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
0
0
Cash loans
F
N
N
0
270,000
1,293,502.5
35,698.5
1,129,500
Family
State servant
Higher education
Married
House / apartment
0.003541
-16,765
-1,188
-1,186
-291
null
1
1
0
1
1
0
Core staff
2
1
1
MONDAY
11
0
0
0
0
0
0
School
0.311267
0.622246
null
0.0959
0.0529
0.9851
0.796
0.0605
0.08
0.0345
0.2917
0.3333
0.013
0.0773
0.0549
0.0039
0.0098
0.0924
0.0538
0.9851
0.804
0.0497
0.0806
0.0345
0.2917
0.3333
0.0128
0.079
0.0554
0
0
0.0968
0.0529
0.9851
0.7987
0.0608
0.08
0.0345
0.2917
0.3333
0.0132
0.0787
0.0558
0.0039
0.01
reg oper account
block of flats
0.0714
Block
No
1
0
1
0
-828
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
278,621
1
0
Cash loans
F
N
Y
0
135,000
312,682.5
29,686.5
297,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008019
-19,005
-3,039
-9,833
-2,437
null
1
1
0
1
0
0
Laborers
2
2
2
WEDNESDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.650442
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-617
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
139,008
2
0
Cash loans
M
N
Y
0
121,500
513,000
21,865.5
513,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.028663
-19,932
-3,038
-4,311
-3,458
null
1
1
0
1
0
0
Core staff
1
2
2
THURSDAY
11
0
0
0
0
1
1
Religion
null
0.322738
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,106
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
138,348
3
0
Cash loans
M
N
Y
0
99,000
490,495.5
27,517.5
454,500
Spouse, partner
State servant
Secondary / secondary special
Married
House / apartment
0.035792
-16,941
-1,588
-4,970
-477
null
1
1
1
1
1
0
Laborers
2
2
2
WEDNESDAY
16
0
0
0
0
0
0
Other
null
0.354225
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
-2,536
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
64,140
4
0
Cash loans
M
Y
Y
0
360,000
1,530,000
42,075
1,530,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.003122
-18,850
-449
-4,597
-2,379
8
1
1
1
1
0
0
Managers
2
3
3
MONDAY
16
0
0
0
0
1
1
Other
null
0.714279
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
2
0
2
0
-1,070
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
219,374
5
0
Cash loans
F
N
Y
0
112,500
1,019,610
33,826.5
913,500
Children
Pensioner
Secondary / secondary special
Married
House / apartment
0.018634
-20,099
365,243
-7,427
-3,514
null
1
0
0
1
0
0
null
2
2
2
WEDNESDAY
14
0
0
0
0
0
0
XNA
0.587334
0.205747
0.751724
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
53,466
6
0
Revolving loans
M
N
Y
0
135,000
405,000
20,250
405,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.019689
-14,469
-2,019
-14,437
-3,992
null
1
1
0
1
0
0
Laborers
1
2
2
THURSDAY
8
0
0
0
0
0
0
Electricity
null
0.746644
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,673
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
27,272
7
0
Cash loans
F
N
Y
1
112,500
652,500
21,177
652,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.0228
-10,197
-679
-4,427
-738
null
1
1
0
1
0
0
Core staff
3
2
2
SATURDAY
15
0
0
0
0
0
0
Medicine
0.31976
0.651862
0.363945
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-844
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
218,056
8
0
Cash loans
M
Y
N
1
225,000
918,468
28,966.5
697,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.016612
-14,086
-3,028
-643
-4,911
23
1
1
0
1
0
0
Drivers
3
2
2
THURSDAY
13
0
0
0
0
0
0
Self-employed
null
0.566907
0.770087
0.1474
0.0973
0.9806
0.7348
0.0582
0.16
0.1379
0.3333
0.375
0.0931
0.1202
0.1397
0
0
0.1502
0.101
0.9806
0.7452
0.0587
0.1611
0.1379
0.3333
0.375
0.0952
0.1313
0.1456
0
0
0.1489
0.0973
0.9806
0.7383
0.0585
0.16
0.1379
0.3333
0.375
0.0947
0.1223
0.1422
0
0
reg oper account
block of flats
0.1417
Panel
No
0
0
0
0
-4
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
52,390
9
0
Cash loans
F
N
Y
0
189,000
773,680.5
32,778
679,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-14,583
-203
-615
-2,056
null
1
1
0
1
0
0
Laborers
2
2
1
MONDAY
9
0
0
0
0
0
0
Transport: type 2
0.72194
0.642656
null
0.3495
0.1335
0.9985
0.9796
0.1143
0.4
0.1724
0.6667
0.7083
0.1758
0.2849
0.3774
0.0193
0.1001
0.3561
0.1386
0.9985
0.9804
0.1153
0.4028
0.1724
0.6667
0.7083
0.1798
0.3113
0.3932
0.0195
0.106
0.3529
0.1335
0.9985
0.9799
0.115
0.4
0.1724
0.6667
0.7083
0.1789
0.2899
0.3842
0.0194
0.1022
reg oper account
block of flats
0.3811
Panel
No
0
0
0
0
-188
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
268,198
10
0
Cash loans
M
Y
Y
0
157,500
299,772
20,160
247,500
Family
Working
Secondary / secondary special
Single / not married
Rented apartment
0.020713
-8,728
-1,157
-3,494
-1,368
17
1
1
0
1
0
0
Laborers
1
3
3
SATURDAY
6
0
0
0
1
1
0
Business Entity Type 2
0.115634
0.346634
0.678568
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-925
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
159,669
11
0
Revolving loans
F
N
Y
1
81,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-9,776
-191
-4,143
-2,427
null
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
10
0
0
0
1
1
0
Construction
null
0.683513
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,811
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
211,972
12
0
Revolving loans
F
N
Y
0
112,500
157,500
7,875
157,500
Other_A
Working
Secondary / secondary special
Widow
House / apartment
0.04622
-17,718
-7,804
-8,751
-1,259
null
1
1
0
1
1
0
Laborers
1
1
1
FRIDAY
13
0
0
0
0
0
0
Housing
null
0.706428
0.556727
0.0278
0.0617
0.9881
0.8368
0.0018
0
0.1034
0.0833
0.125
0.0279
0.0227
0.029
0
0
0.0284
0.064
0.9881
0.8432
0.0018
0
0.1034
0.0833
0.125
0.0286
0.0248
0.0302
0
0
0.0281
0.0617
0.9881
0.839
0.0018
0
0.1034
0.0833
0.125
0.0284
0.0231
0.0295
0
0
reg oper account
block of flats
0.0238
Stone, brick
No
8
0
8
0
-239
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
152,919
13
0
Cash loans
F
N
Y
1
90,000
544,491
17,563.5
454,500
Unaccompanied
State servant
Higher education
Single / not married
House / apartment
0.015221
-11,348
-2,038
-1,021
-3,964
null
1
1
1
1
1
0
Core staff
2
2
2
MONDAY
12
0
0
0
0
0
0
Kindergarten
null
0.586617
0.477649
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,850
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
67,603
14
0
Revolving loans
M
Y
Y
0
135,000
427,500
21,375
427,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-18,252
-4,286
-298
-1,800
7
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
13
0
0
0
0
0
0
Self-employed
0.565655
0.113375
null
0.0722
0.0801
0.9781
0.7008
null
0
0.1379
0.1667
0.0417
0.0534
0.0588
0.0619
0
0
0.0735
0.0831
0.9782
0.7125
null
0
0.1379
0.1667
0.0417
0.0546
0.0643
0.0645
0
0
0.0729
0.0801
0.9781
0.7048
null
0
0.1379
0.1667
0.0417
0.0543
0.0599
0.063
0
0
reg oper account
block of flats
0.053
Stone, brick
No
0
0
0
0
-296
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
290,315
15
0
Cash loans
F
Y
Y
1
202,500
1,132,573.5
37,561.5
927,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-14,815
-1,652
-2,299
-2,299
14
1
1
0
1
0
0
Sales staff
3
2
2
MONDAY
9
0
0
0
0
0
0
Trade: type 7
0.437709
0.233767
0.542445
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
1
4
57,291
16
0
Cash loans
F
N
Y
0
83,250
239,850
23,850
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.006296
-24,827
365,243
-9,012
-3,684
null
1
0
0
1
1
0
null
2
3
3
FRIDAY
12
0
0
0
0
0
0
XNA
null
0.624305
0.669057
0.1443
0.0848
0.9876
0.83
0.1064
0.14
0.1207
0.375
0.4167
0.2371
0.1173
0.1484
0.0019
0.0007
0.1261
0.0754
0.9876
0.8367
0
0.1208
0.1034
0.375
0.4167
0.2425
0.1102
0.0923
0
0
0.1457
0.0848
0.9876
0.8323
0.1071
0.14
0.1207
0.375
0.4167
0.2412
0.1193
0.151
0.0019
0.0007
org spec account
block of flats
0.164
Mixed
No
0
0
0
0
-795
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
170,817
17
0
Cash loans
F
N
Y
0
90,000
225,000
11,074.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-19,334
-3,494
-2,419
-2,893
null
1
1
0
1
1
0
Cleaning staff
2
2
2
SATURDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.561948
0.651406
0.461482
0.0722
0.0147
0.9781
0.7008
0.001
0
0.1379
0.1667
0.0417
0.0498
0.0588
0.067
0
0
0.0735
0.0153
0.9782
0.7125
0.001
0
0.1379
0.1667
0.0417
0.0509
0.0643
0.0698
0
0
0.0729
0.0147
0.9781
0.7048
0.001
0
0.1379
0.1667
0.0417
0.0506
0.0599
0.0682
0
0
reg oper account
block of flats
0.0533
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
0
71,586
18
0
Cash loans
M
N
Y
1
112,500
327,024
23,827.5
270,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.019101
-15,948
-1,234
-5,782
-3,153
null
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
10
0
0
0
0
1
1
Industry: type 11
null
0.541124
0.659406
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-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
205,758
19
0
Cash loans
M
Y
Y
0
270,000
790,830
57,676.5
675,000
Unaccompanied
State servant
Higher education
Single / not married
House / apartment
0.04622
-9,994
-1,796
-4,668
-2,661
1
1
1
0
1
0
1
null
1
1
1
WEDNESDAY
11
0
1
1
0
0
0
Military
0.600396
0.685011
0.524496
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-849
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
1
133,615
20
0
Revolving loans
M
N
Y
0
90,000
180,000
9,000
180,000
Unaccompanied
Working
Higher education
Single / not married
With parents
0.030755
-10,341
-1,010
-4,799
-3,015
null
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.297914
0.502779
null
0.1505
0.0838
0.9831
0.7688
0.0188
0.16
0.1379
0.3333
0.375
0.0872
0.121
0.1412
0.0077
0.0061
0.1534
0.087
0.9831
0.7779
0.019
0.1611
0.1379
0.3333
0.375
0.0892
0.1322
0.1471
0.0078
0.0065
0.152
0.0838
0.9831
0.7719
0.0189
0.16
0.1379
0.3333
0.375
0.0887
0.1231
0.1437
0.0078
0.0063
reg oper account
block of flats
0.1227
Panel
No
0
0
0
0
-599
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
175,438
21
0
Cash loans
F
N
Y
0
112,500
512,064
25,033.5
360,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008575
-11,144
-1,104
-7,846
-2,904
null
1
1
0
1
0
0
Private service staff
2
2
2
TUESDAY
12
0
0
0
0
0
0
Services
0.274422
0.6273
null
0.367
0.3751
0.9901
null
null
0.28
0.4828
0.375
null
0.1569
null
0.2574
null
null
0.3739
0.3893
0.9901
null
null
0.282
0.4828
0.375
null
0.1604
null
0.2682
null
null
0.3706
0.3751
0.9901
null
null
0.28
0.4828
0.375
null
0.1596
null
0.262
null
null
null
block of flats
0.3388
Block
No
2
0
2
0
-397
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
5
268,508
22
0
Cash loans
F
N
N
0
90,000
199,008
20,893.5
180,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010032
-12,974
-4,404
-7,123
-4,464
null
1
1
1
1
0
0
Laborers
2
2
2
SATURDAY
11
0
0
0
0
0
0
Business Entity Type 2
null
0.559467
0.798137
0.0928
null
0.9801
null
null
0
0.2069
0.1667
null
null
null
0.0602
null
0.0436
0.0945
null
0.9801
null
null
0
0.2069
0.1667
null
null
null
0.0627
null
0.0461
0.0937
null
0.9801
null
null
0
0.2069
0.1667
null
null
null
0.0613
null
0.0445
null
block of flats
0.0684
Panel
No
0
0
0
0
-2,766
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
180,419
23
0
Cash loans
F
N
Y
0
135,000
1,125,000
32,895
1,125,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.019689
-15,997
-4,585
-5,735
-4,067
null
1
1
0
1
0
0
Core staff
2
2
2
FRIDAY
14
0
0
0
0
0
0
Security Ministries
null
0.172498
null
0.0825
0.0804
0.9762
0.6736
0.0056
0
0.1379
0.1667
0.2083
0.038
0.0672
0.0637
0
0
0.084
0.0835
0.9762
0.6864
0.0057
0
0.1379
0.1667
0.2083
0.0389
0.0735
0.0664
0
0
0.0833
0.0804
0.9762
0.678
0.0057
0
0.1379
0.1667
0.2083
0.0387
0.0684
0.0648
0
0
reg oper account
block of flats
0.0532
Stone, brick
No
0
0
0
0
-3,019
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
244,463
24
0
Cash loans
F
N
N
0
112,500
450,000
44,509.5
450,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.008575
-12,158
-1,275
-6,265
-2,009
null
1
1
1
1
1
0
Sales staff
2
2
2
MONDAY
19
0
0
0
0
0
0
Self-employed
null
0.663158
0.678568
0.0948
0.0792
0.9861
0.8096
null
0
0.1724
0.1667
null
0.0888
null
0.0582
null
null
0.0966
0.0822
0.9861
0.8171
null
0
0.1724
0.1667
null
0.0908
null
0.0606
null
null
0.0958
0.0792
0.9861
0.8121
null
0
0.1724
0.1667
null
0.0903
null
0.0592
null
null
reg oper account
block of flats
0.0749
Stone, brick
No
0
0
0
0
-1,285
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
23,394
25
0
Cash loans
F
N
Y
2
198,000
641,173.5
23,157
553,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.01885
-17,199
-768
-63
-735
null
1
1
1
1
1
0
Private service staff
4
2
2
THURSDAY
13
0
0
0
0
0
0
Other
0.842763
0.681699
0.754406
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,411
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
83,382
26
0
Cash loans
M
N
Y
0
121,500
454,500
15,151.5
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-21,077
-1,288
-5,474
-4,270
null
1
1
0
1
1
0
Drivers
2
2
2
FRIDAY
10
0
0
0
0
1
1
Transport: type 4
0.804586
0.719799
0.722393
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,541
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
266,058
27
0
Cash loans
F
N
Y
0
99,000
247,275
17,338.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.006207
-23,920
365,243
-9,817
-4,969
null
1
0
0
1
1
0
null
2
2
2
FRIDAY
11
0
0
0
0
0
0
XNA
null
0.650765
0.751724
null
null
0.9851
null
null
0.04
0.0345
0.3333
null
0.0566
null
0.0922
null
null
null
null
0.9851
null
null
0.0403
0.0345
0.3333
null
0.0579
null
0.096
null
null
null
null
0.9851
null
null
0.04
0.0345
0.3333
null
0.0576
null
0.0938
null
null
null
block of flats
0.0786
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
278,036
28
0
Revolving loans
M
Y
Y
0
180,000
540,000
27,000
540,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.025164
-16,126
-1,761
-8,236
-4,292
3
1
1
0
1
0
0
Managers
2
2
2
TUESDAY
8
0
0
0
0
0
0
Business Entity Type 3
null
0.738053
0.605836
0.0814
0.0994
0.9831
0.7688
0.0142
0
0.2069
0.1667
0.2083
0.1404
0.0656
0.0771
0.0039
0.0227
0.083
0.1032
0.9831
0.7779
0.0143
0
0.2069
0.1667
0.2083
0.1436
0.0716
0.0804
0.0039
0.0241
0.0822
0.0994
0.9831
0.7719
0.0143
0
0.2069
0.1667
0.2083
0.1429
0.0667
0.0785
0.0039
0.0232
org spec account
block of flats
0.0734
Stone, brick
No
1
0
1
0
-540
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
247,311
29
1
Cash loans
M
N
Y
0
202,500
1,193,580
35,028
855,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.025164
-17,482
-1,262
-1,182
-1,029
null
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.306841
0.320163
0.1309
0.125
0.996
0.9456
0.0822
0.16
0.1379
0.25
0.2917
0.0142
0.1059
0.1267
0.0039
0.0078
0.1334
0.1297
0.996
0.9477
0.083
0.1611
0.1379
0.25
0.2917
0.0145
0.1157
0.132
0.0039
0.0082
0.1322
0.125
0.996
0.9463
0.0827
0.16
0.1379
0.25
0.2917
0.0144
0.1077
0.129
0.0039
0.0079
org spec account
block of flats
0.1463
Stone, brick
No
0
0
0
0
-1,075
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
4
273,016
30
1
Cash loans
F
N
N
0
135,000
288,873
16,258.5
238,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.007305
-13,384
-3,597
-45
-4,409
null
1
1
1
1
1
0
Sales staff
2
3
3
THURSDAY
11
0
0
0
0
0
0
Self-employed
0.468208
0.674203
0.399676
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
-1,480
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
20,815
31
0
Cash loans
F
N
Y
0
108,000
746,280
42,970.5
675,000
Unaccompanied
Pensioner
Higher education
Single / not married
House / apartment
0.010966
-23,548
365,243
-5,745
-4,576
null
1
0
0
1
0
0
null
1
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
null
0.766138
0.684828
0.2186
0.1232
0.9851
0.796
0.0528
0.24
0.2069
0.3333
0.375
0.1154
0.1774
0.2113
0.0039
0.0051
0.2227
0.1279
0.9851
0.804
0.0533
0.2417
0.2069
0.3333
0.375
0.1181
0.1938
0.2202
0.0039
0.0054
0.2207
0.1232
0.9851
0.7987
0.0531
0.24
0.2069
0.3333
0.375
0.1175
0.1804
0.2151
0.0039
0.0052
reg oper spec account
block of flats
0.1903
Panel
No
0
0
0
0
-491
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
160,734
32
0
Cash loans
M
N
Y
0
202,500
661,702.5
48,280.5
598,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.007114
-9,827
-758
-4,166
-2,380
null
1
1
1
1
0
0
null
2
2
2
WEDNESDAY
12
0
0
0
0
1
1
Business Entity Type 3
null
0.631519
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
-556
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
238,552
33
0
Revolving loans
F
N
Y
1
90,000
180,000
9,000
180,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.009334
-7,974
-895
-6,591
-642
null
1
1
1
1
0
0
Sales staff
3
2
2
MONDAY
10
0
0
0
0
0
0
Self-employed
null
0.535542
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
1
1
1
-462
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
5,661
34
0
Cash loans
F
N
Y
0
202,500
305,221.5
17,649
252,000
Family
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.019689
-20,373
365,243
-7,760
-1,993
null
1
0
0
1
0
0
null
1
2
2
MONDAY
8
0
0
0
0
0
0
XNA
null
0.247665
0.47585
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-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
2
4
62,693
35
0
Cash loans
F
N
Y
0
99,000
260,640
26,838
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-20,121
-5,332
-9,197
-3,283
null
1
1
1
1
1
0
Medicine staff
2
2
2
WEDNESDAY
16
0
0
0
0
1
1
Business Entity Type 3
null
0.089241
0.728141
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,247
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
138,703
36
0
Cash loans
F
N
N
0
130,500
1,350,000
37,255.5
1,350,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.020713
-19,727
-4,411
-6,225
-3,199
null
1
1
1
1
1
0
Managers
2
3
3
THURSDAY
10
0
0
0
0
0
0
Government
0.710427
0.589187
0.466864
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-784
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
163,365
37
0
Revolving loans
F
N
Y
0
54,000
135,000
6,750
135,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.01452
-12,406
-1,176
-1,149
-2,576
null
1
1
0
0
0
0
Core staff
2
2
2
THURSDAY
9
0
0
0
0
0
0
School
0.656225
0.45085
0.479449
0.0664
0.0442
0.998
null
null
0.08
0.0552
0.4083
0.45
0.0085
null
0.0651
null
0.016
0.0441
0.0306
0.998
null
null
0.0806
0.069
0.375
0.4167
0.0078
null
0.0487
null
0.0168
0.0822
0.0408
0.998
null
null
0.08
0.069
0.375
0.4167
0.0087
null
0.0747
null
0.0163
null
block of flats
0.0403
Panel
No
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
0
0
0
0
0
0
67,419
38
0
Cash loans
M
Y
Y
1
540,000
675,000
34,596
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.026392
-18,632
-6,977
-3,904
-1,937
7
1
1
0
1
1
0
Managers
3
2
2
TUESDAY
10
0
0
0
0
0
0
Services
0.31151
0.713355
0.309275
0.5309
0.2491
0.9811
0.7416
null
0.88
0.3793
0.4583
0
0.3977
null
0.5878
null
0.0487
0.541
0.2585
0.9811
0.7517
null
0.8862
0.3793
0.4583
0
0.4067
null
0.6124
null
0.0516
0.5361
0.2491
0.9811
0.7451
null
0.88
0.3793
0.4583
0
0.4046
null
0.5983
null
0.0498
null
block of flats
0.5149
Panel
No
2
0
2
0
-1,285
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
3
248,149
39
0
Cash loans
M
Y
N
0
76,500
454,500
14,661
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-12,282
-778
-1,824
-1,992
13
1
1
1
1
0
0
null
2
2
2
TUESDAY
10
0
0
0
0
0
0
Emergency
0.244562
0.705947
0.799297
0.0227
null
0.9806
null
null
null
0.1034
0.0417
null
null
null
0.0114
null
0.0226
0.0231
null
0.9806
null
null
null
0.1034
0.0417
null
null
null
0.0119
null
0.0239
0.0229
null
0.9806
null
null
null
0.1034
0.0417
null
null
null
0.0116
null
0.023
null
block of flats
0.0139
Stone, brick
No
4
0
4
0
-466
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
89,905
40
0
Cash loans
M
Y
N
0
81,000
675,000
32,472
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.010006
-18,611
365,243
-6,936
-2,142
8
1
0
0
1
1
0
null
2
2
2
TUESDAY
17
0
0
0
0
0
0
XNA
null
0.662865
0.73802
0.2165
0.1678
0.9846
0.7892
null
0.24
0.2069
0.3333
0.375
0.1071
null
null
null
0.0151
0.2206
0.1741
0.9846
0.7975
null
0.2417
0.2069
0.3333
0.375
0.1095
null
null
null
0.016
0.2186
0.1678
0.9846
0.792
null
0.24
0.2069
0.3333
0.375
0.1089
null
null
null
0.0154
reg oper account
block of flats
0.2048
Panel
No
0
0
0
0
-462
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
240,672
41
0
Cash loans
F
N
Y
0
180,000
837,427.5
45,558
666,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.022625
-12,955
-4,106
-7,054
-5,164
null
1
1
0
1
1
1
Managers
2
2
2
MONDAY
15
0
0
0
0
0
0
Medicine
0.552772
0.616637
0.070109
0.1186
0.066
0.9801
0.728
0.0385
0.04
0.0345
0.3333
0.0417
0.0606
0.0958
0.0822
0.0039
0.0002
0.1208
0.0685
0.9801
0.7387
0.0388
0.0403
0.0345
0.3333
0.0417
0.062
0.1047
0.0856
0.0039
0.0002
0.1197
0.066
0.9801
0.7316
0.0387
0.04
0.0345
0.3333
0.0417
0.0616
0.0975
0.0837
0.0039
0.0002
reg oper spec account
block of flats
0.0857
Stone, brick
No
1
1
1
1
-1,547
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
82,436
42
0
Cash loans
F
N
N
0
67,500
298,728
15,381
202,500
Family
Pensioner
Secondary / secondary special
Single / not married
Municipal apartment
0.019101
-21,621
365,243
-2,019
-1,344
null
1
0
0
1
0
0
null
1
2
2
MONDAY
9
0
0
0
0
0
0
XNA
null
0.622708
0.169429
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
0
0
125,949
43
0
Revolving loans
M
N
Y
0
81,000
247,500
12,375
247,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-18,248
-2,351
-4,375
-1,721
null
1
1
1
1
1
0
Security staff
2
2
2
WEDNESDAY
14
0
0
0
0
1
1
Security
0.23772
0.609135
0.513694
0.1227
0.1572
0.9886
0.8436
0.0029
0
0.3448
0.1667
0.2083
0.0554
0.0992
0.1177
0.0039
0.0052
0.125
0.1631
0.9886
0.8497
0.0029
0
0.3448
0.1667
0.2083
0.0566
0.1084
0.1226
0.0039
0.0055
0.1239
0.1572
0.9886
0.8457
0.0029
0
0.3448
0.1667
0.2083
0.0563
0.1009
0.1198
0.0039
0.0053
org spec account
block of flats
0.0926
Panel
No
2
0
2
0
-167
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
181,215
44
0
Cash loans
M
Y
Y
1
360,000
640,458
27,265.5
517,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.00733
-14,186
-1,743
-2,128
-4,982
10
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
11
0
1
1
0
1
1
Transport: type 4
null
0.256737
0.707699
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-112
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3
286,559
45
0
Cash loans
M
Y
Y
0
540,000
1,227,901.5
46,899
1,129,500
Unaccompanied
Working
Higher education
Widow
House / apartment
0.032561
-20,544
-2,091
-6,846
-566
2
1
1
1
1
0
0
Managers
1
1
1
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 3
null
0.653597
0.339288
0.0256
0
0.9354
0.116
0.0076
0
0.1172
0.1
0.1417
0.0664
0.0202
0.0305
0.0039
0.0084
0.0063
0
0.9136
0
0.0006
0
0.069
0.0833
0.125
0.0819
0.0055
0.0072
0
0
0.0104
0
0.9136
0
0.0015
0
0.069
0.0833
0.125
0.0815
0.0086
0.007
0.0039
0.0013
reg oper account
block of flats
0.0058
Stone, brick
No
0
0
0
0
-1,377
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
32,481
46
0
Cash loans
F
N
Y
0
180,000
1,663,987.5
86,989.5
1,588,500
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018801
-20,121
-2,446
-6,755
-2,177
null
1
1
0
1
0
0
Accountants
2
2
2
MONDAY
12
0
0
0
0
0
0
Industry: type 11
null
0.570666
0.697147
0.0876
0.0496
0.9841
0.7824
0.0096
0.04
0.0345
0.4583
0.5
0.0208
0.0698
0.0767
0.0077
0.021
0.0893
0.0515
0.9841
0.7909
0.0097
0.0403
0.0345
0.4583
0.5
0.0213
0.0762
0.0799
0.0078
0.0222
0.0885
0.0496
0.9841
0.7853
0.0097
0.04
0.0345
0.4583
0.5
0.0212
0.071
0.0781
0.0078
0.0214
reg oper spec account
block of flats
0.0701
Stone, brick
No
0
0
0
0
-1,572
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
1
295,906
47
0
Cash loans
M
N
N
0
180,000
1,080,000
44,118
1,080,000
Unaccompanied
Working
Incomplete higher
Single / not married
With parents
0.010006
-7,907
-1,324
-4,557
-586
null
1
1
0
1
0
1
Sales staff
1
2
1
TUESDAY
9
0
0
0
0
0
0
Trade: type 2
null
0.026541
0.434733
0.0928
0.0955
0.9856
0.8028
0.013
0
0.2069
0.1667
0.2083
0.1147
0.0756
0.0913
0
0
0.0945
0.0991
0.9856
0.8105
0.0131
0
0.2069
0.1667
0.2083
0.1173
0.0826
0.0951
0
0
0.0937
0.0955
0.9856
0.8054
0.0131
0
0.2069
0.1667
0.2083
0.1167
0.077
0.0929
0
0
reg oper account
block of flats
0.0804
Panel
No
0
0
0
0
-725
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
99,596
48
0
Cash loans
M
Y
Y
0
324,000
1,130,760
40,189.5
810,000
Unaccompanied
Pensioner
Higher education
Civil marriage
House / apartment
0.01885
-22,843
365,243
-1,042
-3,967
10
1
0
0
1
0
0
null
2
2
2
THURSDAY
9
0
0
0
0
0
0
XNA
null
0.733051
0.234015
0.1928
0.2309
0.9955
null
null
0.16
0.1379
0.6667
null
0.1427
null
0.2818
null
0.1341
0.1964
0.2396
0.9955
null
null
0.1611
0.1379
0.6667
null
0.1459
null
0.2936
null
0.142
0.1947
0.2309
0.9955
null
null
0.16
0.1379
0.6667
null
0.1452
null
0.2869
null
0.1369
null
block of flats
0.2522
Stone, brick
No
0
0
0
0
-2,385
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
247,714
49
0
Cash loans
F
N
N
0
112,500
95,940
10,462.5
90,000
Family
Working
Higher education
Single / not married
House / apartment
0.00496
-12,240
-3,720
-5,246
-4,541
null
1
1
0
1
0
0
null
1
2
2
MONDAY
14
0
0
0
0
0
0
University
0.299606
0.664544
0.49206
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-280
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
37,920
50
0
Cash loans
M
Y
N
0
180,000
315,000
9,679.5
315,000
null
Commercial associate
Secondary / secondary special
Married
House / apartment
0.028663
-13,866
-2,546
-5,448
-4,097
1
1
1
0
1
0
0
Drivers
2
2
2
MONDAY
12
0
0
0
0
0
0
Transport: type 3
null
0.584887
0.09507
0.0124
null
0.9677
0.558
0.0013
0
0.069
0.0417
0.0417
0.0489
0.0101
0.01
0
0
0.0126
null
0.9677
0.5753
0.0013
0
0.069
0.0417
0.0417
0.05
0.011
0.0105
0
0
0.0125
null
0.9677
0.5639
0.0013
0
0.069
0.0417
0.0417
0.0498
0.0103
0.0102
0
0
reg oper account
block of flats
0.0079
Block
No
0
0
0
0
-3
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
249,214
51
0
Cash loans
M
N
Y
0
180,000
1,256,400
40,657.5
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.072508
-12,049
-579
-6,105
-1
null
1
1
0
1
0
0
Core staff
1
1
1
WEDNESDAY
12
0
0
0
0
0
0
Police
0.286783
0.647348
0.56206
0.1433
0.0993
0.9811
0.7416
0
0.16
0.1379
0.3333
0.375
0
0.1168
0.1367
0
0.0207
0.146
0.103
0.9811
0.7517
0
0.1611
0.1379
0.3333
0.375
0
0.1276
0.1425
0
0.0219
0.1447
0.0993
0.9811
0.7451
0
0.16
0.1379
0.3333
0.375
0
0.1189
0.1392
0
0.0211
reg oper account
block of flats
0.1114
Panel
No
4
0
4
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
8
113,505
52
0
Cash loans
F
Y
Y
0
180,000
1,035,000
43,983
1,035,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.028663
-19,550
-4,856
-6,836
-3,084
21
1
1
0
1
0
0
Core staff
2
2
2
TUESDAY
9
0
0
0
0
0
0
Government
0.796161
0.51727
0.429424
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,594
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
3
141,510
53
0
Revolving loans
M
N
Y
0
225,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Separated
Municipal apartment
0.00733
-15,359
-114
-5,076
-2,922
null
1
1
0
1
0
0
Laborers
1
2
2
THURSDAY
9
0
0
0
0
1
1
Construction
0.202477
0.561923
0.413597
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-662
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
250,248
54
0
Revolving loans
F
N
N
1
157,500
450,000
22,500
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.010966
-11,956
-3,154
-8,118
-4,143
null
1
1
0
1
0
0
Sales staff
3
2
2
SUNDAY
10
0
0
0
0
0
0
Kindergarten
0.411506
0.123888
0.832785
0.2175
0.1455
0.9891
0.8504
0.0443
0.24
0.2069
0.3333
0.375
0.1343
0.1774
0.2129
0
0.0039
0.2216
0.1509
0.9891
0.8563
0.0447
0.2417
0.2069
0.3333
0.375
0.1373
0.1938
0.2218
0
0.0041
0.2196
0.1455
0.9891
0.8524
0.0445
0.24
0.2069
0.3333
0.375
0.1366
0.1804
0.2167
0
0.004
reg oper spec account
block of flats
0.1925
Panel
No
null
null
null
null
-1,711
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
5
223,024
55
0
Cash loans
M
Y
N
0
180,000
450,000
21,109.5
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.01452
-10,848
-121
-4,809
-3,494
20
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
9
0
0
0
0
0
0
Other
null
0.645438
null
0.067
0
0.9752
0.66
0.0068
0
0.1379
0.1667
0.2083
0.0483
0.0538
0.0506
0.0039
0.0465
0.0683
0
0.9752
0.6733
0.0069
0
0.1379
0.1667
0.2083
0.0494
0.0588
0.0528
0.0039
0.0492
0.0677
0
0.9752
0.6645
0.0069
0
0.1379
0.1667
0.2083
0.0491
0.0547
0.0516
0.0039
0.0475
reg oper account
block of flats
0.0436
Stone, brick
No
1
0
1
0
-2,519
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
304,457
56
0
Cash loans
M
N
N
2
180,000
450,000
21,109.5
450,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.01885
-12,009
-2,844
-1,377
-3,656
null
1
1
1
1
1
0
Laborers
4
2
2
MONDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.357707
0.686505
0.394495
0.0722
0.0487
0.9826
0.762
0.0085
0
0.1379
0.1667
0.2083
0.0176
0.0588
0.0505
0
0
0.0735
0.0505
0.9826
0.7713
0.0086
0
0.1379
0.1667
0.2083
0.018
0.0643
0.0526
0
0
0.0729
0.0487
0.9826
0.7652
0.0086
0
0.1379
0.1667
0.2083
0.0179
0.0599
0.0514
0
0
reg oper spec account
block of flats
0.0444
Panel
No
0
0
0
0
-1,003
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
195,383
57
0
Cash loans
M
Y
Y
0
103,500
573,628.5
24,435
463,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009657
-15,406
-892
-341
-4,176
22
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
18
0
0
0
0
0
0
Business Entity Type 3
0.270766
0.707126
0.597192
0.1464
0.1291
0.9861
0.8096
0.108
0.04
0.0345
0.3333
0.375
0
0.1194
0.0933
0
0
0.1492
0.134
0.9861
0.8171
0.109
0.0403
0.0345
0.3333
0.375
0
0.1304
0.0972
0
0
0.1478
0.1291
0.9861
0.8121
0.1087
0.04
0.0345
0.3333
0.375
0
0.1214
0.0949
0
0
reg oper account
block of flats
0.1324
Stone, brick
No
2
1
2
1
-2,053
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
283,508
58
0
Cash loans
M
N
Y
2
225,000
495,351
26,140.5
459,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.02461
-14,860
-1,156
-23
-1,072
null
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
10
0
0
0
0
0
0
Business Entity Type 3
null
0.570527
0.694093
0.0165
0
0.9727
0.626
null
0
0.069
0.0417
null
0.0249
null
0.011
null
0
0.0168
0
0.9727
0.6406
null
0
0.069
0.0417
null
0.0255
null
0.0114
null
0
0.0167
0
0.9727
0.631
null
0
0.069
0.0417
null
0.0254
null
0.0112
null
0
null
block of flats
0.0093
Block
No
1
0
1
0
-1,475
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
181,831
59
0
Cash loans
M
N
Y
1
157,500
755,190
28,894.5
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.016612
-11,187
-2,224
-3,253
-3,723
null
1
1
1
1
0
0
Drivers
3
2
2
WEDNESDAY
12
0
0
0
0
0
0
Business Entity Type 1
null
0.368719
0.358951
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
7
0
7
0
-1,175
0
1
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
274,003
60
0
Cash loans
F
N
Y
1
135,000
675,000
21,775.5
675,000
Unaccompanied
Commercial associate
Higher education
Widow
House / apartment
0.019101
-14,264
-2,492
-4,327
-4,517
null
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
12
0
0
0
0
0
0
Self-employed
null
0.569873
0.19862
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,597
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4
2
107,219
61
0
Cash loans
F
N
Y
1
202,500
1,288,350
37,800
1,125,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.003069
-17,542
-2,011
-1,529
-988
null
1
1
0
1
0
0
Cooking staff
3
3
3
FRIDAY
11
0
0
0
0
0
0
Self-employed
null
0.572064
0.191822
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
-1,230
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
178,225
62
0
Revolving loans
F
N
N
0
112,500
135,000
6,750
135,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.0228
-19,467
-4,066
-4,623
-2,975
null
1
1
0
1
0
0
null
2
2
2
THURSDAY
15
0
0
0
0
0
0
School
null
0.585174
0.408359
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,537
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
142,766
63
0
Cash loans
M
N
Y
0
135,000
337,761
15,781.5
256,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-9,666
-2,811
-4,437
-2,342
null
1
1
0
1
1
0
Laborers
2
2
2
TUESDAY
12
0
0
0
0
0
0
Self-employed
null
0.550058
0.535276
0.0722
0.0752
0.6508
0.6736
0.008
0
0.1379
0.1667
0.2083
0.0671
0.0664
0.0639
0.0039
0.0029
0.063
0.0653
0
0.6864
0.0081
0
0.1379
0.1667
0.2083
0.0581
0.0725
0.0555
0.0039
0.0031
0.0729
0.08
0.9762
0.678
0.0081
0
0.1379
0.1667
0.2083
0.0659
0.0676
0.0701
0.0039
0.003
reg oper account
block of flats
0.0472
Panel
No
2
0
2
0
-92
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
47,117
64
0
Cash loans
F
N
Y
1
94,500
585,000
28,273.5
585,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-18,253
-721
-1,701
-1,779
null
1
1
0
1
1
0
Core staff
3
2
2
TUESDAY
16
0
0
0
0
0
0
Postal
0.592701
0.4886
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
0
3
300,023
65
0
Revolving loans
F
N
Y
2
67,500
135,000
6,750
135,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020246
-18,693
-1,434
-10,255
-2,241
null
1
1
0
1
1
0
Sales staff
4
3
3
THURSDAY
8
0
0
0
0
0
0
Trade: type 7
0.586698
0.304506
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,040
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
121,938
66
1
Cash loans
F
N
Y
0
81,000
252,000
14,593.5
252,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.028663
-24,794
365,243
-5,391
-4,199
null
1
0
0
1
0
0
null
2
2
2
THURSDAY
10
0
0
0
0
0
0
XNA
null
0.023952
0.720944
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
1
1
1
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
59,274
67
0
Cash loans
M
Y
Y
0
157,500
760,225.5
30,280.5
679,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-17,527
-2,442
-3,500
-983
20
1
1
0
1
0
0
null
2
2
2
THURSDAY
10
0
0
0
0
1
1
Business Entity Type 3
null
0.357342
0.644679
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
6
0
6
0
-371
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
0
300,366
68
0
Revolving loans
M
Y
N
0
225,000
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.01885
-17,390
-924
-7,211
-907
1
1
1
0
1
0
0
Drivers
2
2
2
WEDNESDAY
9
0
0
0
0
0
0
Transport: type 3
null
0.597081
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-617
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
245,681
69
0
Cash loans
F
N
Y
0
360,000
733,315.5
41,076
679,500
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.009175
-23,032
365,243
-9,506
-793
null
1
0
0
1
0
0
null
1
2
2
THURSDAY
12
1
0
0
0
0
0
XNA
null
0.660579
0.342529
0.0454
0.0108
0.9742
null
null
0
0.1034
0.125
null
0.0292
null
0.036
null
0.0148
0.0462
0.0112
0.9742
null
null
0
0.1034
0.125
null
0.0299
null
0.0375
null
0.0157
0.0458
0.0108
0.9742
null
null
0
0.1034
0.125
null
0.0297
null
0.0367
null
0.0152
null
block of flats
0.0315
Stone, brick
No
4
0
4
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
173,950
70
0
Cash loans
F
Y
Y
0
202,500
343,377
22,072.5
283,500
Unaccompanied
State servant
Higher education
Single / not married
House / apartment
0.072508
-18,138
-969
-7,421
-1,681
5
1
1
0
1
0
0
High skill tech staff
1
1
1
WEDNESDAY
13
0
0
0
0
0
0
Business Entity Type 1
null
0.716212
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,585
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
277,790
71
0
Cash loans
F
N
Y
0
193,500
225,000
23,755.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-19,810
-8,862
-4,493
-3,043
null
1
1
1
1
1
0
Managers
2
2
2
TUESDAY
11
0
0
0
0
0
0
Government
0.765154
0.25476
0.411849
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,733
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
122,014
72
0
Cash loans
F
N
Y
3
171,000
545,040
31,288.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006629
-12,780
-1,415
-5,146
-870
null
1
1
1
1
1
0
Sales staff
5
2
2
WEDNESDAY
11
0
0
0
0
1
1
Business Entity Type 3
null
0.756668
0.641368
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-546
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
127,295
73
0
Cash loans
M
Y
Y
3
135,000
373,140
25,065
337,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-10,744
-741
-442
-2,381
21
1
1
0
1
0
0
Laborers
5
2
2
WEDNESDAY
9
0
0
0
0
1
1
Housing
null
0.640549
0.328063
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
1
2
73,689
74
0
Cash loans
F
Y
N
1
112,500
862,560
27,954
720,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
With parents
0.0228
-10,485
-1,249
-4,628
-3,110
17
1
1
0
1
0
0
Sales staff
3
2
2
MONDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.563323
0.608604
0.228883
0.2619
0.1186
0.9876
0.83
null
0.32
0.2759
0.3333
0.375
0.0856
null
0.2675
null
0.1749
0.2668
0.1231
0.9876
0.8367
null
0.3222
0.2759
0.3333
0.375
0.0876
null
0.2787
null
0.1852
0.2644
0.1186
0.9876
0.8323
null
0.32
0.2759
0.3333
0.375
0.0871
null
0.2723
null
0.1786
reg oper account
block of flats
0.2576
Stone, brick
No
1
0
1
0
-1,234
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
302,114
75
1
Cash loans
M
Y
Y
0
315,000
953,460
64,107
900,000
Family
Commercial associate
Incomplete higher
Single / not married
With parents
0.030755
-10,199
-2,015
-4,802
-1,038
2
1
1
0
1
0
0
null
1
2
2
SUNDAY
13
0
0
0
0
1
1
Industry: type 4
null
0.43234
0.077499
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-591
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
157,503
76
0
Cash loans
M
Y
N
0
76,500
135,000
6,696
135,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.028663
-15,137
-7,980
-9,176
-4,576
11
1
1
1
1
0
0
Low-skill Laborers
1
2
2
MONDAY
10
0
0
0
0
0
0
Agriculture
0.475762
0.593019
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
0
0
0
0
-1,981
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
35,330
77
0
Cash loans
F
N
N
0
90,000
315,000
14,683.5
315,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.028663
-15,371
-367
-3,071
-4,211
null
1
1
1
1
1
0
null
2
2
2
SUNDAY
11
0
0
0
0
1
1
Business Entity Type 3
null
0.3343
null
0.0247
0
0.9707
null
null
0
0.1034
0.0417
null
0.0671
null
0.0243
null
0
0.0252
0
0.9707
null
null
0
0.1034
0.0417
null
0.0686
null
0.0253
null
0
0.025
0
0.9707
null
null
0
0.1034
0.0417
null
0.0682
null
0.0248
null
0
null
block of flats
0.021
Block
No
0
0
0
0
-40
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
293,605
78
0
Cash loans
F
N
Y
0
243,000
900,000
32,017.5
900,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.010006
-14,751
-6,737
-3,390
-4,788
null
1
1
0
1
0
1
Core staff
2
2
1
THURSDAY
11
0
0
0
0
1
1
Kindergarten
0.671272
0.700274
0.071055
0.1474
0.4212
0.9975
0.966
null
0.12
0.1034
0.375
0.375
0.0135
0.1059
0.186
0.0656
0.1969
0.1502
0.4371
0.9975
0.9673
null
0.1208
0.1034
0.375
0.375
0.0138
0.1157
0.1937
0.0661
0.2084
0.1489
0.4212
0.9975
0.9665
null
0.12
0.1034
0.375
0.375
0.0138
0.1077
0.1893
0.066
0.201
reg oper spec account
block of flats
0.217
Stone, brick
No
2
0
2
0
-1,083
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
246,531
79
0
Cash loans
F
N
Y
0
90,000
675,000
26,541
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.026392
-22,471
365,243
-217
-4,323
null
1
0
0
1
0
0
null
1
2
2
TUESDAY
15
0
0
0
0
0
0
XNA
null
0.626303
null
0.1361
0.0761
0.996
0.9456
0.0525
0.14
0.1207
0.375
0.0417
0.0814
0.1097
0.1539
0.0058
0.0168
0.0777
0.04
0.996
0.9477
0.0295
0.0806
0.069
0.375
0.0417
0.0501
0.0652
0.0788
0
0
0.1374
0.0761
0.996
0.9463
0.0529
0.14
0.1207
0.375
0.0417
0.0828
0.1116
0.1567
0.0058
0.0172
reg oper account
block of flats
0.2241
Panel
No
3
2
3
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
239,792
80
0
Revolving loans
F
N
Y
0
54,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-11,142
-2,419
-4,987
-467
null
1
1
0
1
0
0
Medicine staff
2
2
2
SATURDAY
16
0
0
0
0
0
0
Medicine
null
0.500264
0.077499
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-149
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
141,486
81
0
Cash loans
F
N
N
0
135,000
781,920
28,215
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.019689
-9,650
-2,953
-4,329
-367
null
1
1
1
1
0
0
Core staff
2
2
2
FRIDAY
15
0
0
0
0
1
1
Government
0.254352
0.169953
0.121408
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
1
0
1
0
-17
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
64,900
82
0
Cash loans
M
N
Y
0
126,000
787,131
26,145
679,500
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.018209
-16,798
-669
-9,388
-347
null
1
1
1
1
1
0
Low-skill Laborers
2
3
3
FRIDAY
7
0
0
0
0
0
0
Business Entity Type 2
null
0.58615
0.581484
null
0.1117
0.9781
null
null
null
0.2069
0.1667
null
null
null
0.0987
null
null
null
0.1159
0.9782
null
null
null
0.2069
0.1667
null
null
null
0.1028
null
null
null
0.1117
0.9781
null
null
null
0.2069
0.1667
null
null
null
0.1004
null
null
null
null
0.0776
Panel
No
5
2
5
2
-319
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
1
24,030
83
0
Cash loans
F
N
N
1
76,500
808,650
26,217
675,000
Unaccompanied
Commercial associate
Higher education
Married
With parents
0.0228
-10,954
-2,469
-550
-596
null
1
1
0
1
1
0
Core staff
3
2
2
TUESDAY
11
0
0
0
0
0
0
Other
0.405564
0.047291
0.406617
0.3887
0.2438
0.999
0.9864
0.1221
0.4264
0.1838
0.5833
0.625
0.1498
0.2564
0.3606
0.278
0.0267
0.2174
0.2108
0.999
0.9869
0.0678
0.2417
0.1034
0.5833
0.625
0.0965
0.1534
0.225
0.1556
0.0133
0.3872
0.2032
0.999
0.9866
0.1201
0.4
0.1724
0.5833
0.625
0.104
0.2608
0.3475
0.2601
0.0234
reg oper account
block of flats
0.2094
Panel
No
5
1
5
1
-663
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
305,241
84
0
Cash loans
F
N
N
0
103,500
675,000
19,737
675,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.020246
-23,719
-8,466
-3,917
-4,036
null
1
1
1
1
0
0
Security staff
1
3
3
SATURDAY
16
0
0
0
0
0
0
Medicine
null
0.399366
0.67383
0.0567
0.0629
0.9732
0.6328
0.0484
0
0.1034
0.1667
0.2083
0.0314
0.042
0.0308
0.0193
0.0148
0.0578
0.0652
0.9732
0.6472
0.0488
0
0.1034
0.1667
0.2083
0.0322
0.0459
0.0321
0.0195
0.0156
0.0573
0.0629
0.9732
0.6377
0.0487
0
0.1034
0.1667
0.2083
0.032
0.0428
0.0313
0.0194
0.0151
reg oper account
block of flats
0.0396
Stone, brick
No
0
0
0
0
-1,689
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
203,774
85
0
Cash loans
M
N
Y
0
225,000
448,272
28,647
396,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.072508
-24,051
365,243
-7,040
-4,053
null
1
0
0
1
1
1
null
1
1
1
WEDNESDAY
17
0
0
0
0
0
0
XNA
null
0.710318
0.554947
0.2959
0.1785
0.9786
0.7076
0
0.32
0.2759
0.3333
0.375
0
0.2412
0.2693
0
0.0061
0.3015
0.1853
0.9786
0.719
0
0.3222
0.2759
0.3333
0.375
0
0.2635
0.2805
0
0.0064
0.2987
0.1785
0.9786
0.7115
0
0.32
0.2759
0.3333
0.375
0
0.2454
0.2741
0
0.0062
reg oper account
block of flats
0.2131
Panel
No
0
0
0
0
-1,080
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
8
306,889
86
0
Revolving loans
M
N
Y
2
135,000
180,000
9,000
180,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.04622
-12,900
-782
-2,124
-3,888
null
1
1
1
1
0
0
null
4
1
1
FRIDAY
21
0
0
0
0
1
1
Transport: type 4
null
0.705093
0.574447
0.0165
0.0309
0.9732
null
null
null
0.069
0.0417
null
null
null
0.0126
null
null
0.0168
0.0321
0.9732
null
null
null
0.069
0.0417
null
null
null
0.0131
null
null
0.0167
0.0309
0.9732
null
null
null
0.069
0.0417
null
null
null
0.0128
null
null
null
block of flats
0.0099
Stone, brick
No
1
1
1
1
-1,091
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
97,013
87
0
Cash loans
M
N
Y
0
112,500
52,128
5,341.5
45,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.02461
-21,341
365,243
-10,150
-1,403
null
1
0
0
1
1
0
null
2
2
2
FRIDAY
7
0
0
0
0
0
0
XNA
null
0.687003
null
0.0742
0
0.9861
0.8096
null
0.08
0.069
0.3333
0.0417
0.0435
0.0605
0.0736
0
0
0.0756
0
0.9861
0.8171
null
0.0806
0.069
0.3333
0.0417
0.0445
0.0661
0.0766
0
0
0.0749
0
0.9861
0.8121
null
0.08
0.069
0.3333
0.0417
0.0443
0.0616
0.0749
0
0
reg oper account
block of flats
0.0766
Panel
No
0
0
0
0
-2,279
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
177,605
88
0
Revolving loans
F
Y
Y
1
85,500
135,000
6,750
135,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018029
-9,415
-225
-4,066
-2,104
5
1
1
0
0
0
0
null
3
3
2
MONDAY
8
0
0
0
0
0
0
Business Entity Type 1
0.479544
0.610207
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
70,153
89
0
Cash loans
F
N
Y
0
270,000
891,072
45,625.5
720,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.072508
-13,830
-1,169
-7,953
-4,802
null
1
1
0
1
0
0
Realty agents
1
1
1
THURSDAY
15
0
0
0
0
0
0
Other
0.339403
0.707972
0.452534
0.1423
0.0785
0.9841
0.7824
0.2632
0.24
0.1034
0.4583
0.5
0.0216
0.111
0.1627
0.0232
0.0479
0.145
0.0814
0.9841
0.7909
0.2656
0.2417
0.1034
0.4583
0.5
0.0221
0.1212
0.1695
0.0233
0.0507
0.1436
0.0785
0.9841
0.7853
0.2649
0.24
0.1034
0.4583
0.5
0.022
0.1129
0.1656
0.0233
0.0489
reg oper account
block of flats
0.1439
Panel
No
2
1
2
1
-734
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
239,651
90
0
Cash loans
F
N
Y
0
202,500
1,136,439
73,611
1,089,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.032561
-23,656
-968
-14,666
-4,456
null
1
1
0
1
1
0
Cleaning staff
1
1
1
TUESDAY
14
0
0
0
0
0
0
Business Entity Type 2
0.77488
0.711289
0.597192
0.332
null
0.9801
null
null
0.36
0.3103
0.3333
null
0.2208
null
0.3263
null
0.0478
0.3382
null
0.9801
null
null
0.3625
0.3103
0.3333
null
0.2259
null
0.34
null
0.0506
0.3352
null
0.9801
null
null
0.36
0.3103
0.3333
null
0.2247
null
0.3322
null
0.0488
null
block of flats
0.267
Panel
No
0
0
0
0
-905
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
38,715
91
0
Cash loans
F
N
N
0
67,500
384,048
18,810
270,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
With parents
0.002134
-9,207
-1,043
-4,069
-1,882
null
1
1
0
1
0
0
Core staff
2
3
3
WEDNESDAY
10
0
0
0
0
1
1
Government
0.548647
0.316755
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-591
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
35,315
92
0
Revolving loans
F
N
N
0
202,500
180,000
9,000
180,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018634
-10,085
-465
-9,649
-1,666
null
1
1
0
0
0
0
Secretaries
2
2
2
MONDAY
17
0
0
0
0
0
0
Medicine
0.329186
0.749241
0.694093
null
null
0.9816
null
null
null
null
null
null
null
null
0.2365
null
null
null
null
0.9816
null
null
null
null
null
null
null
null
0.2464
null
null
null
null
0.9816
null
null
null
null
null
null
null
null
0.2407
null
null
null
null
0.2688
null
No
4
0
4
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
182,801
93
0
Cash loans
M
N
Y
0
135,000
391,194
26,271
319,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.00733
-19,829
-215
-4,730
-3,368
null
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
10
1
1
0
1
1
0
Business Entity Type 3
null
0.72064
0.320163
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,209
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
3,403
94
0
Cash loans
M
Y
N
1
157,500
1,571,931
49,356
1,435,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.04622
-15,949
-239
-1,146
-4,321
9
1
1
0
1
1
1
Laborers
3
1
1
SUNDAY
13
0
0
0
0
0
0
Business Entity Type 3
null
0.682017
null
0.5351
0.0118
0.998
0.9728
0.2781
0.68
0.2759
0.6667
0.5
0.0749
0.4194
0.5357
0.0772
0.5209
0.5452
0.0122
0.998
0.9739
0.2807
0.6848
0.2759
0.6667
0.5
0.0766
0.4582
0.5582
0.0778
0.5514
0.5402
0.0118
0.998
0.9732
0.2799
0.68
0.2759
0.6667
0.5
0.0762
0.4267
0.5453
0.0776
0.5318
reg oper spec account
block of flats
0.701
Monolithic
No
0
0
0
0
-2,397
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
115,931
95
0
Cash loans
M
Y
Y
1
360,000
579,195
27,994.5
468,000
Spouse, partner
State servant
Higher education
Civil marriage
House / apartment
0.018801
-13,379
-5,387
-6,869
-4,540
7
1
1
0
1
0
0
High skill tech staff
3
2
2
FRIDAY
11
0
0
0
0
1
1
Transport: type 2
null
0.064858
0.309275
0.0918
0
0.9836
null
null
0
0.2069
0.1667
null
0
null
0.0788
null
0.0308
0.0935
0
0.9836
null
null
0
0.2069
0.1667
null
0
null
0.0821
null
0.0326
0.0926
0
0.9836
null
null
0
0.2069
0.1667
null
0
null
0.0802
null
0.0314
null
block of flats
0.0686
Panel
No
2
0
1
0
-1,759
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
174,344
96
0
Revolving loans
M
N
Y
0
162,000
270,000
13,500
270,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.035792
-22,881
-3,420
-1,481
-4,802
null
1
1
0
1
0
0
Core staff
2
2
2
TUESDAY
10
0
0
0
0
0
0
Government
0.659404
0.678125
0.683269
0.1732
0.0785
0.994
null
null
0.24
0.1034
0.4583
null
0.2983
null
0.1974
null
0.0266
0.1765
0.0815
0.994
null
null
0.2417
0.1034
0.4583
null
0.3051
null
0.2056
null
0.0281
0.1749
0.0785
0.994
null
null
0.24
0.1034
0.4583
null
0.3035
null
0.2009
null
0.0271
null
block of flats
0.161
Block
No
0
0
0
0
-1,499
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
265,479
97
0
Cash loans
F
Y
Y
1
202,500
260,725.5
16,789.5
198,000
Family
Working
Secondary / secondary special
Separated
House / apartment
0.01885
-16,282
-4,375
-762
-1,494
8
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
11
0
0
0
0
0
0
Self-employed
0.647045
0.746486
0.739412
0.0928
0.1
0.9801
0.728
0.0463
0
0.2069
0.1667
0.2083
0.0437
0.0756
0.0903
0
0
0.0945
0.1038
0.9801
0.7387
0.0467
0
0.2069
0.1667
0.2083
0.0447
0.0826
0.0941
0
0
0.0937
0.1
0.9801
0.7316
0.0466
0
0.2069
0.1667
0.2083
0.0445
0.077
0.0919
0
0
reg oper spec account
block of flats
0.071
Panel
No
6
0
6
0
-1,782
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
126,537
98
0
Cash loans
M
Y
Y
0
117,000
327,024
12,456
270,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.00733
-22,959
365,243
-1,730
-4,047
13
1
0
0
1
0
0
null
2
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
null
0.282326
0.75574
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-909
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
117,684
99
0
Cash loans
F
N
Y
1
135,000
518,562
22,099.5
463,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.003813
-16,142
-2,832
-3,440
-3,970
null
1
1
0
1
0
0
Laborers
3
2
2
SUNDAY
7
0
0
0
0
0
0
Business Entity Type 3
0.684696
0.410907
0.73802
0.1144
0.0775
0.9826
null
null
0
0.1379
0.1667
null
0.063
null
0.0654
null
0.0242
0.1166
0.0804
0.9826
null
null
0
0.1379
0.1667
null
0.0644
null
0.0681
null
0.0256
0.1155
0.0775
0.9826
null
null
0
0.1379
0.1667
null
0.0641
null
0.0666
null
0.0247
null
block of flats
0.0567
Panel
No
1
0
1
0
-1,198
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
63,174