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
100,119
00
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
100,120
00
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
100,121
00
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
100,122
00
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
100,123
00
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
100,124
00
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
100,125
00
Cash loans
F
N
N
0
126,000
263,686.5
26,208
238,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.009549
-21,613
365,243
-2,376
-2,434
null
1
0
0
1
1
0
null
2
2
2
MONDAY
11
0
0
0
0
0
0
XNA
null
0.571331
0.554947
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,165
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,126
00
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
100,127
00
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
100,129
00
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
100,130
11
Cash loans
F
N
Y
1
157,500
723,996
30,802.5
585,000
Unaccompanied
Commercial associate
Incomplete higher
Separated
House / apartment
0.007274
-10,526
-267
-387
-3,190
null
1
1
0
1
1
0
Sales staff
2
2
2
SUNDAY
12
0
1
1
0
1
1
Trade: type 2
null
0.282069
0.120641
0.1485
0.0604
0.9881
0.8368
0.0882
0.04
0.0345
0.3333
0.375
0.1368
0.1202
0.1012
0.0039
0.0027
0.1513
0.0627
0.9881
0.8432
0.089
0.0403
0.0345
0.3333
0.375
0.1399
0.1313
0.1055
0.0039
0.0029
0.1499
0.0604
0.9881
0.839
0.0888
0.04
0.0345
0.3333
0.375
0.1392
0.1223
0.103
0.0039
0.0028
reg oper account
block of flats
0.1284
Stone, brick
No
0
0
0
0
-56
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
100,131
00
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
100,132
00
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
100,133
00
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
100,134
00
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
100,135
00
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
100,136
00
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
100,137
00
Cash loans
F
Y
Y
0
225,000
891,072
45,625.5
720,000
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.020246
-20,284
365,243
-1,990
-2,556
2
1
0
0
1
0
0
null
2
3
3
FRIDAY
8
0
0
0
0
0
0
XNA
0.886487
0.086719
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
12
0
12
0
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
100,138
00
Cash loans
M
Y
N
0
135,000
824,823
29,223
688,500
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.04622
-14,339
365,243
-1,104
-4,620
5
1
0
0
1
0
0
null
2
1
1
TUESDAY
14
0
0
0
0
0
0
XNA
0.667496
0.607562
0.572683
0.3247
null
null
null
null
0.56
0.2414
0.625
null
null
null
0.4549
null
0.0708
0.3309
null
null
null
null
0.5639
0.2414
0.625
null
null
null
0.4739
null
0.0749
0.3279
null
null
null
null
0.56
0.2414
0.625
null
null
null
0.463
null
0.0722
null
block of flats
0.481
Panel
No
0
0
0
0
-242
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
100,139
00
Cash loans
F
N
N
1
157,500
302,341.5
24,016.5
261,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.010276
-13,286
-2,305
-6,685
-4,955
null
1
1
0
1
0
1
null
3
2
2
WEDNESDAY
10
0
0
0
1
1
0
Business Entity Type 3
0.567775
0.601408
0.096319
0.0897
0.1127
0.9866
0.8164
0.028
0
0.2069
0.1667
0.2083
0.0406
0.0731
0.0898
0
0
0.0914
0.117
0.9866
0.8236
0.0283
0
0.2069
0.1667
0.2083
0.0416
0.0799
0.0936
0
0
0.0906
0.1127
0.9866
0.8189
0.0282
0
0.2069
0.1667
0.2083
0.0413
0.0744
0.0915
0
0
reg oper spec account
block of flats
0.086
Panel
No
6
0
6
0
-1,868
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
100,140
00
Revolving loans
F
N
N
0
157,500
675,000
33,750
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.030755
-9,223
-802
-4,067
-505
null
1
1
0
1
0
0
High skill tech staff
2
2
2
FRIDAY
9
0
0
0
1
1
0
Business Entity Type 3
0.370342
0.715861
null
0.0515
0.0557
0.9851
0.796
0.027
0
0.1379
0.1667
0.0417
0.0518
0.042
0.0618
0.1931
0
0.0525
0.0578
0.9851
0.804
0.0272
0
0.1379
0.1667
0.0417
0.0529
0.0459
0.0643
0.1946
0
0.052
0.0557
0.9851
0.7987
0.0271
0
0.1379
0.1667
0.0417
0.0527
0.0428
0.0629
0.1941
0
reg oper account
block of flats
0.0633
Stone, brick
No
0
0
0
0
-120
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
100,142
00
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
100,143
00
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
100,144
00
Cash loans
F
N
N
0
112,500
535,500
30,028.5
535,500
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.028663
-16,759
-4,560
-3,079
-296
null
1
1
0
1
0
0
Sales staff
1
2
2
THURSDAY
17
0
0
0
0
0
0
Self-employed
null
0.611637
null
0.0845
0.0651
0.9757
0.6668
0.0506
0
0.1379
0.1667
0.2083
0.0421
0.0605
0.0641
0.0386
0.0241
0.0861
0.0675
0.9757
0.6798
0.051
0
0.1379
0.1667
0.2083
0.043
0.0661
0.0668
0.0389
0.0255
0.0854
0.0651
0.9757
0.6713
0.0509
0
0.1379
0.1667
0.2083
0.0428
0.0616
0.0652
0.0388
0.0246
reg oper account
block of flats
0.0833
Panel
No
9
2
9
0
-1,282
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
100,145
00
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
100,146
00
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
100,147
00
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
100,148
00
Cash loans
F
N
Y
0
247,500
755,190
36,459
675,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.008575
-16,340
-8,647
-4,182
-4,259
null
1
1
0
1
0
0
Medicine staff
2
2
2
MONDAY
17
0
0
0
0
0
0
Other
0.617716
0.660559
0.211551
0.0495
0.0623
0.9737
null
null
0
0.1034
0.125
null
0.0486
null
null
null
null
0.0504
0.0646
0.9737
null
null
0
0.1034
0.125
null
0.0497
null
null
null
null
0.05
0.0623
0.9737
null
null
0
0.1034
0.125
null
0.0495
null
null
null
null
null
block of flats
0.0318
Stone, brick
No
0
0
0
0
-2,415
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,149
00
Cash loans
M
Y
N
0
171,000
539,590.5
26,374.5
445,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.030755
-9,203
-481
-1,642
-1,639
4
1
1
0
1
0
0
Low-skill Laborers
2
2
2
TUESDAY
17
0
0
0
0
0
0
Self-employed
0.053183
0.164463
0.092013
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-395
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
100,151
00
Cash loans
M
N
N
0
135,000
182,016
11,772
144,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.019101
-16,522
-1,451
-4,101
-66
null
1
1
0
1
0
0
Accountants
1
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
null
0.695219
0.729567
0.0567
0.0331
0.9791
0.7144
0.0208
0.04
0.0345
0.3333
0.375
0.0256
0.0454
0.0434
0.0039
0.0072
0.0578
0.0343
0.9791
0.7256
0.021
0.0403
0.0345
0.3333
0.375
0.0262
0.0496
0.0452
0.0039
0.0076
0.0573
0.0331
0.9791
0.7182
0.0209
0.04
0.0345
0.3333
0.375
0.0261
0.0462
0.0442
0.0039
0.0073
reg oper account
block of flats
0.0471
Stone, brick
No
0
0
0
0
-398
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
100,152
00
Cash loans
F
N
Y
0
157,500
254,412
9,720
166,500
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.010032
-16,083
-2,764
-7,358
-4,654
null
1
1
0
1
0
0
Sales staff
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
null
0.165442
0.749022
0.0742
0.0457
0.9821
0.7552
0
0.08
0.069
0.3333
0.375
0
0.0605
0.0783
0
0
0.0756
0.0474
0.9821
0.7648
0
0.0806
0.069
0.3333
0.375
0
0.0661
0.0815
0
0
0.0749
0.0457
0.9821
0.7585
0
0.08
0.069
0.3333
0.375
0
0.0616
0.0797
0
0
reg oper account
block of flats
0.0752
Panel
No
0
0
0
0
-1,761
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4
100,153
00
Cash loans
M
Y
Y
0
202,500
1,107,981
32,526
967,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.031329
-18,413
-1,895
-10,826
-1,947
15
1
1
0
1
0
0
Drivers
2
2
2
SATURDAY
10
0
0
0
0
0
0
Construction
null
0.66802
0.353988
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,192
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
100,154
00
Revolving loans
M
N
N
0
144,000
180,000
9,000
180,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.030755
-12,157
-2,995
-4,055
-267
null
1
1
0
1
0
0
Drivers
2
2
2
THURSDAY
11
0
0
0
0
0
0
Self-employed
0.127393
0.494962
0.73802
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-329
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,155
00
Cash loans
M
N
N
0
157,500
675,000
21,906
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.015221
-11,944
-2,899
-5,812
-2,722
null
1
1
1
1
1
0
Laborers
2
2
2
THURSDAY
11
0
1
1
0
1
1
Construction
null
0.282078
0.565608
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-524
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,156
00
Cash loans
F
Y
N
2
157,500
945,000
39,127.5
945,000
Family
Commercial associate
Secondary / secondary special
Married
With parents
0.018209
-14,235
-5,411
-2,248
-5,376
65
1
1
0
1
0
0
Medicine staff
4
3
3
THURSDAY
14
0
0
0
0
0
0
Medicine
null
0.597823
0.7463
0.0289
0.0698
0.9682
0.5648
0.0044
0
0.1034
0.125
0.125
0.0437
0.0202
0.0264
0.0154
0.0326
0.0294
0.0725
0.9682
0.5818
0.0045
0
0.1034
0.125
0.125
0.0447
0.022
0.0275
0.0156
0.0345
0.0291
0.0698
0.9682
0.5706
0.0045
0
0.1034
0.125
0.125
0.0444
0.0205
0.0269
0.0155
0.0333
reg oper account
block of flats
0.0278
Stone, brick
No
0
0
0
0
-2,703
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
100,157
00
Cash loans
M
N
Y
0
180,000
1,755,000
61,132.5
1,755,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01452
-16,086
-1,549
-3,174
-4,584
null
1
1
0
1
0
0
null
2
2
2
MONDAY
7
0
0
0
0
0
0
Business Entity Type 3
0.867872
0.147685
0.669057
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
100,158
00
Cash loans
M
N
N
0
180,000
590,337
27,486
477,000
Unaccompanied
Commercial associate
Incomplete higher
Married
House / apartment
0.0228
-12,348
-1,821
-1,909
-4,800
null
1
1
0
1
1
0
Core staff
2
2
2
WEDNESDAY
12
0
0
0
0
0
0
Culture
null
0.683703
null
0.1515
0.0969
0.995
0.9252
0.0289
0.1332
0.1148
0.375
0.4167
0.0184
0.1219
0.1517
0.0077
0.026
0.1345
0.0659
0.9926
0.902
0.0292
0.1208
0.1034
0.375
0.4167
0.0009
0.1166
0.1351
0
0
0.1405
0.1091
0.9945
0.9262
0.0291
0.12
0.1034
0.375
0.4167
0.0009
0.1154
0.1587
0.0039
0.0121
reg oper account
block of flats
0.1178
Stone, brick
No
0
0
0
0
-2,041
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,159
00
Cash loans
F
N
Y
0
225,000
1,515,415.5
41,800.5
1,354,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.003818
-14,645
-4,027
-7,154
-1,969
null
1
1
1
1
1
0
Sales staff
2
2
2
FRIDAY
3
0
0
0
0
0
0
Trade: type 7
0.545859
0.57125
0.78988
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-700
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
100,160
11
Cash loans
M
N
Y
0
292,500
675,000
36,747
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.035792
-16,667
-200
-5,239
-114
null
1
1
1
1
1
0
Managers
2
2
2
FRIDAY
18
1
1
0
1
1
0
Business Entity Type 3
0.320322
0.631961
0.289611
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-106
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,161
00
Cash loans
F
N
Y
0
90,000
370,629
13,972.5
306,000
Family
Commercial associate
Secondary / secondary special
Married
House / apartment
0.00712
-16,219
-2,599
-9,329
-4,325
null
1
1
0
1
0
0
Sales staff
2
2
2
MONDAY
9
0
0
0
0
1
1
Self-employed
null
0.265312
0.317032
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-306
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
100,162
00
Cash loans
F
N
Y
0
112,500
547,344
18,216
472,500
Family
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.020246
-21,061
365,243
-5,439
-4,488
null
1
0
0
1
0
0
null
1
3
3
MONDAY
6
0
0
0
0
0
0
XNA
0.593567
0.598243
0.232725
0.0907
0.0992
0.9771
0.6872
0
0
0.2069
0.1667
0.2083
0.0456
0.0735
0.0854
0.0019
0.003
0.0903
0.1016
0.9772
0.6994
0
0
0.2069
0.1667
0.2083
0.0419
0.0781
0.087
0
0
0.0916
0.0992
0.9771
0.6914
0
0
0.2069
0.1667
0.2083
0.0464
0.0748
0.087
0.0019
0.003
reg oper account
block of flats
0.0669
Panel
No
1
1
1
1
-1,594
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,163
00
Cash loans
F
N
Y
0
130,500
550,489.5
19,773
454,500
Unaccompanied
Working
Higher education
Separated
House / apartment
0.018209
-19,718
-5,717
-8,940
-3,200
null
1
1
1
1
1
0
null
1
3
3
FRIDAY
11
0
0
0
0
0
0
Other
0.656938
0.390993
0.09507
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
5
0
5
0
-1,691
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,164
00
Cash loans
F
Y
N
1
450,000
407,434.5
43,362
387,000
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.0105
-16,097
-2,630
-110
-3,852
3
1
1
0
1
0
0
Core staff
3
3
3
WEDNESDAY
17
0
0
0
0
0
0
Self-employed
null
0.62203
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
-845
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
100,165
00
Cash loans
F
Y
Y
0
175,500
1,293,502.5
35,568
1,129,500
Family
Pensioner
Secondary / secondary special
Married
House / apartment
0.01885
-21,961
365,243
-8,887
-4,379
9
1
0
0
1
1
0
null
2
2
2
TUESDAY
16
0
0
0
0
0
0
XNA
0.531106
0.646689
0.812823
0.068
0.073
0.9876
0.83
0.0283
0
0.1724
0.1667
0.125
0.0366
0.0546
0.0714
0.0039
0.0094
0.0693
0.0758
0.9876
0.8367
0.0286
0
0.1724
0.1667
0.125
0.0374
0.0597
0.0744
0.0039
0.01
0.0687
0.073
0.9876
0.8323
0.0285
0
0.1724
0.1667
0.125
0.0372
0.0556
0.0727
0.0039
0.0096
reg oper account
block of flats
0.0737
Panel
No
0
0
0
0
-396
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,166
00
Cash loans
F
N
Y
3
58,500
152,820
15,241.5
135,000
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.025164
-14,359
-1,894
-2,908
-4,480
null
1
1
1
1
0
0
Core staff
5
2
2
FRIDAY
8
0
0
0
0
1
1
Government
null
0.524818
0.15664
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-160
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
100,167
00
Cash loans
F
N
Y
0
180,000
427,500
46,170
427,500
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.026392
-15,127
-1,039
-4,221
-652
null
1
1
0
1
1
0
null
2
2
2
FRIDAY
16
0
0
0
0
1
1
Hotel
null
0.551308
0.161463
0.0082
null
0.9732
null
null
0
0.069
0.0417
null
null
null
0.0084
null
0
0.0084
null
0.9732
null
null
0
0.069
0.0417
null
null
null
0.0088
null
0
0.0083
null
0.9732
null
null
0
0.069
0.0417
null
null
null
0.0086
null
0
null
block of flats
0.0066
Stone, brick
No
0
0
0
0
-1,914
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,173
00
Cash loans
F
N
N
0
117,000
781,920
26,725.5
675,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.02461
-11,633
-2,596
-5,430
-3,851
null
1
1
0
1
1
0
Core staff
1
2
2
TUESDAY
17
0
0
0
0
0
0
Government
0.72394
0.636395
0.452534
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
No
1
0
1
0
-1,166
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,174
00
Revolving loans
F
N
Y
2
180,000
225,000
11,250
225,000
Spouse, partner
Working
Incomplete higher
Married
Municipal apartment
0.032561
-14,597
-1,997
-8,491
-3,681
null
1
1
1
1
1
0
Sales staff
4
1
1
FRIDAY
15
0
0
0
0
0
0
Self-employed
null
0.704793
0.565608
0.0557
null
0.9752
null
null
0.04
0.0345
0.3333
null
0.0361
null
0.0383
null
0.0028
0.0567
null
0.9752
null
null
0.0403
0.0345
0.3333
null
0.0369
null
0.04
null
0.003
0.0562
null
0.9752
null
null
0.04
0.0345
0.3333
null
0.0367
null
0.039
null
0.0029
null
null
0.0308
Panel
No
0
0
0
0
-307
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,175
00
Cash loans
F
N
Y
1
202,500
1,251,072
45,067.5
1,080,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010147
-16,296
-266
-164
-4,568
null
1
1
0
1
0
0
null
3
2
2
TUESDAY
19
0
0
0
0
0
0
Industry: type 7
0.580367
0.763649
0.329655
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,683
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
100,176
00
Cash loans
F
N
Y
0
135,000
1,078,200
31,653
900,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-17,682
-4,319
-2,630
-1,211
null
1
1
0
1
1
0
Laborers
2
2
2
WEDNESDAY
6
0
0
0
0
0
0
Government
null
0.585291
0.816092
0.0701
0.0533
0.996
0.9456
0.018
0.08
0.069
0.3333
0.375
0.0096
0.0555
0.07
0.0077
0.0164
0.0714
0.0553
0.996
0.9477
0.0182
0.0806
0.069
0.3333
0.375
0.0098
0.0606
0.0729
0.0078
0.0174
0.0708
0.0533
0.996
0.9463
0.0181
0.08
0.069
0.3333
0.375
0.0098
0.0564
0.0713
0.0078
0.0168
reg oper account
block of flats
0.0685
Panel
No
1
0
1
0
-131
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,177
00
Cash loans
M
N
N
1
112,500
312,682.5
33,309
297,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010643
-14,311
-334
-8,401
-4,248
null
1
1
1
1
0
0
null
3
2
2
THURSDAY
10
0
1
1
0
1
1
Self-employed
0.319357
0.603655
0.595456
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-328
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,178
00
Cash loans
F
N
Y
0
119,250
679,500
28,917
679,500
Unaccompanied
Working
Higher education
Separated
House / apartment
0.008866
-19,286
-1,485
-7,887
-2,835
null
1
1
1
1
1
0
null
1
2
2
MONDAY
13
0
0
0
0
0
0
Self-employed
0.723371
0.765125
0.4171
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,085
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,179
00
Cash loans
F
Y
N
0
202,500
675,000
53,329.5
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.031329
-11,375
-2,311
-180
-2,009
4
1
1
0
1
0
0
Managers
2
2
2
MONDAY
13
0
0
0
0
0
0
Trade: type 7
0.674832
0.616156
0.67383
0.5845
0.457
0.9945
0.9252
0.3468
0.6
0.2414
0.9167
0.5
0.2847
0.4287
0.7187
0.2201
0.7729
0.5956
0.4742
0.9945
0.9281
0.35
0.6042
0.2414
0.9167
0.5
0.2912
0.4683
0.7488
0.2218
0.8183
0.5902
0.457
0.9945
0.9262
0.349
0.6
0.2414
0.9167
0.5
0.2896
0.4361
0.7317
0.2213
0.7892
reg oper account
block of flats
0.7334
Monolithic
No
0
0
0
0
-1,792
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
4
100,180
00
Cash loans
F
N
Y
1
315,000
1,288,350
37,800
1,125,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.020713
-15,581
-4,940
-9,520
-5,239
null
1
1
0
1
0
0
Accountants
3
3
2
FRIDAY
15
0
0
0
0
1
1
Transport: type 4
0.72909
0.509852
0.675413
0.0907
0.1072
0.9811
0.7416
0.0189
0
0.2069
0.1667
0.2083
0.2668
0.074
0.0839
0
0
0.0924
0.1113
0.9811
0.7517
0.019
0
0.2069
0.1667
0.2083
0.2729
0.0808
0.0874
0
0
0.0916
0.1072
0.9811
0.7451
0.019
0
0.2069
0.1667
0.2083
0.2715
0.0752
0.0854
0
0
reg oper account
block of flats
0.0763
Panel
No
1
0
1
0
-1,020
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
3
100,181
11
Cash loans
F
N
Y
0
157,500
245,619
12,667.5
166,500
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.022625
-17,538
-7,676
-774
-1,082
null
1
1
0
1
1
0
Private service staff
1
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.182171
0.443615
0.066
null
0.9757
null
null
0
0.1379
0.1667
null
0.046
null
0.0519
null
null
0.0672
null
0.9757
null
null
0
0.1379
0.1667
null
0.0471
null
0.0541
null
null
0.0666
null
0.9757
null
null
0
0.1379
0.1667
null
0.0468
null
0.0529
null
null
null
block of flats
0.0552
Block
No
0
0
0
0
-216
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
100,182
00
Revolving loans
F
N
Y
1
112,500
135,000
6,750
135,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.020246
-13,558
-4,758
-6,426
-4,360
null
1
1
0
1
0
0
Core staff
2
3
3
THURSDAY
8
0
0
0
0
0
0
Government
0.464356
0.751869
0.420611
0.067
0.0806
0.9747
0.6532
0.0086
0
0.1379
0.1667
0.2083
0.0547
0.0538
0.0332
0.0039
0.1078
0.0683
0.0836
0.9747
0.6668
0.0087
0
0.1379
0.1667
0.2083
0.056
0.0588
0.0346
0.0039
0.1141
0.0677
0.0806
0.9747
0.6578
0.0086
0
0.1379
0.1667
0.2083
0.0557
0.0547
0.0338
0.0039
0.1101
reg oper account
block of flats
0.0496
Stone, brick
No
0
0
0
0
-1,933
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,183
00
Cash loans
F
N
Y
0
103,500
239,850
23,494.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Separated
House / apartment
0.018634
-24,729
365,243
-4,047
-4,523
null
1
0
0
1
1
0
null
1
2
2
THURSDAY
12
0
0
0
0
0
0
XNA
null
0.600433
0.795803
0.0247
0.0612
0.9757
null
null
0
0.1034
0.0833
null
0.027
null
0.0304
null
0.0131
0.0252
0.0635
0.9757
null
null
0
0.1034
0.0833
null
0.0276
null
0.0317
null
0.0139
0.025
0.0612
0.9757
null
null
0
0.1034
0.0833
null
0.0275
null
0.0309
null
0.0134
null
block of flats
0.0267
Stone, brick
No
0
0
0
0
-1,183
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,185
00
Cash loans
M
N
Y
0
58,500
187,704
10,903.5
148,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.018029
-20,215
365,243
-3,508
-3,558
null
1
0
0
1
0
0
null
2
3
2
SATURDAY
7
0
0
0
0
0
0
XNA
null
0.557348
0.771362
0.0619
0.0473
0.9771
0.6872
0.0228
0
0.1379
0.1667
0.2083
0.0335
0.0504
0.0544
0
0
0.063
0.0491
0.9772
0.6994
0.023
0
0.1379
0.1667
0.2083
0.0343
0.0551
0.0567
0
0
0.0625
0.0473
0.9771
0.6914
0.023
0
0.1379
0.1667
0.2083
0.0341
0.0513
0.0554
0
0
reg oper account
block of flats
0.0553
Panel
No
1
0
1
0
-1,792
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
100,186
00
Cash loans
F
N
Y
0
117,000
269,550
13,095
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.00702
-21,861
365,243
-830
-4,830
null
1
0
0
1
1
0
null
1
2
2
TUESDAY
12
0
0
0
0
0
0
XNA
null
0.641304
0.519097
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
4
0
4
0
-2,025
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,188
00
Cash loans
F
N
N
1
225,000
1,325,475
56,290.5
1,125,000
Unaccompanied
Working
Higher education
Married
Office apartment
0.002506
-15,323
-5,785
-5,368
-3,602
null
1
1
0
1
0
0
Core staff
3
2
2
FRIDAY
4
0
0
0
0
1
1
School
0.728092
0.702463
0.546023
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-573
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
100,189
00
Cash loans
F
N
Y
0
135,000
263,844
14,440.5
189,000
Unaccompanied
Working
Incomplete higher
Separated
House / apartment
0.020713
-16,807
-1,094
-8,184
-339
null
1
1
0
1
1
0
Sales staff
1
3
2
THURSDAY
6
0
0
0
0
1
1
Trade: type 7
null
0.010272
null
0.0082
0
0.9727
0.626
0.0007
0
0.0345
0.0417
0.0833
0.0115
0.0067
0.0054
0
0
0.0084
0
0.9727
0.6406
0.0008
0
0.0345
0.0417
0.0833
0.0117
0.0073
0.0056
0
0
0.0083
0
0.9727
0.631
0.0007
0
0.0345
0.0417
0.0833
0.0117
0.0068
0.0055
0
0
reg oper account
block of flats
0.0046
Block
No
1
0
1
0
-581
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,190
00
Cash loans
M
Y
N
0
162,000
263,686.5
24,781.5
238,500
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.022625
-13,972
-4,472
-464
-4,529
3
1
1
0
1
1
0
Laborers
2
2
2
THURSDAY
16
0
0
0
0
0
0
Government
0.534999
0.585859
0.788681
0.3093
0.1973
0.9891
0.8504
0
0.4
0.2414
0.4583
0.5
0.4101
0.2522
0.3564
0
0.0168
0.3151
0.2047
0.9891
0.8563
0
0.4028
0.2414
0.4583
0.5
0.4195
0.2755
0.3713
0
0.0178
0.3123
0.1973
0.9891
0.8524
0
0.4
0.2414
0.4583
0.5
0.4173
0.2565
0.3628
0
0.0172
reg oper account
block of flats
0.4064
Panel
No
5
0
5
0
-1,161
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,191
00
Cash loans
F
N
Y
0
112,500
544,491
17,563.5
454,500
Unaccompanied
Working
Higher education
Separated
House / apartment
0.030755
-21,819
-8,355
-8,440
-4,474
null
1
1
0
1
0
0
High skill tech staff
1
2
2
TUESDAY
18
0
0
0
0
0
0
Business Entity Type 2
null
0.688792
0.522697
0.0412
0.0619
0.9762
0.6668
0.0535
0
0.069
0.1667
0.2083
0.031
0.0336
0.0372
0
0
0.042
0.0642
0.9762
0.6798
0.054
0
0.069
0.1667
0.2083
0.0317
0.0367
0.0387
0
0
0.0416
0.0619
0.9762
0.6713
0.0538
0
0.069
0.1667
0.2083
0.0315
0.0342
0.0378
0
0
reg oper spec account
block of flats
0.0377
Stone, brick
No
0
0
0
0
-2,576
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,192
11
Cash loans
F
N
N
0
111,915
225,000
21,037.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
With parents
0.018801
-7,989
-150
-2,570
-646
null
1
1
1
1
0
0
Core staff
1
2
2
FRIDAY
16
0
0
0
0
1
1
Trade: type 3
null
0.086253
0.513694
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-122
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,193
00
Cash loans
F
Y
N
0
225,000
296,280
15,124.5
225,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.020246
-17,879
-940
-2,294
-1,441
15
1
1
1
1
0
0
null
1
3
3
SUNDAY
15
0
0
0
0
0
0
Other
0.731105
0.748854
0.508287
0.1546
0.084
0.9776
0.694
0.019
0
0.1034
0.1667
0.2083
0.0149
0.1261
0.0568
0
0
0.1576
0.0871
0.9777
0.706
0.0191
0
0.1034
0.1667
0.2083
0.0153
0.1377
0.0591
0
0
0.1561
0.084
0.9776
0.6981
0.0191
0
0.1034
0.1667
0.2083
0.0152
0.1283
0.0578
0
0
reg oper account
block of flats
0.055
Stone, brick
No
1
0
1
0
-2,553
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
6
100,194
00
Revolving loans
F
N
Y
2
157,500
315,000
15,750
315,000
Unaccompanied
Working
Higher education
Civil marriage
House / apartment
0.020246
-12,805
-5,258
-3,262
-3,884
null
1
1
0
1
1
0
Laborers
4
3
3
WEDNESDAY
11
0
0
0
0
0
0
Industry: type 3
0.434878
0.111767
0.192942
0.0784
0.0806
0.9742
0.6464
0.008
0
0.1379
0.1667
0.2083
0.0438
0.0614
0.0592
0.0116
0.0124
0.0798
0.0837
0.9742
0.6602
0.0081
0
0.1379
0.1667
0.2083
0.0448
0.067
0.0617
0.0117
0.0131
0.0791
0.0806
0.9742
0.6511
0.0081
0
0.1379
0.1667
0.2083
0.0446
0.0624
0.0603
0.0116
0.0127
reg oper account
block of flats
0.0536
Stone, brick
No
0
0
0
0
-215
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
100,195
00
Cash loans
M
Y
Y
0
90,000
336,150
9,373.5
202,500
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.030755
-10,887
-341
-5,333
-2,828
8
1
1
0
1
0
0
null
1
2
2
FRIDAY
12
0
0
0
0
1
1
Trade: type 3
0.356355
0.547773
0.749022
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-114
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,196
00
Cash loans
F
Y
Y
0
164,250
755,190
32,125.5
675,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.018029
-11,568
-2,331
-1,082
-824
8
1
1
0
1
0
0
Secretaries
2
3
3
TUESDAY
7
0
0
0
0
0
0
Construction
0.592547
0.59334
0.303146
null
null
0.9811
null
null
null
0.1552
0.25
null
null
null
null
null
null
null
null
0.9786
null
null
null
0.1034
0.1667
null
null
null
null
null
null
null
null
0.9811
null
null
null
0.1552
0.25
null
null
null
null
null
null
null
block of flats
0.0713
Panel
No
0
0
0
0
-1,606
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4
100,197
00
Cash loans
F
N
N
2
157,500
497,520
28,692
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.003813
-12,019
-1,148
-682
-2,588
null
1
1
0
1
0
0
Sales staff
4
2
2
MONDAY
11
0
0
0
0
0
0
Self-employed
0.721761
0.472286
null
0.0763
0.041
0.9796
null
null
0
0.1379
0.1667
null
null
null
0.0558
null
0.0242
0.0777
0.0425
0.9796
null
null
0
0.1379
0.1667
null
null
null
0.0581
null
0.0256
0.077
0.041
0.9796
null
null
0
0.1379
0.1667
null
null
null
0.0568
null
0.0247
null
block of flats
0.0491
Stone, brick
No
3
0
3
0
-2,575
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,198
00
Cash loans
M
Y
Y
1
135,000
531,000
32,616
531,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-13,116
-1,786
-7,237
-3,168
1
1
1
0
1
0
0
Drivers
3
2
2
MONDAY
10
0
0
0
0
0
0
Self-employed
null
0.748916
0.639708
0.0722
0.002
0.9781
0.7008
0.0078
0
0.1379
0.1667
0
0.0701
0.0588
0.0677
0
0.0016
0.0735
0.002
0.9782
0.7125
0.0079
0
0.1379
0.1667
0
0.0717
0.0643
0.0706
0
0.0017
0.0729
0.002
0.9781
0.7048
0.0079
0
0.1379
0.1667
0
0.0713
0.0599
0.0689
0
0.0016
reg oper account
block of flats
0.0579
Stone, brick
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,199
00
Cash loans
F
N
Y
0
112,500
269,550
18,891
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-20,858
-472
-8,167
-4,411
null
1
1
0
1
0
0
Cleaning staff
2
2
2
WEDNESDAY
15
0
0
0
0
1
1
Industry: type 3
null
0.704424
0.276441
0.0825
0.0756
0.9896
0.8572
0.014
0
0.0345
0.1667
0.2083
0.0131
0.0672
0.049
0
0
0.084
0.0785
0.9896
0.8628
0.0141
0
0.0345
0.1667
0.2083
0.0134
0.0735
0.0511
0
0
0.0833
0.0756
0.9896
0.8591
0.0141
0
0.0345
0.1667
0.2083
0.0134
0.0684
0.0499
0
0
reg oper account
block of flats
0.0462
Stone, brick
No
0
0
0
0
-738
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,200
00
Cash loans
F
N
N
0
216,000
450,000
27,193.5
450,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.026392
-16,891
-2,730
-7,519
-434
null
1
1
1
1
1
0
null
1
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
null
0.640041
0.694093
0.1959
0.1741
0.9841
null
null
0
0.4483
0.1667
null
null
null
0.1762
null
null
0.1996
0.1807
0.9841
null
null
0
0.4483
0.1667
null
null
null
0.1835
null
null
0.1978
0.1741
0.9841
null
null
0
0.4483
0.1667
null
null
null
0.1793
null
null
null
block of flats
0.1795
Panel
No
4
0
3
0
-332
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,201
00
Cash loans
F
N
Y
1
180,000
675,000
36,747
675,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.035792
-12,147
-2,178
-6,189
-1,719
null
1
1
0
1
0
0
Core staff
2
2
2
SATURDAY
10
0
0
0
0
0
0
Trade: type 2
0.764917
0.60156
0.350696
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
0
10
0
-1,754
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
6
100,202
00
Cash loans
F
N
N
0
67,500
127,350
6,597
112,500
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.019101
-22,994
365,243
-9,705
-4,078
null
1
0
0
1
0
0
null
1
2
2
TUESDAY
12
0
0
0
0
0
0
XNA
null
0.121906
0.269286
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-632
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
5
100,203
00
Cash loans
F
N
N
0
54,000
119,925
11,097
112,500
Other_B
Pensioner
Secondary / secondary special
Widow
House / apartment
0.010276
-25,104
365,243
-4,182
-4,210
null
1
0
0
1
0
0
null
1
2
2
TUESDAY
9
0
0
0
0
0
0
XNA
null
0.640514
0.544235
null
null
null
null
null
null
null
0
null
null
null
null
null
null
null
null
null
null
null
null
null
0
null
null
null
null
null
null
null
null
null
null
null
null
null
0
null
null
null
null
null
null
null
null
0.0026
Wooden
No
0
0
0
0
-2
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
100,204
00
Cash loans
F
N
Y
1
81,000
532,494
30,699
454,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.009334
-19,525
365,243
-5,077
-1,589
null
1
0
0
1
1
0
null
3
2
2
WEDNESDAY
9
0
0
0
0
0
0
XNA
null
0.171535
0.540654
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-7
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
100,205
00
Cash loans
F
N
Y
0
63,000
808,650
26,217
675,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018209
-18,302
-1,373
-10,539
-1,210
null
1
1
0
1
0
0
Laborers
2
3
3
TUESDAY
11
0
0
0
0
0
0
Housing
null
0.046216
0.549597
0.1392
0.1753
0.9856
0.8028
0.2698
0
0.3448
0.1667
0.0417
0.0957
0.1135
0.1203
null
0.041
0.1418
0.1819
0.9856
0.8105
0.2723
0
0.3448
0.1667
0.0417
0.0979
0.124
0.1253
null
0.0434
0.1405
0.1753
0.9856
0.8054
0.2715
0
0.3448
0.1667
0.0417
0.0974
0.1154
0.1224
null
0.0419
reg oper account
block of flats
0.1475
Stone, brick
No
0
0
0
0
-1,111
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,206
00
Cash loans
M
Y
N
1
157,500
318,528
25,294.5
252,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.0228
-12,027
-1,720
-3,867
-4,420
12
1
1
0
1
1
1
Drivers
3
2
2
FRIDAY
8
0
0
0
0
1
1
Business Entity Type 3
null
0.164259
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,207
00
Cash loans
F
N
Y
0
157,500
700,830
22,738.5
585,000
Spouse, partner
Working
Secondary / secondary special
Civil marriage
House / apartment
0.01885
-16,518
-3,592
-3,627
-44
null
1
1
0
1
0
0
Waiters/barmen staff
2
2
2
SATURDAY
10
0
0
0
0
0
0
Government
null
0.671783
0.593718
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,709
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,208
00
Cash loans
M
N
N
1
180,000
888,840
29,016
675,000
Family
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.007114
-12,648
-2,802
-2,109
-4,594
null
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
11
0
0
0
0
0
0
Self-employed
0.342712
0.634455
0.706205
0.0351
0.0547
0.9886
0.8436
0.0099
0
0.1034
0.1667
0.2083
null
0.0286
0.0451
0.0039
0.0062
0.0357
0.0568
0.9886
0.8497
0.01
0
0.1034
0.1667
0.2083
null
0.0312
0.047
0.0039
0.0066
0.0354
0.0547
0.9886
0.8457
0.01
0
0.1034
0.1667
0.2083
null
0.0291
0.0459
0.0039
0.0063
reg oper account
block of flats
0.0409
Mixed
No
0
0
0
0
-1,127
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
2
100,209
11
Revolving loans
M
N
Y
3
180,000
540,000
27,000
540,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.02461
-15,326
-1,038
-782
-792
null
1
1
0
1
0
0
High skill tech staff
5
2
2
THURSDAY
18
0
0
0
0
0
0
Construction
null
0.37211
0.506484
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-429
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,210
00
Cash loans
F
N
Y
1
202,500
771,493.5
25,627.5
666,000
Unaccompanied
Working
Higher education
Separated
House / apartment
0.005313
-16,475
-17
-1,225
-25
null
1
1
0
1
0
0
Core staff
2
2
2
MONDAY
12
0
0
0
0
0
0
School
null
0.621978
0.744932
0.1763
0.0933
0.998
null
null
0.12
0.1034
0.3333
null
0.064
null
0.0866
null
0
0.1796
0.0968
0.998
null
null
0.1208
0.1034
0.3333
null
0.0655
null
0.0903
null
0
0.178
0.0933
0.998
null
null
0.12
0.1034
0.3333
null
0.0651
null
0.0882
null
0
null
block of flats
0.1562
Panel
No
0
0
0
0
-1,488
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,211
00
Cash loans
M
N
N
3
225,000
746,280
49,873.5
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.006233
-14,033
-328
-544
-554
null
1
1
1
1
0
0
Cooking staff
5
2
2
TUESDAY
14
0
0
0
1
1
0
Other
null
0.575086
0.307737
0.0742
null
0.9846
null
null
0.08
0.069
0.3333
null
null
null
0.0757
null
0.0169
0.0756
null
0.9846
null
null
0.0806
0.069
0.3333
null
null
null
0.0789
null
0.0178
0.0749
null
0.9846
null
null
0.08
0.069
0.3333
null
null
null
0.0771
null
0.0172
null
block of flats
0.064
Panel
No
0
0
0
0
-534
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
6
100,213
00
Cash loans
F
N
N
2
49,500
278,460
19,930.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.031329
-13,873
-1,282
-632
-5,042
null
1
1
0
1
0
1
Laborers
4
2
2
SUNDAY
10
0
0
0
0
0
0
Industry: type 3
0.549717
0.495366
0.581484
0.0619
0.053
0.9771
0.6872
0.0078
0
0.1379
0.1667
0.2083
0.0115
null
0.054
null
0
0.063
0.055
0.9772
0.6994
0.0079
0
0.1379
0.1667
0.2083
0.0118
null
0.0563
null
0
0.0625
0.053
0.9771
0.6914
0.0079
0
0.1379
0.1667
0.2083
0.0117
null
0.055
null
0
reg oper account
block of flats
0.0425
Panel
No
0
0
0
0
-2,690
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
100,214
11
Cash loans
F
N
Y
1
202,500
436,032
28,516.5
360,000
Unaccompanied
Commercial associate
Higher education
Civil marriage
House / apartment
0.032561
-10,127
-111
-1,724
-337
null
1
1
0
1
1
0
null
3
1
1
WEDNESDAY
14
0
0
0
0
0
0
Business Entity Type 3
null
0.500231
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
No
0
0
0
0
-130
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,215
00
Cash loans
F
Y
N
0
90,000
227,520
8,172
180,000
Unaccompanied
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-21,703
365,243
-9,849
-4,980
11
1
0
0
1
1
0
null
2
2
2
THURSDAY
13
0
0
0
0
0
0
XNA
null
0.265312
0.641368
0.033
0.0146
0.9692
0.5784
0.0408
0
0.1034
0.125
0.1667
0.0145
0.021
0.038
0.027
0.0296
0.0336
0.0152
0.9692
0.5949
0.0412
0
0.1034
0.125
0.1667
0.0149
0.023
0.0396
0.0272
0.0313
0.0333
0.0146
0.9692
0.584
0.0411
0
0.1034
0.125
0.1667
0.0148
0.0214
0.0387
0.0272
0.0302
reg oper account
block of flats
0.0586
Mixed
No
0
0
0
0
-2,028
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
0
5
100,216
00
Cash loans
F
N
N
0
90,000
67,500
6,705
67,500
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.018209
-19,785
-9,919
-9,342
-3,310
null
1
1
1
1
1
0
Sales staff
2
3
3
TUESDAY
13
0
0
0
0
0
0
Business Entity Type 3
0.62002
0.709453
null
0.1969
0.143
0.9876
null
null
0.2
0.1724
0.3333
null
0.051
null
0.1281
null
0.0564
0.2006
0.1484
0.9876
null
null
0.2014
0.1724
0.3333
null
0.0521
null
0.1334
null
0.0598
0.1988
0.143
0.9876
null
null
0.2
0.1724
0.3333
null
0.0518
null
0.1304
null
0.0576
null
block of flats
0.1658
Panel
No
1
0
1
0
-1
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,217
00
Cash loans
F
N
N
0
180,000
254,700
25,321.5
225,000
Family
Working
Secondary / secondary special
Separated
House / apartment
0.00496
-13,620
-1,403
-5,451
-4,225
null
1
1
0
1
0
1
Laborers
1
2
2
MONDAY
14
0
0
0
0
0
0
Self-employed
0.521633
0.391436
0.427657
0.0082
null
0.9518
null
null
null
null
0.0417
null
null
null
null
null
null
0.0084
null
0.9518
null
null
null
null
0.0417
null
null
null
null
null
null
0.0083
null
0.9518
null
null
null
null
0.0417
null
null
null
null
null
null
null
block of flats
0.0015
null
No
1
0
1
0
-252
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
100,218
00
Cash loans
M
Y
Y
0
337,500
876,078
49,050
765,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.072508
-13,210
-225
-7,318
-4,397
3
1
1
0
1
0
0
Drivers
1
1
1
SATURDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.667167
0.749409
0.337673
null
null
0.9876
null
null
null
null
null
null
null
null
0.2256
null
0.0063
null
null
0.9876
null
null
null
null
null
null
null
null
0.235
null
0.0067
null
null
0.9876
null
null
null
null
null
null
null
null
0.2296
null
0.0065
null
block of flats
0.2152
null
No
0
0
0
0
-382
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,219
00
Cash loans
M
N
Y
1
315,000
2,250,000
83,515.5
2,250,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.032561
-11,177
-1,514
-64
-2,793
null
1
1
0
1
0
1
Core staff
3
1
1
FRIDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.380092
0.693358
null
0.4753
0.0694
0.995
null
null
0.52
0.1724
0.9583
null
0.1213
null
0.6651
null
0.3558
0.4842
0.072
0.995
null
null
0.5236
0.1724
0.9583
null
0.1241
null
0.693
null
0.3767
0.4799
0.0694
0.995
null
null
0.52
0.1724
0.9583
null
0.1234
null
0.6771
null
0.3633
null
block of flats
0.6216
Monolithic
No
0
0
0
0
-926
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,220
00
Cash loans
F
N
Y
0
225,000
1,040,985
30,568.5
909,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.003818
-14,823
-185
-1,147
-4,138
null
1
1
0
1
0
0
Sales staff
1
2
2
TUESDAY
6
0
0
0
0
0
0
Self-employed
null
0.626339
0.607557
0.0907
0.1012
0.9816
0.7484
null
0
0.2069
0.1667
0.2083
null
0.074
0.0854
0
0.039
0.0924
0.105
0.9816
0.7583
null
0
0.2069
0.1667
0.2083
null
0.0808
0.0889
0
0.0413
0.0916
0.1012
0.9816
0.7518
null
0
0.2069
0.1667
0.2083
null
0.0752
0.0869
0
0.0398
reg oper account
block of flats
0.0681
Panel
No
2
0
2
0
-1,898
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
1
100,221
00
Cash loans
F
N
Y
0
225,000
684,054
77,494.5
630,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.006629
-23,656
-11,883
-7,125
-4,681
null
1
1
0
1
1
0
null
1
2
2
TUESDAY
9
0
0
0
0
0
0
Bank
null
0.592459
0.736623
0.2598
0.1158
0.9791
0.7144
null
0
0.2069
0.1667
0.2083
0.0218
0.1765
0.0935
0.1622
0.0319
0.2647
0.1202
0.9791
0.7256
null
0
0.2069
0.1667
0.2083
0.0223
0.1928
0.0974
0.1634
0.0338
0.2623
0.1158
0.9791
0.7182
null
0
0.2069
0.1667
0.2083
0.0222
0.1796
0.0952
0.163
0.0326
null
block of flats
0.0805
Block
No
0
0
0
0
-584
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
4
100,224
00
Cash loans
F
Y
Y
2
225,000
1,256,400
36,864
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.019689
-14,091
-5,664
-8,127
-2,462
7
1
1
0
1
0
0
null
4
2
2
TUESDAY
9
0
0
0
0
0
0
Business Entity Type 3
null
0.598632
0.344155
0.0742
0.0564
0.9826
0.762
0.0044
0.08
0.069
0.3333
0.0417
0.0403
0.0605
0.0762
0
0
0.0756
0.0585
0.9826
0.7713
0.0044
0.0806
0.069
0.3333
0.0417
0.0412
0.0661
0.0794
0
0
0.0749
0.0564
0.9826
0.7652
0.0044
0.08
0.069
0.3333
0.0417
0.041
0.0616
0.0776
0
0
org spec account
block of flats
0.0726
Panel
No
4
2
4
2
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,225
00
Cash loans
M
Y
N
2
157,500
720,000
28,552.5
720,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
With parents
0.030755
-14,144
-4,516
-1,516
-4,616
7
1
1
0
1
1
0
Sales staff
4
2
2
THURSDAY
10
0
0
0
0
1
1
Self-employed
null
0.722178
0.634706
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,450
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,226
00
Revolving loans
F
N
N
2
112,500
270,000
13,500
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.009657
-13,584
-680
-350
-2,097
null
1
1
0
1
0
0
Sales staff
4
2
2
TUESDAY
16
0
0
0
0
0
0
Self-employed
0.394163
0.636572
null
0.1148
0.084
0.9945
0.9252
0.0034
0.0932
0.1262
0.3054
0.3471
0.0393
0.0936
0.1036
0
0
0.063
0.0955
0.9975
0.9673
0
0
0.1379
0.375
0.4167
0.0151
0.0551
0.0637
0
0
0.1218
0.0921
0.9975
0.9665
0
0.12
0.1379
0.375
0.4167
0.0206
0.1
0.1027
0
0
reg oper account
block of flats
0.0544
Panel
No
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,227
00
Cash loans
M
N
N
0
292,500
1,024,740
55,719
900,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.006207
-10,010
-240
-4,629
-2,680
null
1
1
1
1
1
0
Managers
1
2
2
WEDNESDAY
14
0
0
0
1
1
0
Self-employed
0.412944
0.634896
0.297087
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-964
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
100,228
00
Cash loans
F
N
N
1
121,500
1,102,500
32,364
1,102,500
Unaccompanied
State servant
Secondary / secondary special
Married
Municipal apartment
0.009657
-13,957
-410
-5,038
-4,630
null
1
1
1
1
1
0
Laborers
3
2
2
MONDAY
13
0
0
0
0
0
0
Business Entity Type 2
0.741096
0.408871
0.425893
0.0649
0.0935
0.9806
0.7348
null
0
0.1379
0.1667
0.2083
0.0805
0.0471
0.0542
0.027
0.0983
0.0662
0.097
0.9806
0.7452
null
0
0.1379
0.1667
0.2083
0.0824
0.0514
0.0565
0.0272
0.104
0.0656
0.0935
0.9806
0.7383
null
0
0.1379
0.1667
0.2083
0.0819
0.0479
0.0552
0.0272
0.1003
null
block of flats
0.0477
Stone, brick
No
0
0
0
0
-317
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
4
100,229
00
Cash loans
F
N
Y
0
157,500
544,491
16,047
454,500
Family
Working
Secondary / secondary special
Married
House / apartment
0.010147
-17,947
-5,025
-11,812
-1,505
null
1
1
0
1
0
0
Medicine staff
2
2
2
TUESDAY
17
0
0
0
0
0
0
Medicine
null
0.641012
0.759712
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-122
0
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
100,230
00
Revolving loans
F
N
N
0
135,000
405,000
20,250
405,000
Children
Working
Secondary / secondary special
Married
House / apartment
0.008474
-19,070
-837
-6,789
-2,595
null
1
1
1
1
0
0
Sales staff
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Self-employed
0.621555
0.371543
0.180888
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
10
1
10
0
-481
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,231
00
Cash loans
M
Y
Y
1
108,000
912,240
30,276
787,500
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.018634
-17,850
-2,899
-2,880
-1,400
9
1
1
0
1
0
0
Drivers
3
2
2
THURSDAY
9
0
0
0
0
1
1
Industry: type 3
null
0.497301
0.832785
0.0701
0.1336
0.9816
null
null
0
0.1207
0.125
null
0.051
0.1009
0.0736
0
0.0011
0.0168
0.1387
0.9737
null
null
0
0.069
0.0417
null
0.0522
0.1102
0.0151
0
0.0012
0.0708
0.1336
0.9816
null
null
0
0.1207
0.125
null
0.0519
0.1026
0.0749
0
0.0011
null
block of flats
0.0114
Stone, brick
No
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
2