SK_ID_CURR
int64
100k
456k
TARGET
class label
2 classes
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
117M
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
-24,672
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
stringlengths
3
22
EXT_SOURCE_1
float64
0.01
0.96
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
4
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
100,687
00
Cash loans
M
Y
Y
0
243,000
631,332
40,477.5
585,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.00823
-12,257
-1,940
-6,389
-4,457
7
1
1
0
1
1
0
Security staff
2
2
2
WEDNESDAY
15
0
1
1
0
0
0
Security
null
0.439847
0.719491
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,252
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
4
100,688
00
Cash loans
F
N
Y
2
135,000
167,121
13,527
139,500
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.020713
-13,103
-1,270
-542
-1,040
null
1
1
0
1
0
0
Sales staff
4
3
3
MONDAY
6
0
0
0
0
0
0
Transport: type 4
null
0.107205
0.349055
0.0124
0
0.9856
0.8028
0.0021
null
0.069
0.0417
0.0833
0.0153
0.0101
0.0099
null
0
0.0126
0
0.9856
0.8105
0.0021
null
0.069
0.0417
0.0833
0.0156
0.011
0.0104
null
0
0.0125
0
0.9856
0.8054
0.0021
null
0.069
0.0417
0.0833
0.0156
0.0103
0.0101
null
0
reg oper spec account
block of flats
0.009
Wooden
No
1
0
1
0
-563
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
100,689
00
Cash loans
F
N
Y
0
63,000
528,633
23,413.5
472,500
Family
Pensioner
Secondary / secondary special
Widow
House / apartment
0.031329
-21,752
365,243
-9,863
-4,208
null
1
0
0
1
0
0
null
1
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
null
0.712567
0.747663
0.0619
0.0525
0.9861
0.8096
0.0122
0
0.1379
0.1667
0.2083
0.0462
0.0504
0.0535
0
0
0.063
0.0545
0.9861
0.8171
0.0123
0
0.1379
0.1667
0.2083
0.0473
0.0551
0.0557
0
0
0.0625
0.0525
0.9861
0.8121
0.0123
0
0.1379
0.1667
0.2083
0.047
0.0513
0.0545
0
0
reg oper account
block of flats
0.0421
Panel
No
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,690
11
Cash loans
F
N
Y
1
135,000
244,998
16,704
175,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.007305
-12,135
-3,815
-1,049
-4,530
null
1
1
0
1
0
0
Laborers
3
3
3
THURSDAY
11
0
0
0
1
1
0
Self-employed
null
0.04362
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,957
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
100,691
00
Revolving loans
M
N
Y
2
225,000
585,000
29,250
585,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00963
-15,705
-1,538
-1,629
-4,578
null
1
1
0
1
1
0
Laborers
4
2
2
MONDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.478034
0.4171
0.0711
0.0659
0.9776
0.694
0.0078
0
0.1379
0.1667
0.0417
0.0422
0.058
0.0614
0
0
0.0725
0.0684
0.9777
0.706
0.0078
0
0.1379
0.1667
0.0417
0.0431
0.0634
0.0639
0
0
0.0718
0.0659
0.9776
0.6981
0.0078
0
0.1379
0.1667
0.0417
0.0429
0.059
0.0625
0
0
reg oper spec account
block of flats
0.0525
Stone, brick
No
0
0
0
0
-1,829
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
7
100,692
00
Cash loans
F
N
Y
0
81,000
90,000
10,809
90,000
Unaccompanied
State servant
Incomplete higher
Married
House / apartment
0.003122
-8,454
-724
-2,416
-904
null
1
1
1
1
1
0
Medicine staff
2
3
3
THURSDAY
12
0
0
0
0
0
0
Medicine
0.247538
0.311741
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-353
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
100,693
00
Cash loans
F
N
Y
3
90,000
808,650
26,217
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.00496
-16,215
-4,428
-3,362
-4,933
null
1
1
0
1
0
0
High skill tech staff
5
2
2
THURSDAY
16
0
0
0
0
0
0
Other
0.574852
0.720495
null
null
null
0.9851
null
null
null
null
0
null
null
null
null
null
null
null
null
0.9851
null
null
null
null
0
null
null
null
null
null
null
null
null
0.9851
null
null
null
null
0
null
null
null
null
null
null
null
terraced house
0.0014
null
No
0
0
0
0
-750
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
100,694
00
Revolving loans
M
N
Y
1
180,000
450,000
22,500
450,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.006008
-14,354
-4,677
-1,199
-1,601
null
1
1
0
1
0
0
Laborers
3
2
2
SATURDAY
10
0
0
0
0
0
0
Transport: type 2
null
0.565516
0.706205
0.2959
0.1986
0.9975
0.966
null
0.24
0.2069
0.3333
0.375
0.0312
0.2387
0.2581
0.0116
0.0118
0.3015
0.206
0.9975
0.9673
null
0.2417
0.2069
0.3333
0.375
0.0319
0.2608
0.2689
0.0117
0.0125
0.2987
0.1986
0.9975
0.9665
null
0.24
0.2069
0.3333
0.375
0.0318
0.2428
0.2627
0.0116
0.012
null
block of flats
0.2065
Panel
No
4
0
4
0
-466
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
100,695
00
Cash loans
F
N
Y
0
135,000
1,219,500
35,788.5
1,219,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.019101
-17,426
365,243
-6,353
-972
null
1
0
0
1
0
0
null
2
2
2
MONDAY
10
0
0
0
0
0
0
XNA
null
0.644577
0.772631
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-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
0
2
100,696
00
Cash loans
M
Y
Y
0
360,000
675,000
21,906
675,000
Spouse, partner
Working
Lower secondary
Married
House / apartment
0.018209
-15,200
-263
-91
-4,201
3
1
1
0
1
0
0
Laborers
2
3
3
THURSDAY
15
0
1
1
0
1
1
Construction
null
0.386633
0.782608
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
0
0
0
0
3
100,697
00
Cash loans
F
N
Y
0
225,000
495,985.5
17,946
409,500
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.072508
-20,648
365,243
-4,893
-3,983
null
1
0
0
1
1
0
null
2
1
1
THURSDAY
18
0
0
0
0
0
0
XNA
null
0.74342
0.793449
0.1814
0.1962
0.9925
0.898
0.0543
0.4
0.1724
0.4167
0.375
0.0368
0.1479
0.1364
0
0.1137
0.1849
0.2036
0.9926
0.902
0.0548
0.4028
0.1724
0.4167
0.375
0.0377
0.1616
0.1421
0
0.1203
0.1832
0.1962
0.9925
0.8994
0.0546
0.4
0.1724
0.4167
0.375
0.0375
0.1505
0.1388
0
0.1161
reg oper account
block of flats
0.1829
Panel
No
0
0
0
0
-3,242
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
100,698
00
Cash loans
M
N
Y
0
157,500
477,000
20,340
477,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.014464
-14,590
-2,022
-12,352
-4,655
null
1
1
0
1
0
0
Managers
1
2
2
THURSDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.446089
0.702682
null
0.1
0.0344
0.9841
0.7824
0.0546
0.08
0.0345
0.4583
0.5
0.0691
0.0815
0.09
0
0
0.1019
0.0357
0.9841
0.7909
0.0551
0.0806
0.0345
0.4583
0.5
0.0707
0.0891
0.0938
0
0
0.101
0.0344
0.9841
0.7853
0.0549
0.08
0.0345
0.4583
0.5
0.0703
0.0829
0.0916
0
0
reg oper account
block of flats
0.1007
Stone, brick
No
0
0
0
0
-446
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
100,700
00
Cash loans
F
N
N
0
157,500
526,491
31,482
454,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.003069
-17,342
-2,053
-9,052
-872
null
1
1
0
1
0
0
Sales staff
2
3
3
SATURDAY
10
0
0
0
0
1
1
Self-employed
null
0.636456
0.18849
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,696
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
2
100,701
00
Cash loans
F
N
Y
0
67,500
495,000
19,629
495,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.01885
-22,881
365,243
-12,403
-4,045
null
1
0
0
1
1
0
null
2
2
2
TUESDAY
16
0
0
0
0
0
0
XNA
null
0.740099
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
null
null
null
null
null
null
100,703
00
Cash loans
F
Y
Y
0
112,500
225,000
21,919.5
225,000
Spouse, partner
Pensioner
Secondary / secondary special
Married
House / apartment
0.026392
-25,050
365,243
-2,708
-4,137
12
1
0
0
1
1
0
null
2
2
2
MONDAY
9
0
0
0
0
0
0
XNA
null
0.71986
0.394495
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,501
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
100,704
00
Cash loans
F
N
N
0
90,000
760,500
22,234.5
760,500
Unaccompanied
State servant
Higher education
Married
House / apartment
0.028663
-17,781
-7,042
-6,650
-1,291
null
1
1
1
1
1
0
Managers
2
2
2
SATURDAY
11
0
0
0
0
0
0
Other
0.67617
0.398296
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
1
1
1
0
-196
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
100,705
00
Cash loans
M
N
Y
0
90,000
490,536
32,067
405,000
Unaccompanied
Working
Secondary / secondary special
Married
Office apartment
0.025164
-17,233
-891
-2,328
-772
null
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
8
0
0
0
0
0
0
Self-employed
0.303437
0.644186
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-477
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
100,706
00
Cash loans
F
N
Y
0
180,000
533,668.5
22,738.5
477,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
Municipal apartment
0.0105
-22,460
365,243
-1,746
-4,617
null
1
0
0
1
0
0
null
1
3
3
MONDAY
13
0
0
0
0
0
0
XNA
null
null
0.54781
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-364
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
100,707
00
Cash loans
M
N
Y
3
135,000
1,160,973
37,579.5
909,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.01885
-16,960
365,243
-4,213
-452
null
1
0
0
1
1
0
null
5
2
2
TUESDAY
14
0
0
0
0
0
0
XNA
0.661118
0.740721
0.750375
0.0825
null
0.9742
null
null
null
0.1379
0.1667
null
null
null
0.0481
null
0
0.084
null
0.9742
null
null
null
0.1379
0.1667
null
null
null
0.0501
null
0
0.0833
null
0.9742
null
null
null
0.1379
0.1667
null
null
null
0.0489
null
0
null
block of flats
0.0564
Panel
No
0
0
0
0
-1,524
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
100,708
00
Cash loans
F
N
Y
0
135,000
808,650
29,839.5
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.0105
-17,541
-2,745
-70
-93
null
1
1
0
1
0
0
Accountants
1
3
3
FRIDAY
18
0
0
0
1
1
0
Medicine
null
0.420574
null
0.0495
0.0519
0.9747
null
null
0
0.1034
0.125
null
0.0333
null
0.0384
null
0.057
0.0504
0.0539
0.9747
null
null
0
0.1034
0.125
null
0.0341
null
0.04
null
0.0604
0.05
0.0519
0.9747
null
null
0
0.1034
0.125
null
0.0339
null
0.0391
null
0.0582
null
block of flats
0.0438
Stone, brick
No
4
0
4
0
-1,613
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
100,709
00
Cash loans
M
Y
Y
2
157,500
225,000
11,650.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.016612
-8,746
-1,756
-8,746
-1,408
10
1
1
1
1
1
0
Core staff
4
2
2
THURSDAY
12
0
0
0
1
1
0
Trade: type 2
null
0.538821
0.479449
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-151
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
5
100,710
00
Cash loans
M
Y
Y
0
180,000
439,740
21,154.5
315,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.009175
-11,455
-382
-3,875
-2,866
21
1
1
0
1
0
0
Managers
2
2
2
SATURDAY
11
1
1
0
1
1
1
Business Entity Type 3
null
0.675863
0.488455
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,949
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
100,712
00
Cash loans
M
N
N
2
540,000
1,575,000
43,443
1,575,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.032561
-15,111
-1,247
-4,063
-758
null
1
1
0
1
1
0
Managers
4
1
1
WEDNESDAY
11
0
0
0
0
0
0
Business Entity Type 3
null
0.788625
0.636376
0.0464
0.0322
0.9767
0.6804
0.0092
0.04
0.0345
0.3333
0.0417
0.0211
0.0681
0.0395
0
0.0208
0.0473
0.0334
0.9767
0.6929
0.0093
0.0403
0.0345
0.3333
0.0417
0.0216
0.0744
0.0412
0
0.022
0.0468
0.0322
0.9767
0.6847
0.0093
0.04
0.0345
0.3333
0.0417
0.0214
0.0693
0.0402
0
0.0212
org spec account
block of flats
0.0362
Stone, brick
No
0
0
0
0
-2,304
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
9
0
2
100,713
11
Cash loans
F
N
Y
0
180,000
755,190
32,125.5
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.025164
-12,893
-290
-4,688
-4,746
null
1
1
0
1
0
0
Accountants
2
2
2
WEDNESDAY
10
0
0
0
1
1
0
Industry: type 3
0.401069
0.58365
null
0.167
0.0931
0.9886
0.8436
0.0347
0.12
0.1034
0.3333
0.375
0.0265
0.1362
0.1598
0
0
0.1702
0.0966
0.9886
0.8497
0.035
0.1208
0.1034
0.3333
0.375
0.0271
0.1488
0.1665
0
0
0.1686
0.0931
0.9886
0.8457
0.0349
0.12
0.1034
0.3333
0.375
0.0269
0.1385
0.1627
0
0
reg oper account
block of flats
0.1768
Block
No
6
0
6
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,714
11
Cash loans
F
N
Y
0
99,000
548,770.5
21,892.5
490,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.020713
-21,818
365,243
-12,710
-511
null
1
0
0
1
0
0
null
2
3
2
SATURDAY
8
0
0
0
0
0
0
XNA
null
0.481789
0.834784
0.1361
0.0636
0.9742
0.6464
0.0467
0
0.1034
0.1667
0.2083
0.0388
0.1101
0.0441
0.0039
0.0067
0.1387
0.066
0.9742
0.6602
0.0471
0
0.1034
0.1667
0.2083
0.0397
0.1203
0.046
0.0039
0.0071
0.1374
0.0636
0.9742
0.6511
0.047
0
0.1034
0.1667
0.2083
0.0395
0.112
0.0449
0.0039
0.0068
reg oper account
block of flats
0.0361
Stone, brick
No
0
0
0
0
-366
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
100,715
00
Cash loans
M
Y
Y
0
126,000
337,500
13,549.5
337,500
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.026392
-19,139
-10,098
-277
-2,334
18
1
1
1
1
0
0
Laborers
2
2
2
MONDAY
12
0
0
0
0
0
0
Industry: type 1
null
0.002812
0.209155
0.0186
null
0.9866
null
null
0
0.1034
0.0417
null
0.3995
null
0.0164
null
0
0.0189
null
0.9866
null
null
0
0.1034
0.0417
null
0.4086
null
0.0171
null
0
0.0187
null
0.9866
null
null
0
0.1034
0.0417
null
0.4065
null
0.0167
null
0
null
block of flats
0.0129
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
100,716
00
Cash loans
F
Y
N
1
135,000
761,067
60,259.5
657,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
With parents
0.018801
-11,981
-2,419
-5,181
-3,173
20
1
1
0
1
0
0
null
3
2
2
SATURDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.46455
0.318466
0.729567
0.0928
0.0884
0.9762
0.6736
0.0158
0
0.2069
0.1667
0.2083
0.0774
0.0756
0.0868
0
0
0.0945
0.091
0.9757
0.6798
0.0131
0
0.2069
0.1667
0.2083
0.0735
0.0826
0.0902
0
0
0.0937
0.0884
0.9762
0.678
0.0159
0
0.2069
0.1667
0.2083
0.0787
0.077
0.0883
0
0
reg oper spec account
block of flats
0.0681
Panel
No
1
0
1
0
-1,604
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
100,717
11
Cash loans
M
N
Y
0
135,000
284,400
13,833
225,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.020246
-10,800
-908
-4,300
-3,160
null
1
1
1
1
0
1
High skill tech staff
2
3
3
FRIDAY
10
1
1
0
1
1
0
Security
0.548664
0.22357
null
0.0206
null
0.9935
0.9116
null
0
0.069
0.1667
0.2083
0.0215
0.0168
0.0271
0
0
0.021
null
0.9935
0.9151
null
0
0.069
0.1667
0.2083
0.022
0.0184
0.0282
0
0
0.0208
null
0.9935
0.9128
null
0
0.069
0.1667
0.2083
0.0219
0.0171
0.0275
0
0
reg oper account
block of flats
0.0213
Panel
No
7
1
7
0
-636
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
100,718
00
Cash loans
F
N
Y
2
234,000
360,000
26,325
360,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-16,297
-7,481
-3,500
-4,909
null
1
1
0
1
0
0
Laborers
4
1
1
THURSDAY
13
0
0
0
0
0
0
Housing
0.758941
0.7007
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
-311
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
100,719
00
Cash loans
F
Y
Y
0
292,500
746,280
59,094
675,000
Family
Working
Higher education
Married
House / apartment
0.04622
-12,309
-1,053
-146
-3,807
7
1
1
0
1
0
0
Medicine staff
2
1
1
MONDAY
14
0
0
0
0
0
0
Self-employed
0.472564
0.769467
null
0.0052
0
0.9508
0.3268
0.001
0
0.0345
0.0417
0.0833
null
0.0042
0.0058
0
0
0.0053
0
0.9508
0.3532
0.001
0
0.0345
0.0417
0.0833
null
0.0046
0.006
0
0
0.0052
0
0.9508
0.3358
0.001
0
0.0345
0.0417
0.0833
null
0.0043
0.0059
0
0
reg oper account
block of flats
0.0045
Stone, brick
No
5
0
5
0
-1,084
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
100,720
00
Cash loans
F
N
Y
1
90,000
135,000
14,305.5
135,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-8,993
-152
-1,786
-1,674
null
1
1
1
1
0
0
Medicine staff
3
2
2
THURSDAY
11
0
0
0
1
1
0
Medicine
null
0.248897
0.581484
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-602
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,721
00
Cash loans
F
Y
Y
1
216,000
868,500
25,393.5
868,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.01452
-19,605
365,243
-6,693
-3,030
3
1
0
0
1
0
0
null
3
2
2
TUESDAY
9
0
0
0
0
0
0
XNA
0.723601
0.543631
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-175
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
100,722
00
Cash loans
M
Y
Y
0
540,000
545,040
26,640
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-16,194
-1,321
-8,752
-4,617
0
1
1
1
1
0
1
null
2
2
2
FRIDAY
13
0
0
0
0
0
0
Agriculture
0.64714
0.681053
0.528093
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,580
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
100,723
00
Cash loans
F
Y
N
1
202,500
227,520
18,103.5
180,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.009657
-14,239
-1,387
-1,748
-4,819
4
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
10
0
0
0
0
0
0
Transport: type 4
null
0.39384
null
0.133
0.1555
0.9801
0.728
0.0582
0
0.2759
0.1667
0.2083
0.0953
0.1084
0.1495
0
0
0.1355
0.1614
0.9801
0.7387
0.0588
0
0.2759
0.1667
0.2083
0.0975
0.1185
0.1557
0
0
0.1343
0.1555
0.9801
0.7316
0.0586
0
0.2759
0.1667
0.2083
0.097
0.1103
0.1521
0
0
reg oper account
block of flats
0.1175
Stone, brick
No
2
0
2
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
100,724
00
Cash loans
F
N
Y
2
112,500
312,768
16,506
270,000
Unaccompanied
Working
Incomplete higher
Civil marriage
House / apartment
0.00712
-14,809
-1,071
-8,813
-3,579
null
1
1
0
1
0
0
Core staff
4
2
2
THURSDAY
15
0
0
0
0
0
0
Trade: type 3
0.557092
0.606884
0.141992
0.2278
0.1516
0.9821
0.7552
null
0.24
0.2069
0.3333
0.375
0.0914
0.1858
0.1318
0
0
0.2321
0.1574
0.9821
0.7648
null
0.2417
0.2069
0.3333
0.375
0.0935
0.2029
0.1373
0
0
0.23
0.1516
0.9821
0.7585
null
0.24
0.2069
0.3333
0.375
0.093
0.189
0.1342
0
0
reg oper spec account
block of flats
0.174
Panel
No
2
0
2
0
-611
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,725
00
Cash loans
F
Y
Y
1
112,500
1,223,010
51,948
1,125,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.004849
-11,487
-997
-4,939
-2,531
7
1
1
0
1
1
0
null
3
2
2
WEDNESDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.623905
0.810618
0.1354
0.1109
0.9811
0.7416
0.0201
0.08
0.1838
0.2221
0.2638
0.1264
0.1104
0.0834
0
0
0.0735
0.0783
0.9811
0.7517
0.0095
0
0.2069
0.1667
0.2083
0.0854
0.0643
0.0471
0
0
0.1041
0.1065
0.9811
0.7451
0.0112
0
0.2069
0.1667
0.2083
0.0855
0.0855
0.065
0
0
reg oper spec account
block of flats
0.1703
Panel
No
1
0
1
0
-732
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
100,726
00
Cash loans
M
Y
N
0
202,500
450,000
17,271
450,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.025164
-10,231
-747
-487
-2,917
64
1
1
0
1
0
0
Drivers
2
2
2
SATURDAY
9
0
0
0
1
1
0
Business Entity Type 3
null
0.062545
0.313917
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-812
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,727
00
Cash loans
F
Y
Y
0
112,500
284,400
10,345.5
225,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.030755
-16,914
-1,386
-6,802
-441
64
1
1
0
1
0
0
Sales staff
1
2
2
TUESDAY
11
0
0
0
0
1
1
Self-employed
0.536801
0.670093
0.64633
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
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
100,728
00
Cash loans
F
N
N
0
112,500
555,273
16,366.5
463,500
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
With parents
0.030755
-17,853
-3,606
-6,448
-1,171
null
1
1
0
1
0
0
Medicine staff
2
2
2
SATURDAY
14
0
0
0
0
0
0
Medicine
null
0.159679
0.524496
0.0625
0.0569
0.9811
0.7416
0.0094
0
0.1262
0.1108
0.1525
0.0043
0.0269
0.0493
0
0.0073
0.0788
0
0.9796
0.7321
0
0
0.1724
0.1667
0.2083
0
0.0294
0.0095
0
0
0.0781
0.0847
0.9816
0.7518
0.0139
0
0.1724
0.1667
0.2083
0
0.0274
0.0698
0
0
reg oper account
block of flats
0.0618
Panel
No
4
0
4
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
3
0
6
100,730
00
Cash loans
F
N
Y
1
315,000
1,971,072
62,019
1,800,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.032561
-16,938
-1,744
-3,240
-496
null
1
1
0
1
0
0
Accountants
3
1
1
MONDAY
15
0
0
0
0
0
0
Business Entity Type 1
0.85587
0.783543
0.627991
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-696
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
100,731
00
Revolving loans
F
Y
Y
1
112,500
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-13,830
-1,123
-3,446
-5,257
14
1
1
0
1
1
0
null
3
2
2
FRIDAY
9
0
0
0
0
0
0
Business Entity Type 2
0.494845
0.732272
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
6
1
6
0
-886
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
100,732
00
Cash loans
F
N
Y
0
225,000
450,000
22,018.5
450,000
Family
Working
Incomplete higher
Married
House / apartment
0.028663
-10,230
-146
-193
-377
null
1
1
1
1
1
0
Laborers
2
2
2
MONDAY
17
0
0
0
0
0
0
Services
null
0.556927
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
-256
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
100,733
00
Cash loans
F
N
N
0
157,500
450,000
20,979
450,000
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.006233
-14,351
-4,551
-3,591
-4,241
null
1
1
0
1
1
0
Core staff
2
2
2
MONDAY
18
0
0
0
0
0
0
Insurance
0.097044
0.673545
0.326475
0.066
0.004
0.9757
null
null
0
0.1379
0.1667
null
0.046
null
0.0512
null
0.102
0.0672
0.0041
0.9757
null
null
0
0.1379
0.1667
null
0.047
null
0.0534
null
0.108
0.0666
0.004
0.9757
null
null
0
0.1379
0.1667
null
0.0468
null
0.0521
null
0.1041
null
block of flats
0.0622
Stone, brick
No
1
1
1
1
-188
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
100,734
00
Cash loans
F
Y
Y
1
157,500
1,218,375
51,750
1,089,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.031329
-13,879
-2,930
-3,439
-4,395
4
1
1
0
1
1
1
High skill tech staff
3
2
2
THURSDAY
7
0
0
0
0
0
0
Industry: type 7
0.7865
0.549695
0.616122
0.0619
0.0486
0.9767
null
null
0
0.1379
0.1667
null
0.0545
null
0.0521
null
0.0475
0.063
0.0505
0.9767
null
null
0
0.1379
0.1667
null
0.0558
null
0.0543
null
0.0503
0.0625
0.0486
0.9767
null
null
0
0.1379
0.1667
null
0.0555
null
0.053
null
0.0485
null
block of flats
0.0513
Block
No
5
0
5
0
-1,760
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
100,735
00
Cash loans
F
Y
Y
1
292,500
720,000
25,636.5
720,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-14,569
-7,807
-2,575
-2,358
2
1
1
0
1
0
0
Medicine staff
3
2
2
TUESDAY
17
0
0
0
0
0
0
Medicine
0.465245
0.626088
0.479449
0.1402
null
0.9965
null
null
0.12
0.1034
0.375
null
null
null
0.0746
null
0.2248
0.1429
null
0.9965
null
null
0.1208
0.1034
0.375
null
null
null
0.0777
null
0.2379
0.1416
null
0.9965
null
null
0.12
0.1034
0.375
null
null
null
0.0759
null
0.2295
null
block of flats
0.1075
Mixed
No
4
0
4
0
-1,464
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
100,736
00
Cash loans
M
Y
N
0
112,500
1,080,000
34,839
1,080,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.011703
-20,629
-3,291
-7,402
-4,028
10
1
1
1
1
1
0
Laborers
2
2
2
THURSDAY
11
0
0
0
0
0
0
Housing
null
0.698425
0.4579
0.2598
0.1403
0.9816
0.7484
0.0628
0.28
0.2414
0.3333
0.375
0.2233
0.2118
0.2756
0
0.0015
0.2647
0.1456
0.9816
0.7583
0.0634
0.282
0.2414
0.3333
0.375
0.2284
0.2314
0.2872
0
0.0015
0.2623
0.1403
0.9816
0.7518
0.0632
0.28
0.2414
0.3333
0.375
0.2272
0.2155
0.2806
0
0.0015
reg oper spec account
block of flats
0.2682
Panel
No
0
0
0
0
-544
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
100,737
00
Cash loans
F
N
Y
0
112,500
247,275
17,208
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.035792
-24,181
365,243
-8,064
-4,427
null
1
0
0
1
0
0
null
1
2
2
FRIDAY
13
0
0
0
0
0
0
XNA
null
0.620383
0.821443
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
8
0
8
0
-1,391
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
100,738
00
Revolving loans
F
N
Y
2
135,000
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020246
-10,939
-1,849
-1,052
-3,189
null
1
1
0
1
1
0
Laborers
4
3
3
FRIDAY
11
0
0
0
0
0
0
Self-employed
0.49974
0.435198
0.372334
0.0392
0.135
0.9717
0.6124
0.0102
0
0.1724
0.0833
0.125
0.0234
0.0303
0.0522
0.0077
0.096
0.0399
0.1401
0.9717
0.6276
0.0102
0
0.1724
0.0833
0.125
0.024
0.0331
0.0544
0.0078
0.1016
0.0396
0.135
0.9717
0.6176
0.0102
0
0.1724
0.0833
0.125
0.0238
0.0308
0.0532
0.0078
0.098
reg oper account
block of flats
0.0564
Stone, brick
No
2
0
2
0
-1,597
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
100,739
00
Revolving loans
F
N
Y
2
216,000
337,500
16,875
337,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-10,643
-219
-440
-3,179
null
1
1
0
1
1
0
Accountants
4
1
1
FRIDAY
18
1
1
0
0
0
0
Business Entity Type 3
0.467064
0.729165
0.736623
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-510
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
100,741
00
Cash loans
M
Y
Y
0
90,000
284,400
19,134
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
With parents
0.00712
-8,685
-382
-7,099
-1,379
16
1
1
0
1
0
0
Low-skill Laborers
1
2
2
THURSDAY
12
0
0
0
1
1
0
Business Entity Type 3
null
0.184789
0.136801
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
11
0
11
0
-426
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
100,742
00
Cash loans
F
N
Y
0
108,000
390,960
17,352
337,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.01885
-20,206
365,243
-14,116
-3,378
null
1
0
0
1
0
0
null
2
2
2
TUESDAY
13
0
0
0
0
0
0
XNA
0.914346
0.446241
0.353988
0.0619
null
0.9682
null
null
0
0.1379
0.1667
null
null
null
0.0471
null
0.017
0.063
null
0.9652
null
null
0
0.1379
0.1667
null
null
null
0.049
null
0.018
0.0625
null
0.9682
null
null
0
0.1379
0.1667
null
null
null
0.0479
null
0.0174
null
block of flats
0.0025
Stone, brick
No
0
0
0
0
-31
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
100,743
00
Cash loans
F
N
Y
0
38,250
47,970
5,166
45,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01885
-19,989
-5,858
-10,339
-1,562
null
1
1
1
1
0
0
Laborers
2
2
2
THURSDAY
11
0
0
0
0
1
1
Business Entity Type 3
null
0.622549
0.785052
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,038
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
100,746
00
Revolving loans
M
Y
Y
0
171,000
495,000
24,750
495,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.026392
-17,806
365,243
-3,435
-1,340
3
1
0
0
1
0
0
null
2
2
2
SUNDAY
12
0
0
0
1
0
0
XNA
null
0.736885
0.570917
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-988
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
100,748
00
Cash loans
F
Y
Y
1
103,500
270,000
14,778
270,000
Spouse, partner
Working
Higher education
Married
House / apartment
0.035792
-16,540
-337
-6,043
-69
10
1
1
1
1
1
0
Sales staff
3
2
2
THURSDAY
15
0
0
0
0
0
0
Self-employed
null
0.691803
0.397946
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,614
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
100,749
00
Cash loans
F
N
N
0
171,000
679,500
19,998
679,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.019689
-17,016
-261
-1,127
-543
null
1
1
0
1
1
0
Sales staff
2
2
2
SUNDAY
17
0
0
0
0
0
0
Self-employed
0.73651
0.679545
0.282248
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,610
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
3
100,750
00
Cash loans
F
N
Y
0
121,500
472,500
19,993.5
472,500
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.015221
-13,432
-1,369
-7,281
-2,979
null
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
13
0
0
0
0
0
0
Business Entity Type 3
null
0.551091
0.493863
0.1588
0
0.9767
0.6804
0.032
0
0.1034
0.1667
0.2083
0.138
0.1294
0.06
0
0
0.1618
0
0.9767
0.6929
0.0323
0
0.1034
0.1667
0.2083
0.1411
0.1414
0.0625
0
0
0.1603
0
0.9767
0.6847
0.0322
0
0.1034
0.1667
0.2083
0.1404
0.1317
0.0611
0
0
reg oper account
block of flats
0.0501
Stone, brick
No
0
0
0
0
-1,131
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
100,755
00
Cash loans
F
N
Y
0
90,000
107,820
7,420.5
90,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.019689
-10,598
-1,023
-5,012
-1,639
null
1
1
1
1
0
0
null
2
2
2
FRIDAY
13
0
0
0
0
1
1
Business Entity Type 3
null
0.157111
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
null
null
null
null
null
null
100,756
00
Cash loans
F
N
Y
0
202,500
247,675.5
25,506
229,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.01885
-19,361
-3,266
-10,867
-2,647
null
1
1
0
1
0
0
Core staff
2
2
2
FRIDAY
14
0
0
0
0
0
0
Government
null
0.755054
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-3,409
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
100,757
00
Cash loans
F
N
N
0
180,000
675,000
21,906
675,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-18,355
-1,954
-6,595
-1,535
null
1
1
1
1
0
0
Laborers
2
2
2
THURSDAY
8
0
0
0
0
0
0
Business Entity Type 3
null
0.163187
0.574447
0.4113
0.2216
0.9866
0.8164
0.1551
0.4
0.3448
0.375
0.4167
0.1656
0.3345
0.4425
0.0039
0.0011
0.4191
0.2299
0.9866
0.8236
0.1565
0.4028
0.3448
0.375
0.4167
0.1694
0.3655
0.4611
0.0039
0.0012
0.4153
0.2216
0.9866
0.8189
0.1561
0.4
0.3448
0.375
0.4167
0.1685
0.3403
0.4505
0.0039
0.0011
not specified
block of flats
0.4331
Panel
No
3
0
3
0
-559
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
100,758
00
Cash loans
F
N
Y
1
157,500
448,056
17,019
315,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.00496
-13,419
-1,337
-4,798
-4,265
null
1
1
0
1
0
0
Cleaning staff
2
2
2
FRIDAY
16
0
0
0
0
0
0
Restaurant
0.594011
0.459896
0.283712
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
100,759
00
Cash loans
M
Y
N
2
202,500
938,304
50,121
810,000
Unaccompanied
Commercial associate
Incomplete higher
Married
Municipal apartment
0.04622
-16,290
-4,752
-8,870
-3,060
3
1
1
0
1
0
0
Drivers
4
1
1
WEDNESDAY
14
0
0
0
0
1
1
Business Entity Type 3
0.365524
0.777228
0.522697
0.0773
0.073
0.9771
null
null
0
0.1724
0.1667
null
0.013
null
0.0622
null
0.0294
0.0788
0.0758
0.9772
null
null
0
0.1724
0.1667
null
0.0133
null
0.0648
null
0.0312
0.0781
0.073
0.9771
null
null
0
0.1724
0.1667
null
0.0132
null
0.0633
null
0.0301
null
block of flats
0.0494
Panel
No
0
0
0
0
-363
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
1
100,761
00
Cash loans
F
N
N
0
225,000
225,000
14,778
225,000
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.018801
-11,518
-215
-4,940
-3,470
null
1
1
1
1
1
0
Realty agents
2
2
2
WEDNESDAY
13
0
0
0
0
0
0
Services
0.486643
0.591355
0.621226
0.4402
0.2371
0.9831
0.7688
0.1488
0.32
0.2759
0.3333
0.375
0.1312
0.3589
0.3408
0
0
0.4485
0.246
0.9831
0.7779
0.1502
0.3222
0.2759
0.3333
0.375
0.1342
0.3921
0.3551
0
0
0.4445
0.2371
0.9831
0.7719
0.1498
0.32
0.2759
0.3333
0.375
0.1335
0.3651
0.3469
0
0
reg oper account
block of flats
0.268
Panel
No
0
0
0
0
-1,276
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
100,764
00
Revolving loans
M
Y
Y
0
135,000
180,000
9,000
180,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018634
-10,630
-1,335
-10,599
-3,290
13
1
1
0
1
0
0
Managers
2
2
2
FRIDAY
12
0
0
0
0
0
0
Emergency
0.23362
0.719635
0.556727
0.1485
0.0523
0.9856
null
null
0.16
0.1379
0.3333
null
0.1757
null
0.1526
null
0.0992
0.1513
0.0543
0.9856
null
null
0.1611
0.1379
0.3333
null
0.1797
null
0.159
null
0.105
0.1499
0.0523
0.9856
null
null
0.16
0.1379
0.3333
null
0.1787
null
0.1554
null
0.1012
null
block of flats
0.1416
Panel
No
0
0
0
0
-679
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
100,766
00
Cash loans
M
Y
Y
2
126,000
157,050
9,621
112,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.025164
-14,385
-415
-3,312
-4,354
16
1
1
1
1
0
0
Drivers
4
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.449648
0.735221
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
100,767
00
Cash loans
M
N
Y
0
157,500
808,650
31,464
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.035792
-13,962
-1,574
-733
-3,793
null
1
1
1
1
0
0
Laborers
2
2
2
WEDNESDAY
9
0
0
0
0
1
1
Other
0.239934
0.576331
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
null
null
null
null
null
null
100,768
00
Cash loans
M
Y
N
0
112,500
277,969.5
10,606.5
229,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009175
-20,438
-2,271
-10,241
-3,991
17
1
1
0
1
0
0
Laborers
2
2
2
FRIDAY
16
0
1
1
0
0
0
Business Entity Type 3
0.722559
0.639849
0.556727
0.0093
0
0.9732
null
null
0
0.069
0
null
0.019
null
0.0045
null
0
0.0095
0
0.9732
null
null
0
0.069
0
null
0.0194
null
0.0047
null
0
0.0094
0
0.9732
null
null
0
0.069
0
null
0.0193
null
0.0046
null
0
null
block of flats
0.0035
Wooden
Yes
1
1
1
1
-1,643
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
100,769
00
Cash loans
M
N
Y
2
247,500
805,500
58,243.5
805,500
Spouse, partner
Working
Higher education
Married
House / apartment
0.028663
-13,877
-2,008
-4,878
-4,635
null
1
1
0
1
1
0
Managers
4
2
2
SUNDAY
11
0
0
0
0
1
1
Transport: type 4
0.499282
0.588207
0.465069
0.0814
0.0319
0.994
0.9184
0.0651
0
0.2586
0.1875
0.2292
0.0329
0.0664
0.1075
0.0019
0.0169
0.0399
0
0.9891
0.8563
0.0473
0
0.1034
0.1667
0.2083
0
0.0349
0.0506
0
0
0.0822
0.0319
0.994
0.9195
0.0655
0
0.2586
0.1875
0.2292
0.0335
0.0676
0.1094
0.0019
0.0173
reg oper account
block of flats
0.0542
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
1
2
100,771
00
Cash loans
M
N
Y
1
288,000
1,971,072
68,643
1,800,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.020246
-17,087
-5,171
-1,166
-518
null
1
1
0
1
1
1
Managers
3
3
3
TUESDAY
9
0
0
0
0
0
0
Industry: type 9
0.510542
0.419168
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
4
0
4
0
-1,919
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
100,773
00
Cash loans
F
N
Y
0
112,500
254,700
26,226
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.025164
-23,049
365,243
-4,452
-4,132
null
1
0
0
1
1
0
null
1
2
2
FRIDAY
9
0
0
0
0
0
0
XNA
null
0.481827
0.465069
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,559
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
100,774
00
Cash loans
F
N
Y
0
90,000
675,000
22,437
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01452
-19,164
-1,220
-1,307
-2,722
null
1
1
0
1
0
0
Sales staff
2
2
2
WEDNESDAY
8
0
0
0
0
0
0
Self-employed
null
0.05669
0.740799
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
100,775
00
Cash loans
M
Y
N
0
112,500
351,000
22,558.5
351,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.015221
-8,384
-666
-6,274
-1,031
13
1
1
0
1
0
0
Laborers
1
2
2
SUNDAY
15
0
0
0
0
0
0
Industry: type 9
null
0.522347
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
13
0
13
0
-42
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
100,776
00
Cash loans
F
N
Y
0
225,000
1,096,020
52,857
900,000
Family
Commercial associate
Higher education
Married
House / apartment
0.006008
-12,405
-749
-6,366
-4,220
null
1
1
0
1
1
1
Accountants
2
2
2
MONDAY
18
0
0
0
0
0
0
Self-employed
null
0.496924
0.560284
0.0845
0.0186
0.9861
0.8096
0.0172
0.08
0.069
0.3333
0.375
0.0091
0.0681
0.0857
0.0039
0.0198
0.0861
0.0193
0.9861
0.8171
0.0173
0.0806
0.069
0.3333
0.375
0.0093
0.0744
0.0892
0.0039
0.021
0.0854
0.0186
0.9861
0.8121
0.0173
0.08
0.069
0.3333
0.375
0.0092
0.0693
0.0872
0.0039
0.0202
reg oper account
block of flats
0.0811
Stone, brick
No
0
0
0
0
-1,573
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
100,778
00
Cash loans
M
Y
Y
0
202,500
1,006,920
51,543
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.016612
-18,323
-2,711
-586
-1,142
17
1
1
0
1
0
0
Drivers
2
2
2
WEDNESDAY
15
0
0
0
0
1
1
Industry: type 11
0.535702
0.617686
0.553165
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
9
0
9
0
-1,055
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
7
100,779
00
Cash loans
F
N
Y
0
135,000
1,125,000
46,557
1,125,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-20,681
-13,878
-10,061
-4,207
null
1
1
0
1
0
0
High skill tech staff
2
2
2
THURSDAY
9
0
0
0
0
0
0
Business Entity Type 2
0.721792
0.634592
0.73802
0.1338
0.0547
0.9851
null
null
0.12
0.0948
0.3646
null
null
null
0.1668
null
0.0013
0.0504
0.0317
0.9861
null
null
0.0806
0.1379
0.3333
null
null
null
0.0789
null
0
0.1129
0.0599
0.9856
null
null
0.12
0.1034
0.3333
null
null
null
0.1698
null
0.0004
null
block of flats
0.2648
Mixed
No
0
0
0
0
-2,855
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
100,780
00
Cash loans
F
N
N
0
112,500
679,500
30,834
679,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.009175
-10,565
-1,244
-5,449
-2,254
null
1
1
0
1
0
0
Core staff
2
2
2
FRIDAY
16
0
0
0
1
1
0
Self-employed
null
0.688998
0.461482
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,022
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
100,781
00
Cash loans
M
Y
Y
0
405,000
1,327,648.5
42,826.5
1,039,500
Family
Commercial associate
Higher education
Married
House / apartment
0.031329
-20,204
-2,402
-9,586
-3,005
1
1
1
0
1
1
0
Drivers
2
2
2
FRIDAY
18
0
1
1
0
1
1
Self-employed
null
0.722288
0.126898
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-134
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
100,782
00
Cash loans
M
N
N
0
225,000
1,017,000
29,866.5
1,017,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.030755
-15,573
-1,760
-8,302
-4,734
null
1
1
0
1
0
0
Drivers
2
2
2
MONDAY
13
0
0
0
0
1
1
Government
null
0.736821
0.160489
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,722
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
5
100,783
00
Revolving loans
M
N
Y
0
135,000
180,000
9,000
180,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
With parents
0.001333
-9,543
-1,327
-4,287
-2,184
null
1
1
0
1
0
0
Laborers
2
3
3
THURSDAY
11
0
0
0
0
0
0
Self-employed
0.214225
0.383992
0.312365
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-789
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
100,784
11
Cash loans
F
N
Y
0
54,000
1,885,500
74,191.5
1,885,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.031329
-22,181
365,243
-14,266
-4,714
null
1
0
0
1
0
0
null
2
2
2
MONDAY
10
0
0
0
0
0
0
XNA
null
0.623843
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0.0066
null
No
6
0
6
0
-1,683
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
100,785
00
Cash loans
F
Y
N
0
67,500
293,535
18,085.5
265,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.007305
-21,306
365,243
-2,144
-3,248
19
1
0
0
1
0
0
null
2
3
3
SATURDAY
8
0
0
0
0
0
0
XNA
null
0.142997
0.64633
0.0186
0.0297
0.9687
0.5716
0.0029
0
0.069
0.0833
0.125
0.012
0.0151
0.02
0
0
0.0189
0.0308
0.9687
0.5884
0.0029
0
0.069
0.0833
0.125
0.0122
0.0165
0.0208
0
0
0.0187
0.0297
0.9687
0.5773
0.0029
0
0.069
0.0833
0.125
0.0122
0.0154
0.0204
0
0
null
block of flats
0.0301
Block
No
0
0
0
0
-1,803
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
0
1
100,786
00
Cash loans
F
N
N
0
270,000
265,851
11,839.5
229,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.020713
-16,625
-1,890
-6,371
-159
null
1
1
0
1
1
0
null
2
3
2
THURSDAY
7
0
0
0
0
0
0
School
null
0.554405
0.567379
0.0557
0.0716
0.9742
0.6464
0.0052
0
0.1034
0.1667
0.2083
0.0361
0.0429
0.0521
0.0116
0.0259
0.0567
0.0743
0.9742
0.6602
0.0053
0
0.1034
0.1667
0.2083
0.037
0.0468
0.0543
0.0117
0.0274
0.0562
0.0716
0.9742
0.6511
0.0053
0
0.1034
0.1667
0.2083
0.0368
0.0436
0.0531
0.0116
0.0264
reg oper account
block of flats
0.0495
Stone, brick
No
1
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,787
00
Cash loans
M
Y
N
0
270,000
675,000
28,507.5
675,000
Unaccompanied
Working
Higher education
Separated
House / apartment
0.035792
-16,590
-2,351
-183
-147
11
1
1
0
1
1
0
Managers
1
2
2
WEDNESDAY
13
1
1
0
1
1
0
Trade: type 7
0.661106
0.72188
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
6
0
6
0
-672
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
100,788
00
Cash loans
F
N
N
0
112,500
450,000
47,254.5
450,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.026392
-10,114
-996
-4,888
-2,767
null
1
1
0
1
0
0
Core staff
2
2
2
THURSDAY
19
0
0
0
0
0
0
Mobile
0.694559
0.705811
0.474051
0.2227
null
0.9851
null
null
0.24
0.2069
0.3333
null
null
null
0.2383
null
0
0.2269
null
0.9851
null
null
0.2417
0.2069
0.3333
null
null
null
0.2483
null
0
0.2248
null
0.9851
null
null
0.24
0.2069
0.3333
null
null
null
0.2426
null
0
null
block of flats
0.2224
Panel
No
0
0
0
0
-751
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
100,789
00
Cash loans
F
N
Y
0
112,500
813,195
24,786
702,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010556
-16,329
-1,048
-1,187
-4,819
null
1
1
0
1
0
0
null
2
3
3
TUESDAY
11
0
0
0
0
0
0
Business Entity Type 3
null
0.49313
0.767523
0.1113
0.0819
0.9821
0.7552
0.0548
0.12
0.1034
0.3333
0.375
0.0142
0.0908
0.1161
0
0
0.1134
0.0849
0.9821
0.7648
0.0553
0.1208
0.1034
0.3333
0.375
0.0145
0.0992
0.121
0
0
0.1124
0.0819
0.9821
0.7585
0.0551
0.12
0.1034
0.3333
0.375
0.0145
0.0923
0.1182
0
0
reg oper account
block of flats
0.1213
Panel
No
0
0
0
0
-1,163
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
100,790
00
Cash loans
M
Y
N
0
157,500
339,948
27,387
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.005144
-9,365
-1,172
-1,451
-1,969
13
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
14
0
0
0
0
1
1
Business Entity Type 3
0.148193
0.514764
0.600658
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,450
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
7
100,793
00
Cash loans
F
N
Y
0
126,000
808,650
26,217
675,000
Family
State servant
Higher education
Married
House / apartment
0.018634
-13,037
-706
-2,921
-1,149
null
1
1
1
1
1
0
Accountants
2
2
2
FRIDAY
10
0
0
0
0
0
0
Government
0.387973
0.268615
0.689479
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,431
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
100,794
00
Cash loans
F
N
Y
0
49,500
431,280
18,400.5
360,000
Family
Pensioner
Secondary / secondary special
Widow
House / apartment
0.031329
-21,351
365,243
-11,095
-4,795
null
1
0
0
1
0
0
null
1
2
2
TUESDAY
8
0
0
0
0
0
0
XNA
null
0.191543
0.771362
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,795
00
Cash loans
M
Y
Y
1
180,000
963,000
31,194
963,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.026392
-13,778
-786
-6,325
-2,410
4
1
1
0
1
0
0
Managers
3
2
2
FRIDAY
10
0
0
0
0
1
1
Business Entity Type 3
0.210867
0.170438
0.770087
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-969
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
100,796
11
Cash loans
F
N
Y
0
405,000
413,235
32,778
337,500
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.00963
-19,311
-514
-6,886
-2,846
null
1
1
0
1
0
0
Cleaning staff
1
2
2
MONDAY
14
0
0
0
0
1
1
Self-employed
0.564584
0.343728
0.326475
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,823
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
100,798
00
Cash loans
M
N
Y
0
81,000
454,500
31,761
454,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.018209
-16,658
-409
-4,717
-210
null
1
1
0
1
0
0
Laborers
1
3
3
WEDNESDAY
10
0
0
0
0
1
1
Business Entity Type 2
null
0.559822
0.706205
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
3
6
3
-1,229
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
100,799
00
Cash loans
F
Y
Y
0
103,500
886,090.5
39,159
792,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018029
-21,411
-3,997
-4,434
-4,439
16
1
1
0
1
0
0
null
2
3
3
MONDAY
6
0
0
0
0
0
0
Medicine
null
0.573712
0.549597
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,518
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
100,800
00
Cash loans
F
N
Y
0
126,000
698,517
23,215.5
603,000
Unaccompanied
Pensioner
Lower secondary
Widow
House / apartment
0.018634
-21,314
365,243
-2,486
-4,613
null
1
0
0
1
0
0
null
1
2
2
FRIDAY
10
0
0
0
0
0
0
XNA
null
0.299789
0.689479
0.0619
0.0791
0.9871
null
null
0
0.1379
0.1667
null
0.0211
null
0.0541
null
0.0316
0.063
0.0821
0.9871
null
null
0
0.1379
0.1667
null
0.0215
null
0.0563
null
0.0335
0.0625
0.0791
0.9871
null
null
0
0.1379
0.1667
null
0.0214
null
0.055
null
0.0323
null
block of flats
0.0494
Stone, brick
No
2
0
2
0
-807
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
100,801
00
Cash loans
F
N
Y
0
112,500
223,884
26,568
202,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
With parents
0.025164
-9,528
-183
-4,391
-2,194
null
1
1
0
1
0
1
Core staff
1
2
2
THURSDAY
9
0
0
0
0
0
0
Services
null
0.225776
null
0.2969
0.1459
0.9916
0.8844
0.0402
0.32
0.2759
0.375
0.4167
0.0205
0.2421
0.2944
0
0
0.3025
0.1514
0.9916
0.8889
0.0406
0.3222
0.2759
0.375
0.4167
0.021
0.2645
0.3067
0
0
0.2998
0.1459
0.9916
0.8859
0.0404
0.32
0.2759
0.375
0.4167
0.0209
0.2463
0.2997
0
0
reg oper spec account
block of flats
0.2315
Panel
No
1
0
1
0
-2,669
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
100,802
00
Cash loans
F
N
Y
0
76,500
499,261.5
18,949.5
351,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.028663
-19,169
-4,275
-8,207
-2,730
null
1
1
0
1
0
0
Sales staff
1
2
2
MONDAY
10
0
0
0
0
0
0
Self-employed
null
0.265248
0.501075
0.1237
0.0709
0.9846
0.7824
0.0127
0
0.069
0.1667
0.2083
0.0573
0.1009
0.0635
0
0
0.1261
0.0736
0.9846
0.7909
0.0128
0
0.069
0.1667
0.2083
0.0586
0.1102
0.0661
0
0
0.1249
0.0709
0.9846
0.7853
0.0128
0
0.069
0.1667
0.2083
0.0583
0.1026
0.0646
0
0
reg oper account
block of flats
0.0569
Stone, brick
No
1
0
1
0
-1,735
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
100,803
00
Cash loans
F
N
Y
0
135,000
679,500
32,818.5
679,500
Family
Commercial associate
Higher education
Civil marriage
House / apartment
0.026392
-11,847
-1,035
-1,561
-773
null
1
1
0
1
0
0
Sales staff
2
2
2
FRIDAY
14
0
0
0
0
0
0
Trade: type 7
null
0.534558
0.270707
0.0722
null
0.9786
null
null
0
0.1379
0.1667
null
null
null
0.0654
null
0
0.0735
null
0.9786
null
null
0
0.1379
0.1667
null
null
null
0.0682
null
0
0.0729
null
0.9786
null
null
0
0.1379
0.1667
null
null
null
0.0666
null
0
null
block of flats
0.0515
Stone, brick
No
2
0
2
0
-1,667
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
100,804
00
Cash loans
F
N
Y
2
157,500
407,727
32,341.5
333,000
Unaccompanied
Commercial associate
Incomplete higher
Married
House / apartment
0.018029
-12,200
-733
-179
-2,616
null
1
1
0
1
0
0
Laborers
4
3
3
SATURDAY
9
0
0
0
0
0
0
Trade: type 1
null
0.132357
0.072497
0.0629
0.0878
0.9776
0.7824
0.0164
0
0.1552
0.1042
0.2083
0.0627
0.0941
0.0525
0.0077
0.0366
0.0084
0.0477
0.9717
0.7909
0.0165
0
0.0345
0.0417
0.2083
0.0119
0.1028
0.0048
0.0078
0.0178
0.0635
0.0878
0.9776
0.7853
0.0165
0
0.1552
0.1042
0.2083
0.0638
0.0958
0.0534
0.0078
0.0373
reg oper account
block of flats
0.0058
Stone, brick
No
1
0
1
0
-255
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
0
100,805
00
Cash loans
M
Y
N
0
270,000
1,098,000
28,962
1,098,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.028663
-11,809
-1,901
-5,293
-4,495
2
1
1
0
1
0
0
Managers
2
2
2
WEDNESDAY
9
0
0
0
0
0
0
Business Entity Type 3
0.366018
0.691201
0.683269
0.1429
0.1072
0.9851
0.7552
0.0586
0.104
0.1034
0.325
0.3333
0.0581
0.1225
0.1382
0.0019
0.0235
0.0756
0.042
0.9861
0.8171
0.0229
0.1611
0.1034
0.3333
0.375
0
0.0661
0.0586
0
0
0.1124
0.1091
0.9861
0.7652
0.0644
0.12
0.1034
0.3333
0.375
0.0624
0.1261
0.1717
0
0
reg oper account
block of flats
0.1707
Panel
No
0
0
0
0
-401
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
100,806
00
Cash loans
F
N
Y
0
247,500
654,498
26,086.5
585,000
Unaccompanied
State servant
Higher education
Married
House / apartment
0.006207
-18,178
-744
-2,278
-1,361
null
1
1
0
1
0
0
Core staff
2
2
2
FRIDAY
11
0
0
0
0
0
0
Police
0.727114
0.558577
0.607557
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-805
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
100,807
00
Cash loans
M
Y
Y
2
180,000
675,000
32,602.5
675,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.030755
-14,014
-1,629
-7,148
-4,575
7
1
1
0
1
0
0
Laborers
4
2
2
FRIDAY
11
0
0
0
0
1
1
Business Entity Type 3
null
0.571191
0.440058
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
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
2
100,808
11
Cash loans
F
N
Y
2
135,000
640,080
31,261.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-9,904
-1,116
-737
-2,241
null
1
1
0
1
0
0
null
4
2
2
FRIDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.688832
0.712791
0.363945
0.0165
null
0.9801
null
null
null
0.069
0.0417
null
null
null
0.0092
null
null
0.0168
null
0.9801
null
null
null
0.069
0.0417
null
null
null
0.0096
null
null
0.0167
null
0.9801
null
null
null
0.069
0.0417
null
null
null
0.0094
null
null
null
block of flats
0.0113
Stone, brick
No
0
0
0
0
-590
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