
SATURDAY
12
0
0
0
0
0
0
Business Entity Type 3
null
0.718314
0.3808
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,278
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
5,708
169
0
Cash loans
M
N
Y
0
112,500
161,730
13,833
135,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.028663
-9,720
-573
-689
-2,193
null
1
1
1
1
1
0
Laborers
2
2
2
SUNDAY
13
0
0
0
0
1
1
Business Entity Type 3
null
0.394075
0.454321
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
-1,197
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
139,659
170
0
Cash loans
M
N
N
1
247,500
447,768
35,505
405,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-17,103
-5,021
-221
-647
null
1
1
1
1
0
0
Laborers
3
2
2
SATURDAY
14
0
0
0
0
0
0
Industry: type 9
0.405098
0.10357
0.742182
0.0866
0.1252
0.9876
null
null
0
0.2069
0.1667
null
0.0551
null
0.0905
null
0.0428
0.0882
0.1299
0.9876
null
null
0
0.2069
0.1667
null
0.0563
null
0.0943
null
0.0453
0.0874
0.1252
0.9876
null
null
0
0.2069
0.1667
null
0.056
null
0.0921
null
0.0437
null
block of flats
0.09
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
199,152
171
0
Cash loans
F
N
Y
0
225,000
402,939
19,381.5
306,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010147
-19,914
-3,408
-7,647
-3,444
null
1
1
0
1
1
0
Laborers
2
2
2
FRIDAY
11
0
1
1
0
1
1
Business Entity Type 1
0.582492
0.657784
0.196334
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
1
2
0
-1,498
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
246,937
172
0
Cash loans
F
N
Y
0
90,000
808,650
23,643
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.007305
-22,389
365,243
-12,314
-4,884
null
1
0
0
1
0
0
null
2
3
3
WEDNESDAY
12
0
0
0
0
0
0
XNA
null
0.223495
0.45611
0.0082
null
0.9414
null
null
null
null
0.0417
null
null
null
0.007
null
null
0.0084
null
0.9414
null
null
null
null
0.0417
null
null
null
0.0055
null
null
0.0083
null
0.9414
null
null
null
null
0.0417
null
null
null
0.0071
null
null
null
block of flats
0.0042
Wooden
No
1
0
1
0
-1,386
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
3
269,020
173
0
Cash loans
F
N
Y
2
67,500
76,410
4,513.5
67,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.0105
-15,293
-5,317
-4,699
-4,753
null
1
1
1
1
0
0
Laborers
4
3
3
FRIDAY
15
0
0
0
0
1
1
Industry: type 3
0.636498
0.093445
0.519097
0.034
null
0.9816
null
null
0
null
0.0833
null
null
null
0.0269
null
0
0.0347
null
0.9816
null
null
0
null
0.0833
null
null
null
0.0281
null
0
0.0344
null
0.9816
null
null
0
null
0.0833
null
null
null
0.0274
null
0
null
null
0.0212
Stone, brick
No
0
0
0
0
-1,655
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
208,533
174
0
Cash loans
F
Y
N
1
72,000
90,000
6,529.5
90,000
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.010966
-11,259
-164
-808
-3,951
17
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
12
0
0
0
0
0
0
Business Entity Type 3
null
0.295433
0.621226
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,203
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
5
177,302
175
0
Cash loans
M
Y
Y
0
202,500
270,000
14,134.5
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.025164
-19,530
-1,940
-7,092
-3,060
12
1
1
0
1
1
0
Drivers
2
2
2
THURSDAY
8
0
0
0
0
1
1
Other
0.690437
0.581022
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,424
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
120,573
176
0
Cash loans
F
N
Y
0
225,000
490,495.5
50,391
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006629
-17,715
-1,256
-5,284
-1,238
null
1
1
0
1
0
0
Sales staff
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Self-employed
null
0.670967
null
0.232
0.2113
0.9886
0.8436
0.064
0.2
0.1724
0.3333
0.0417
0.142
0.1858
0.2913
0.0154
0.0199
0.2363
0.2192
0.9886
0.8497
0.0646
0.2014
0.1724
0.3333
0.0417
0.1452
0.2029
0.3035
0.0156
0.021
0.2342
0.2113
0.9886
0.8457
0.0644
0.2
0.1724
0.3333
0.0417
0.1445
0.189
0.2966
0.0155
0.0203
org spec account
block of flats
0.2685
Panel
No
3
0
3
0
-470
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
217,825
177
0
Cash loans
M
Y
Y
0
292,500
1,078,200
34,911
900,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-21,646
-2,127
-381
-4,264
2
1
1
0
1
1
0
Drivers
2
1
1
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.717761
0.750443
0.511892
0.0722
0.0575
null
0.8708
0.0137
null
0.0345
0.1667
0.0417
null
null
null
null
null
0.0735
0.0597
null
0.8759
0.0138
null
0.0345
0.1667
0.0417
null
null
null
null
null
0.0729
0.0575
null
0.8725
0.0138
null
0.0345
0.1667
0.0417
null
null
null
null
null
reg oper spec account
null
0.0376
Stone, brick
No
2
1
2
1
-307
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
294,468
178
0
Cash loans
M
Y
Y
0
315,000
824,544
52,825.5
720,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.04622
-15,377
-4,398
-34
-5,046
3
1
1
0
1
0
0
Laborers
1
1
1
MONDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.59371
0.611886
0.420611
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-567
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
18,186
179
0
Cash loans
F
N
Y
0
90,000
312,768
16,119
270,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.018634
-23,090
365,243
-7,062
-2,979
null
1
0
0
1
1
0
null
1
2
2
TUESDAY
10
0
0
0
0
0
0
XNA
null
0.518701
0.730987
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
1
3
1
-2,568
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
145,535
180
0
Cash loans
F
N
Y
0
135,000
81,000
9,135
81,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-16,273
-1,605
-939
-1,092
null
1
1
0
1
0
0
Cooking staff
2
2
2
TUESDAY
14
0
0
0
0
0
0
Restaurant
null
0.233865
null
0.1247
0.0563
0.9732
0.6328
0.1041
0
0.2069
0.1667
0.2083
0
0.0925
0.1388
0.0425
0.0869
0.1271
0.0584
0.9732
0.6472
0.105
0
0.2069
0.1667
0.2083
0
0.101
0.1446
0.0428
0.092
0.126
0.0563
0.9732
0.6377
0.1047
0
0.2069
0.1667
0.2083
0
0.0941
0.1413
0.0427
0.0887
reg oper account
block of flats
0.185
Block
No
6
0
6
0
-364
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
38,050
181
0
Cash loans
M
Y
Y
0
180,000
427,500
21,955.5
427,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.018209
-20,672
365,243
-3,315
-3,299
25
1
0
0
1
0
0
null
2
3
3
FRIDAY
8
0
0
0
0
0
0
XNA
null
0.379162
0.3791
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-1,838
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
266,684
182
0
Cash loans
M
N
Y
0
180,000
180,000
20,488.5
180,000
Unaccompanied
Working
Higher education
Single / not married
Co-op apartment
0.011657
-10,038
-1,746
-4,742
-2,723
null
1
1
1
1
0
0
Core staff
1
1
1
FRIDAY
14
0
1
1
0
1
1
Government
null
0.70577
0.477649
0.0619
0.076
0.9876
0.83
0.0575
0
0.1034
0.1667
0.2083
0.0559
0.0504
0.0703
0
0.1447
0.063
0.0788
0.9876
0.8367
0.0581
0
0.1034
0.1667
0.2083
0.0572
0.0551
0.0733
0
0.1532
0.0625
0.076
0.9876
0.8323
0.0579
0
0.1034
0.1667
0.2083
0.0569
0.0513
0.0716
0
0.1477
reg oper account
block of flats
0.0868
Panel
No
2
0
2
0
-770
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
116,295
183
0
Cash loans
F
N
Y
0
90,000
522,000
22,243.5
522,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.026392
-14,974
-2,389
-7,478
-4,099
null
1
1
1
1
0
0
Laborers
2
2
2
SATURDAY
11
0
0
0
0
1
1
Postal
null
0.508092
0.542445
0.0278
null
0.9896
null
null
0
0.069
0.0833
null
null
null
0.0254
null
0.0524
0.0284
null
0.9896
null
null
0
0.069
0.0833
null
null
null
0.0265
null
0.0555
0.0281
null
0.9896
null
null
0
0.069
0.0833
null
null
null
0.0259
null
0.0535
null
block of flats
0.0314
Stone, brick
No
0
0
0
0
-2,649
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
236,765
184
0
Cash loans
M
Y
Y
0
315,000
1,575,000
41,548.5
1,575,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.008625
-13,640
-3,339
-3,522
-5,525
2
1
1
1
1
1
0
Drivers
2
2
2
SATURDAY
10
1
1
0
1
1
0
Postal
0.118684
0.690458
0.520898
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-830
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
133,038
185
0
Cash loans
F
N
Y
0
108,000
585,000
32,665.5
585,000
Family
Pensioner
Higher education
Widow
House / apartment
0.009549
-23,456
365,243
-2,267
-4,483
null
1
0
0
1
1
0
null
1
2
2
THURSDAY
17
0
0
0
0
0
0
XNA
0.770814
0.235314
0.270707
0.0588
null
0.993
null
null
0
0.1034
0.1667
null
0.0659
null
0.0651
null
0
0.0599
null
0.993
null
null
0
0.1034
0.1667
null
0.0674
null
0.0678
null
0
0.0593
null
0.993
null
null
0
0.1034
0.1667
null
0.0671
null
0.0662
null
0
null
block of flats
0.0645
Panel
No
0
0
0
0
-2,255
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
81,650
186
0
Cash loans
F
N
Y
0
121,500
1,215,000
48,186
1,215,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.018209
-23,037
365,243
-2,017
-4,082
null
1
0
0
1
0
0
null
2
3
3
SATURDAY
7
0
0
0
0
0
0
XNA
null
0.30515
0.695622
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,435
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
221,291
187
0
Cash loans
F
N
Y
0
112,500
723,996
34,960.5
585,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.019689
-8,302
-278
-1,219
-959
null
1
1
0
1
1
0
Sales staff
1
2
2
TUESDAY
15
0
0
0
0
0
0
Self-employed
0.389138
0.577718
0.394495
0.032
0.0229
0.9742
0.6464
0.0037
0
0.069
0.125
0.1667
0.0448
0.0252
0.0204
0.0039
0.002
0.0326
0.0238
0.9742
0.6602
0.0037
0
0.069
0.125
0.1667
0.0458
0.0275
0.0213
0.0039
0.0022
0.0323
0.0229
0.9742
0.6511
0.0037
0
0.069
0.125
0.1667
0.0456
0.0257
0.0208
0.0039
0.0021
reg oper account
block of flats
0.0186
Block
No
3
0
3
0
-800
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
184,587
188
0
Cash loans
F
N
N
0
157,500
1,256,400
36,864
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
Municipal apartment
0.032561
-18,810
-995
-9,761
-2,290
null
1
1
0
1
0
0
null
1
1
1
FRIDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.695817
0.713631
0.0619
0.0612
0.9737
null
null
0
0.1379
0.1667
null
0.0739
null
0.0547
null
0
0.063
0.0635
0.9737
null
null
0
0.1379
0.1667
null
0.0756
null
0.057
null
0
0.0625
0.0612
0.9737
null
null
0
0.1379
0.1667
null
0.0752
null
0.0557
null
0
null
block of flats
0.043
Panel
No
2
1
2
1
-1,388
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
163,737
189
0
Cash loans
F
N
N
0
85,500
225,000
18,040.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.014464
-10,571
-1,028
-643
-1,899
null
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.101045
0.646689
0.225087
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,206
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
3
205,830
190
0
Cash loans
M
N
Y
0
180,000
427,450.5
23,319
369,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.010276
-11,180
-1,313
-4,774
-3,699
null
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
9
0
0
0
1
1
0
Business Entity Type 3
null
0.285898
0.448962
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-177
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
200,174
191
0
Revolving loans
F
N
Y
0
90,000
337,500
16,875
337,500
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.032561
-21,497
365,243
-14,502
-4,288
null
1
0
0
1
1
0
null
2
1
1
TUESDAY
16
0
0
0
0
0
0
XNA
null
0.714056
0.750375
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,124
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
170,309
192
0
Revolving loans
F
N
Y
1
135,000
180,000
9,000
180,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.010006
-9,135
-460
-1,219
-1,815
null
1
1
1
1
1
0
Sales staff
3
2
1
FRIDAY
14
0
0
0
0
0
0
Business Entity Type 2
null
0.195258
0.183035
0.1103
0.064
0.9841
0.7824
0.0308
0.08
0.0345
0.2917
0.3333
0.0148
0.0765
0.0635
0.0618
0.0361
0.1124
0.0664
0.9841
0.7909
0.0311
0.0806
0.0345
0.2917
0.3333
0.0151
0.0836
0.0662
0.0623
0.0382
0.1114
0.064
0.9841
0.7853
0.031
0.08
0.0345
0.2917
0.3333
0.015
0.0778
0.0646
0.0621
0.0369
reg oper account
block of flats
0.0585
Panel
No
3
1
3
1
-70
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
2
291,237
193
1
Cash loans
F
N
Y
0
157,500
1,710,000
66,262.5
1,710,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.004849
-23,127
-9,274
-817
-4,173
null
1
1
0
1
0
0
Medicine staff
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Other
null
0.126332
null
0.033
null
0.9757
null
null
null
null
null
null
null
null
null
null
null
0.0336
null
0.9757
null
null
null
null
null
null
null
null
null
null
null
0.0333
null
0.9757
null
null
null
null
null
null
null
null
null
null
null
null
block of flats
0.0195
Stone, brick
No
0
0
0
0
-1,246
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
70,040
194
0
Cash loans
M
Y
Y
0
308,250
1,305,000
38,281.5
1,305,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.026392
-15,612
-1,106
-8,060
-4,018
6
1
1
1
1
1
0
Drivers
2
2
2
MONDAY
14
0
0
0
0
0
0
Self-employed
0.652943
0.698453
0.800451
0.1979
0.1629
0.9851
null
null
0.24
0.2069
0.3333
null
null
null
0.2063
null
0.1504
0.2017
0.169
0.9851
null
null
0.2417
0.2069
0.3333
null
null
null
0.2149
null
0.1592
0.1999
0.1629
0.9851
null
null
0.24
0.2069
0.3333
null
null
null
0.21
null
0.1535
null
block of flats
0.1949
Panel
No
1
0
1
0
-2,263
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
84,001
195
0
Cash loans
M
N
Y
0
180,000
254,700
16,407
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.072508
-23,946
365,243
-6,935
-3,948
null
1
0
0
1
0
0
null
1
1
1
WEDNESDAY
16
0
0
0
0
0
0
XNA
null
0.458685
0.528093
0.3041
0.1854
0.9791
0.7144
0
0.32
0.2759
0.3333
0.0417
0
0.2412
0.281
0.0309
0.009
0.3099
0.1924
0.9791
0.7256
0
0.3222
0.2759
0.3333
0.0417
0
0.2635
0.2928
0.0311
0.0096
0.3071
0.1854
0.9791
0.7182
0
0.32
0.2759
0.3333
0.0417
0
0.2454
0.2861
0.0311
0.0092
reg oper account
block of flats
0.223
Panel
No
0
0
0
0
-975
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
5
270,035
196
0
Cash loans
F
N
Y
1
112,500
675,000
21,906
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.025164
-17,957
-4,942
-7,868
-1,478
null
1
1
1
1
0
0
Sales staff
2
2
2
THURSDAY
15
0
0
0
0
0
0
Self-employed
null
0.660907
0.622922
0.0124
0
0.9702
0.592
0.0017
0
0.069
0.0417
null
0.0093
0.0101
0.0104
0
0
0.0126
0
0.9702
0.608
0.0017
0
0.069
0.0417
null
0.0095
0.011
0.0108
0
0
0.0125
0
0.9702
0.5975
0.0017
0
0.069
0.0417
null
0.0095
0.0103
0.0105
0
0
not specified
block of flats
0.0091
Wooden
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
1
0
1
68,625
197
1
Revolving loans
F
Y
Y
0
73,341
135,000
6,750
135,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.018801
-9,157
-146
-2,926
-1,822
11
1
1
0
1
0
0
Managers
1
2
2
THURSDAY
11
0
0
0
0
0
0
Insurance
null
0.52323
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
No
1
1
1
1
-64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
null
null
null
null
null
null
229,046
198
0
Cash loans
F
N
Y
0
135,000
747,000
38,268
747,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.026392
-12,585
-870
-6,120
-4,734
null
1
1
0
1
0
0
Sales staff
2
2
2
SATURDAY
10
0
0
0
0
0
0
Self-employed
null
0.653572
0.832785
0.0825
null
0.9737
null
null
0
0.1379
0.1667
null
null
null
0.0644
null
0
0.084
null
0.9737
null
null
0
0.1379
0.1667
null
null
null
0.0671
null
0
0.0833
null
0.9737
null
null
0
0.1379
0.1667
null
null
null
0.0656
null
0
null
block of flats
0.0506
Stone, brick
No
4
1
4
1
-914
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
284,863
199
0
Cash loans
M
Y
Y
2
180,000
675,000
29,862
675,000
Unaccompanied
Working
Higher education
Married
With parents
0.015221
-14,445
-3,218
-5,173
-5,186
2
1
1
0
1
1
1
Laborers
4
2
2
TUESDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.692455
0.328269
0.758393
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
3
250,658