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
100,233
00
Cash loans
F
N
Y
0
216,000
679,671
28,926
607,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010966
-18,341
-701
-9,730
-1,876
null
1
1
0
1
0
0
null
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Transport: type 4
null
0.201584
0.609276
0.1031
0.0838
0.9826
0.762
0.009
0
0.2069
0.1667
0.2083
0
0.0841
0.0943
0
0
0.105
0.087
0.9826
0.7713
0.0091
0
0.2069
0.1667
0.2083
0
0.0918
0.0982
0
0
0.1041
0.0838
0.9826
0.7652
0.009
0
0.2069
0.1667
0.2083
0
0.0855
0.096
0
0
reg oper account
block of flats
0.0791
Panel
No
1
1
1
0
-2,071
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
8
100,234
00
Revolving loans
F
N
N
0
67,500
180,000
9,000
180,000
Unaccompanied
Working
Secondary / secondary special
Widow
With parents
0.003069
-16,614
-551
-6,098
-166
null
1
1
0
1
0
0
Core staff
1
3
3
THURSDAY
12
0
0
0
0
0
0
Hotel
null
0.583926
0.71657
0.0649
0.0787
0.9752
null
null
0
0.1379
0.1667
null
0.0405
null
0.0337
null
0.0333
0.0662
0.0816
0.9752
null
null
0
0.1379
0.1667
null
0.0414
null
0.0352
null
0.0353
0.0656
0.0787
0.9752
null
null
0
0.1379
0.1667
null
0.0412
null
0.0344
null
0.034
null
block of flats
0.055
Stone, brick
No
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
100,235
00
Cash loans
F
N
Y
0
135,000
364,896
19,926
315,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.016612
-15,887
-468
-4,604
-3,739
null
1
1
0
1
0
0
Cooking staff
2
2
2
WEDNESDAY
12
0
0
0
1
0
1
Military
null
0.505288
0.218859
0.066
0.0891
0.9762
0.6736
0.0079
0
0.1379
0.125
0.1667
0.012
0.0538
0.0499
0
0
0.0672
0.0925
0.9762
0.6864
0.008
0
0.1379
0.125
0.1667
0.0123
0.0588
0.052
0
0
0.0666
0.0891
0.9762
0.678
0.0079
0
0.1379
0.125
0.1667
0.0123
0.0547
0.0508
0
0
not specified
block of flats
0.0436
Stone, brick
No
1
0
1
0
-736
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,236
00
Cash loans
M
Y
Y
0
112,500
312,768
20,353.5
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.028663
-23,187
-1,896
-5,213
-4,265
21
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
16
0
0
0
0
1
1
Business Entity Type 2
null
0.430618
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-149
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,237
00
Cash loans
F
N
N
2
144,000
1,288,350
37,800
1,125,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
Rented apartment
0.010966
-13,803
-281
-640
-3,215
null
1
1
1
1
1
0
Core staff
4
2
2
SATURDAY
11
1
1
0
1
1
0
Trade: type 3
null
0.547036
0.217629
0.0186
null
0.9995
0.9932
null
0
0.069
0.0833
null
0.0067
0.0151
0.0192
null
0.0076
0.0189
null
0.9995
0.9935
null
0
0.069
0.0833
null
0.0068
0.0165
0.02
null
0.008
0.0187
null
0.9995
0.9933
null
0
0.069
0.0833
null
0.0068
0.0154
0.0195
null
0.0077
reg oper account
block of flats
0.0167
Panel
No
1
0
1
0
-533
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
100,238
00
Cash loans
M
Y
Y
2
135,000
781,920
50,148
675,000
Spouse, partner
Commercial associate
Secondary / secondary special
Married
House / apartment
0.035792
-12,994
-1,330
-2,588
-1,202
21
1
1
0
1
0
0
Laborers
4
2
2
SUNDAY
12
0
0
0
0
1
1
Business Entity Type 3
0.437289
0.645634
0.654529
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-334
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,239
00
Cash loans
F
N
Y
1
225,000
1,483,231.5
51,687
1,354,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010147
-20,191
-1,699
-6,040
-3,723
null
1
1
0
1
0
1
Accountants
3
2
2
MONDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.85308
0.757328
0.130947
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
1
2
0
-1,864
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
100,240
00
Cash loans
M
N
Y
2
135,000
590,337
28,530
477,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.018029
-11,978
-3,947
-6,005
-4,099
null
1
1
0
1
1
0
Laborers
4
3
2
SUNDAY
8
0
0
0
0
0
0
Housing
0.244903
0.628532
0.121408
0.083
0.056
0.9816
0.8232
0.0681
0.1
0.1034
0.1875
0.4167
0.1387
0.1278
0.0967
0.0309
0.0158
0.0011
0
0.9762
0.8301
0.0687
0
0.0345
0
0.4167
0.1419
0.1396
0.0009
0.0311
0
0.0838
0.056
0.9816
0.8256
0.0685
0.1
0.1034
0.1875
0.4167
0.1411
0.13
0.0984
0.0311
0.0162
reg oper account
terraced house
0.1955
Wooden
No
4
1
4
1
-155
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
100,242
00
Cash loans
M
Y
Y
0
90,000
101,880
10,827
90,000
Unaccompanied
Working
Secondary / secondary special
Married
Municipal apartment
0.005144
-20,945
-7,359
-7,395
-4,287
11
1
1
1
1
0
0
Drivers
2
2
2
SATURDAY
12
0
0
0
0
0
0
Business Entity Type 3
null
0.718314
0.3808
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,278
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,243
00
Cash loans
M
N
Y
0
112,500
161,730
13,833
135,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.028663
-9,720
-573
-689
-2,193
null
1
1
1
1
1
0
Laborers
2
2
2
SUNDAY
13
0
0
0
0
1
1
Business Entity Type 3
null
0.394075
0.454321
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
0
3
0
-1,197
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,244
00
Cash loans
M
N
N
1
247,500
447,768
35,505
405,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010006
-17,103
-5,021
-221
-647
null
1
1
1
1
0
0
Laborers
3
2
2
SATURDAY
14
0
0
0
0
0
0
Industry: type 9
0.405098
0.10357
0.742182
0.0866
0.1252
0.9876
null
null
0
0.2069
0.1667
null
0.0551
null
0.0905
null
0.0428
0.0882
0.1299
0.9876
null
null
0
0.2069
0.1667
null
0.0563
null
0.0943
null
0.0453
0.0874
0.1252
0.9876
null
null
0
0.2069
0.1667
null
0.056
null
0.0921
null
0.0437
null
block of flats
0.09
Panel
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,246
11
Cash loans
F
N
Y
0
135,000
495,216
26,995.5
427,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.008019
-12,824
-154
-6,764
-126
null
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
10
0
0
0
0
0
0
Self-employed
null
0.044021
0.243186
0.0577
0.0854
0.9826
0.762
0.015
0
0.1379
0.1667
0.2083
0.053
0.0454
0.0544
0.0077
0.0487
0.0588
0.0886
0.9826
0.7713
0.0151
0
0.1379
0.1667
0.2083
0.0542
0.0496
0.0567
0.0078
0.0515
0.0583
0.0854
0.9826
0.7652
0.0151
0
0.1379
0.1667
0.2083
0.0539
0.0462
0.0554
0.0078
0.0497
reg oper account
block of flats
0.0616
Stone, brick
No
0
0
0
0
-309
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
100,247
00
Cash loans
F
N
Y
0
225,000
402,939
19,381.5
306,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.010147
-19,914
-3,408
-7,647
-3,444
null
1
1
0
1
1
0
Laborers
2
2
2
FRIDAY
11
0
1
1
0
1
1
Business Entity Type 1
0.582492
0.657784
0.196334
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
1
2
0
-1,498
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
100,248
00
Cash loans
F
N
Y
0
90,000
808,650
23,643
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.007305
-22,389
365,243
-12,314
-4,884
null
1
0
0
1
0
0
null
2
3
3
WEDNESDAY
12
0
0
0
0
0
0
XNA
null
0.223495
0.45611
0.0082
null
0.9414
null
null
null
null
0.0417
null
null
null
0.007
null
null
0.0084
null
0.9414
null
null
null
null
0.0417
null
null
null
0.0055
null
null
0.0083
null
0.9414
null
null
null
null
0.0417
null
null
null
0.0071
null
null
null
block of flats
0.0042
Wooden
No
1
0
1
0
-1,386
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,249
00
Cash loans
F
N
Y
2
67,500
76,410
4,513.5
67,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.0105
-15,293
-5,317
-4,699
-4,753
null
1
1
1
1
0
0
Laborers
4
3
3
FRIDAY
15
0
0
0
0
1
1
Industry: type 3
0.636498
0.093445
0.519097
0.034
null
0.9816
null
null
0
null
0.0833
null
null
null
0.0269
null
0
0.0347
null
0.9816
null
null
0
null
0.0833
null
null
null
0.0281
null
0
0.0344
null
0.9816
null
null
0
null
0.0833
null
null
null
0.0274
null
0
null
null
0.0212
Stone, brick
No
0
0
0
0
-1,655
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
100,250
00
Cash loans
F
Y
N
1
72,000
90,000
6,529.5
90,000
Unaccompanied
Working
Secondary / secondary special
Married
With parents
0.010966
-11,259
-164
-808
-3,951
17
1
1
0
1
0
0
Laborers
3
2
2
FRIDAY
12
0
0
0
0
0
0
Business Entity Type 3
null
0.295433
0.621226
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,203
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
5
100,251
00
Cash loans
M
Y
Y
0
202,500
270,000
14,134.5
270,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.025164
-19,530
-1,940
-7,092
-3,060
12
1
1
0
1
1
0
Drivers
2
2
2
THURSDAY
8
0
0
0
0
1
1
Other
0.690437
0.581022
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,424
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,252
00
Cash loans
F
N
Y
0
225,000
490,495.5
50,391
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006629
-17,715
-1,256
-5,284
-1,238
null
1
1
0
1
0
0
Sales staff
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Self-employed
null
0.670967
null
0.232
0.2113
0.9886
0.8436
0.064
0.2
0.1724
0.3333
0.0417
0.142
0.1858
0.2913
0.0154
0.0199
0.2363
0.2192
0.9886
0.8497
0.0646
0.2014
0.1724
0.3333
0.0417
0.1452
0.2029
0.3035
0.0156
0.021
0.2342
0.2113
0.9886
0.8457
0.0644
0.2
0.1724
0.3333
0.0417
0.1445
0.189
0.2966
0.0155
0.0203
org spec account
block of flats
0.2685
Panel
No
3
0
3
0
-470
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
100,254
00
Cash loans
M
Y
Y
0
292,500
1,078,200
34,911
900,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.04622
-21,646
-2,127
-381
-4,264
2
1
1
0
1
1
0
Drivers
2
1
1
FRIDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.717761
0.750443
0.511892
0.0722
0.0575
null
0.8708
0.0137
null
0.0345
0.1667
0.0417
null
null
null
null
null
0.0735
0.0597
null
0.8759
0.0138
null
0.0345
0.1667
0.0417
null
null
null
null
null
0.0729
0.0575
null
0.8725
0.0138
null
0.0345
0.1667
0.0417
null
null
null
null
null
reg oper spec account
null
0.0376
Stone, brick
No
2
1
2
1
-307
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,255
00
Cash loans
M
Y
Y
0
315,000
824,544
52,825.5
720,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.04622
-15,377
-4,398
-34
-5,046
3
1
1
0
1
0
0
Laborers
1
1
1
MONDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.59371
0.611886
0.420611
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-567
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,257
00
Cash loans
F
N
Y
0
90,000
312,768
16,119
270,000
Unaccompanied
Pensioner
Secondary / secondary special
Single / not married
House / apartment
0.018634
-23,090
365,243
-7,062
-2,979
null
1
0
0
1
1
0
null
1
2
2
TUESDAY
10
0
0
0
0
0
0
XNA
null
0.518701
0.730987
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
3
1
3
1
-2,568
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,258
00
Cash loans
F
N
Y
0
135,000
81,000
9,135
81,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.025164
-16,273
-1,605
-939
-1,092
null
1
1
0
1
0
0
Cooking staff
2
2
2
TUESDAY
14
0
0
0
0
0
0
Restaurant
null
0.233865
null
0.1247
0.0563
0.9732
0.6328
0.1041
0
0.2069
0.1667
0.2083
0
0.0925
0.1388
0.0425
0.0869
0.1271
0.0584
0.9732
0.6472
0.105
0
0.2069
0.1667
0.2083
0
0.101
0.1446
0.0428
0.092
0.126
0.0563
0.9732
0.6377
0.1047
0
0.2069
0.1667
0.2083
0
0.0941
0.1413
0.0427
0.0887
reg oper account
block of flats
0.185
Block
No
6
0
6
0
-364
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,259
00
Cash loans
M
Y
Y
0
180,000
427,500
21,955.5
427,500
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.018209
-20,672
365,243
-3,315
-3,299
25
1
0
0
1
0
0
null
2
3
3
FRIDAY
8
0
0
0
0
0
0
XNA
null
0.379162
0.3791
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
0
2
0
-1,838
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
4
100,260
00
Cash loans
M
N
Y
0
180,000
180,000
20,488.5
180,000
Unaccompanied
Working
Higher education
Single / not married
Co-op apartment
0.011657
-10,038
-1,746
-4,742
-2,723
null
1
1
1
1
0
0
Core staff
1
1
1
FRIDAY
14
0
1
1
0
1
1
Government
null
0.70577
0.477649
0.0619
0.076
0.9876
0.83
0.0575
0
0.1034
0.1667
0.2083
0.0559
0.0504
0.0703
0
0.1447
0.063
0.0788
0.9876
0.8367
0.0581
0
0.1034
0.1667
0.2083
0.0572
0.0551
0.0733
0
0.1532
0.0625
0.076
0.9876
0.8323
0.0579
0
0.1034
0.1667
0.2083
0.0569
0.0513
0.0716
0
0.1477
reg oper account
block of flats
0.0868
Panel
No
2
0
2
0
-770
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,261
00
Cash loans
F
N
Y
0
90,000
522,000
22,243.5
522,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.026392
-14,974
-2,389
-7,478
-4,099
null
1
1
1
1
0
0
Laborers
2
2
2
SATURDAY
11
0
0
0
0
1
1
Postal
null
0.508092
0.542445
0.0278
null
0.9896
null
null
0
0.069
0.0833
null
null
null
0.0254
null
0.0524
0.0284
null
0.9896
null
null
0
0.069
0.0833
null
null
null
0.0265
null
0.0555
0.0281
null
0.9896
null
null
0
0.069
0.0833
null
null
null
0.0259
null
0.0535
null
block of flats
0.0314
Stone, brick
No
0
0
0
0
-2,649
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,262
00
Cash loans
M
Y
Y
0
315,000
1,575,000
41,548.5
1,575,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.008625
-13,640
-3,339
-3,522
-5,525
2
1
1
1
1
1
0
Drivers
2
2
2
SATURDAY
10
1
1
0
1
1
0
Postal
0.118684
0.690458
0.520898
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-830
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
100,263
00
Cash loans
F
N
Y
0
108,000
585,000
32,665.5
585,000
Family
Pensioner
Higher education
Widow
House / apartment
0.009549
-23,456
365,243
-2,267
-4,483
null
1
0
0
1
1
0
null
1
2
2
THURSDAY
17
0
0
0
0
0
0
XNA
0.770814
0.235314
0.270707
0.0588
null
0.993
null
null
0
0.1034
0.1667
null
0.0659
null
0.0651
null
0
0.0599
null
0.993
null
null
0
0.1034
0.1667
null
0.0674
null
0.0678
null
0
0.0593
null
0.993
null
null
0
0.1034
0.1667
null
0.0671
null
0.0662
null
0
null
block of flats
0.0645
Panel
No
0
0
0
0
-2,255
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,264
00
Cash loans
F
N
Y
0
121,500
1,215,000
48,186
1,215,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.018209
-23,037
365,243
-2,017
-4,082
null
1
0
0
1
0
0
null
2
3
3
SATURDAY
7
0
0
0
0
0
0
XNA
null
0.30515
0.695622
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,435
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
100,265
00
Cash loans
F
N
Y
0
112,500
723,996
34,960.5
585,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.019689
-8,302
-278
-1,219
-959
null
1
1
0
1
1
0
Sales staff
1
2
2
TUESDAY
15
0
0
0
0
0
0
Self-employed
0.389138
0.577718
0.394495
0.032
0.0229
0.9742
0.6464
0.0037
0
0.069
0.125
0.1667
0.0448
0.0252
0.0204
0.0039
0.002
0.0326
0.0238
0.9742
0.6602
0.0037
0
0.069
0.125
0.1667
0.0458
0.0275
0.0213
0.0039
0.0022
0.0323
0.0229
0.9742
0.6511
0.0037
0
0.069
0.125
0.1667
0.0456
0.0257
0.0208
0.0039
0.0021
reg oper account
block of flats
0.0186
Block
No
3
0
3
0
-800
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,266
00
Cash loans
F
N
N
0
157,500
1,256,400
36,864
900,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
Municipal apartment
0.032561
-18,810
-995
-9,761
-2,290
null
1
1
0
1
0
0
null
1
1
1
FRIDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.695817
0.713631
0.0619
0.0612
0.9737
null
null
0
0.1379
0.1667
null
0.0739
null
0.0547
null
0
0.063
0.0635
0.9737
null
null
0
0.1379
0.1667
null
0.0756
null
0.057
null
0
0.0625
0.0612
0.9737
null
null
0
0.1379
0.1667
null
0.0752
null
0.0557
null
0
null
block of flats
0.043
Panel
No
2
1
2
1
-1,388
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,267
00
Cash loans
M
N
Y
0
225,000
675,000
17,937
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.026392
-13,685
-3,281
-7,727
-4,477
null
1
1
1
1
1
0
Managers
2
2
2
TUESDAY
18
0
0
0
0
0
0
Business Entity Type 3
null
0.681537
0.631355
0.1856
null
0.9821
null
null
0.2
0.1724
0.3333
null
null
null
0.1909
null
0
0.1891
null
0.9821
null
null
0.2014
0.1724
0.3333
null
null
null
0.1989
null
0
0.1874
null
0.9821
null
null
0.2
0.1724
0.3333
null
null
null
0.1944
null
0
null
block of flats
0.1502
Panel
No
0
0
0
0
-330
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
100,268
00
Cash loans
F
N
N
0
85,500
225,000
18,040.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.014464
-10,571
-1,028
-643
-1,899
null
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
12
0
0
0
0
0
0
Business Entity Type 3
0.101045
0.646689
0.225087
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,206
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
3
100,269
00
Cash loans
M
N
Y
0
180,000
427,450.5
23,319
369,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.010276
-11,180
-1,313
-4,774
-3,699
null
1
1
0
1
0
0
Laborers
2
2
2
THURSDAY
9
0
0
0
1
1
0
Business Entity Type 3
null
0.285898
0.448962
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-177
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
100,270
00
Revolving loans
F
N
Y
0
90,000
337,500
16,875
337,500
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.032561
-21,497
365,243
-14,502
-4,288
null
1
0
0
1
1
0
null
2
1
1
TUESDAY
16
0
0
0
0
0
0
XNA
null
0.714056
0.750375
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-2,124
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,272
00
Revolving loans
F
N
Y
1
135,000
180,000
9,000
180,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.010006
-9,135
-460
-1,219
-1,815
null
1
1
1
1
1
0
Sales staff
3
2
1
FRIDAY
14
0
0
0
0
0
0
Business Entity Type 2
null
0.195258
0.183035
0.1103
0.064
0.9841
0.7824
0.0308
0.08
0.0345
0.2917
0.3333
0.0148
0.0765
0.0635
0.0618
0.0361
0.1124
0.0664
0.9841
0.7909
0.0311
0.0806
0.0345
0.2917
0.3333
0.0151
0.0836
0.0662
0.0623
0.0382
0.1114
0.064
0.9841
0.7853
0.031
0.08
0.0345
0.2917
0.3333
0.015
0.0778
0.0646
0.0621
0.0369
reg oper account
block of flats
0.0585
Panel
No
3
1
3
1
-70
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
2
100,273
11
Cash loans
F
N
Y
0
157,500
1,710,000
66,262.5
1,710,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.004849
-23,127
-9,274
-817
-4,173
null
1
1
0
1
0
0
Medicine staff
2
2
2
WEDNESDAY
10
0
0
0
0
0
0
Other
null
0.126332
null
0.033
null
0.9757
null
null
null
null
null
null
null
null
null
null
null
0.0336
null
0.9757
null
null
null
null
null
null
null
null
null
null
null
0.0333
null
0.9757
null
null
null
null
null
null
null
null
null
null
null
null
block of flats
0.0195
Stone, brick
No
0
0
0
0
-1,246
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
null
null
null
null
null
null
100,274
00
Cash loans
M
Y
Y
0
308,250
1,305,000
38,281.5
1,305,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.026392
-15,612
-1,106
-8,060
-4,018
6
1
1
1
1
1
0
Drivers
2
2
2
MONDAY
14
0
0
0
0
0
0
Self-employed
0.652943
0.698453
0.800451
0.1979
0.1629
0.9851
null
null
0.24
0.2069
0.3333
null
null
null
0.2063
null
0.1504
0.2017
0.169
0.9851
null
null
0.2417
0.2069
0.3333
null
null
null
0.2149
null
0.1592
0.1999
0.1629
0.9851
null
null
0.24
0.2069
0.3333
null
null
null
0.21
null
0.1535
null
block of flats
0.1949
Panel
No
1
0
1
0
-2,263
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,275
00
Cash loans
F
Y
Y
0
108,000
646,920
18,670.5
540,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.019101
-23,650
365,243
-11,380
-4,923
64
1
0
0
1
0
0
null
1
2
2
SUNDAY
13
0
0
0
0
0
0
XNA
null
0.731907
0.720944
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
-1,563
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
100,276
00
Cash loans
F
Y
Y
0
135,000
497,520
39,438
450,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.025164
-12,246
-1,787
-1,002
-4,898
22
1
1
0
1
0
0
Private service staff
2
2
2
SATURDAY
11
0
0
0
0
0
0
Services
0.5318
0.216849
null
0.0825
0.0796
0.9747
0.6532
0.0496
0
0.1379
0.1667
0.2083
0.0741
0.0672
0.068
0.0039
0.005
0.084
0.0826
0.9747
0.6668
0.0501
0
0.1379
0.1667
0.2083
0.0758
0.0735
0.0704
0.0039
0.0053
0.0833
0.0796
0.9747
0.6578
0.0499
0
0.1379
0.1667
0.2083
0.0754
0.0684
0.0692
0.0039
0.0051
reg oper account
block of flats
0.06
Panel
No
2
0
2
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,277
00
Cash loans
M
Y
N
0
67,500
364,896
16,200
315,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.006008
-21,812
365,243
-12,539
-5,030
13
1
0
0
1
1
0
null
2
2
2
THURSDAY
19
0
0
0
0
0
0
XNA
0.85674
0.574514
null
null
null
0.9866
null
null
0
0.1034
0.0833
null
null
null
0.0255
null
0.0056
null
null
0.9866
null
null
0
0.1034
0.0833
null
null
null
0.0266
null
0.006
null
null
0.9866
null
null
0
0.1034
0.0833
null
null
null
0.026
null
0.0057
null
block of flats
0.0213
null
No
1
0
1
0
-318
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
100,279
00
Cash loans
M
N
Y
0
180,000
254,700
16,407
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.072508
-23,946
365,243
-6,935
-3,948
null
1
0
0
1
0
0
null
1
1
1
WEDNESDAY
16
0
0
0
0
0
0
XNA
null
0.458685
0.528093
0.3041
0.1854
0.9791
0.7144
0
0.32
0.2759
0.3333
0.0417
0
0.2412
0.281
0.0309
0.009
0.3099
0.1924
0.9791
0.7256
0
0.3222
0.2759
0.3333
0.0417
0
0.2635
0.2928
0.0311
0.0096
0.3071
0.1854
0.9791
0.7182
0
0.32
0.2759
0.3333
0.0417
0
0.2454
0.2861
0.0311
0.0092
reg oper account
block of flats
0.223
Panel
No
0
0
0
0
-975
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
5
100,281
00
Cash loans
F
N
Y
1
112,500
675,000
21,906
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.025164
-17,957
-4,942
-7,868
-1,478
null
1
1
1
1
0
0
Sales staff
2
2
2
THURSDAY
15
0
0
0
0
0
0
Self-employed
null
0.660907
0.622922
0.0124
0
0.9702
0.592
0.0017
0
0.069
0.0417
null
0.0093
0.0101
0.0104
0
0
0.0126
0
0.9702
0.608
0.0017
0
0.069
0.0417
null
0.0095
0.011
0.0108
0
0
0.0125
0
0.9702
0.5975
0.0017
0
0.069
0.0417
null
0.0095
0.0103
0.0105
0
0
not specified
block of flats
0.0091
Wooden
No
0
0
0
0
-1,631
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
100,282
11
Revolving loans
F
Y
Y
0
73,341
135,000
6,750
135,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.018801
-9,157
-146
-2,926
-1,822
11
1
1
0
1
0
0
Managers
1
2
2
THURSDAY
11
0
0
0
0
0
0
Insurance
null
0.52323
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
No
1
1
1
1
-64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
null
null
null
null
null
null
100,283
00
Cash loans
F
N
Y
0
135,000
747,000
38,268
747,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.026392
-12,585
-870
-6,120
-4,734
null
1
1
0
1
0
0
Sales staff
2
2
2
SATURDAY
10
0
0
0
0
0
0
Self-employed
null
0.653572
0.832785
0.0825
null
0.9737
null
null
0
0.1379
0.1667
null
null
null
0.0644
null
0
0.084
null
0.9737
null
null
0
0.1379
0.1667
null
null
null
0.0671
null
0
0.0833
null
0.9737
null
null
0
0.1379
0.1667
null
null
null
0.0656
null
0
null
block of flats
0.0506
Stone, brick
No
4
1
4
1
-914
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
100,284
00
Cash loans
M
Y
Y
2
180,000
675,000
29,862
675,000
Unaccompanied
Working
Higher education
Married
With parents
0.015221
-14,445
-3,218
-5,173
-5,186
2
1
1
0
1
1
1
Laborers
4
2
2
TUESDAY
16
0
0
0
0
0
0
Business Entity Type 3
0.692455
0.328269
0.758393
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
3
100,285
00
Revolving loans
F
N
Y
0
112,500
180,000
9,000
180,000
Spouse, partner
Working
Secondary / secondary special
Civil marriage
Rented apartment
0.028663
-10,755
-1,185
-765
-3,443
null
1
1
0
1
0
0
Cooking staff
2
2
2
THURSDAY
13
0
0
0
1
1
0
Self-employed
null
0.435413
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
100,286
11
Cash loans
M
Y
Y
1
121,500
263,686.5
17,298
238,500
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.014464
-17,847
-448
-3,595
-1,381
21
1
1
0
1
0
0
Drivers
3
2
2
SATURDAY
5
0
0
0
0
0
0
Business Entity Type 3
null
0.710925
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-238
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
100,287
00
Cash loans
F
N
Y
0
202,500
225,000
22,383
225,000
Family
Pensioner
Higher education
Married
House / apartment
0.026392
-24,891
365,243
-2,120
-2,019
null
1
0
0
1
1
0
null
2
2
2
TUESDAY
15
0
0
0
0
0
0
XNA
null
0.65553
null
0.1825
null
0.995
null
null
0.2
0.1724
0.3333
null
null
null
0.2495
null
0.3146
0.1859
null
0.995
null
null
0.2014
0.1724
0.3333
null
null
null
0.2599
null
0.333
0.1842
null
0.995
null
null
0.2
0.1724
0.3333
null
null
null
0.2539
null
0.3212
null
block of flats
0.2646
Stone, brick
No
5
0
5
0
-648
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
100,288
00
Cash loans
F
N
N
0
157,500
450,000
21,888
450,000
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.010032
-9,907
-648
-5,628
-2,567
null
1
1
0
1
0
0
Laborers
2
2
2
SATURDAY
6
0
1
1
0
1
1
Other
0.237532
0.597181
null
0.0619
0.0635
0.9821
0.7552
0.0334
0
0.1379
0.1667
0.2083
0.0511
0.0496
0.0502
0.0039
0.0042
0.063
0.0659
0.9821
0.7648
0.0337
0
0.1379
0.1667
0.2083
0.0523
0.0542
0.0523
0.0039
0.0045
0.0625
0.0635
0.9821
0.7585
0.0336
0
0.1379
0.1667
0.2083
0.052
0.0504
0.0511
0.0039
0.0043
reg oper account
block of flats
0.0586
Panel
No
0
0
0
0
-425
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
100,289
00
Cash loans
M
Y
N
0
202,500
526,491
26,878.5
454,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.022625
-14,811
-7,668
-1,761
-4,268
0
1
1
1
1
1
0
Managers
2
2
2
TUESDAY
15
0
0
0
0
0
0
Transport: type 4
0.645151
0.658704
0.697147
0.4072
0.2893
0.9816
0.7484
0.0089
0.44
0.3793
0.3333
0.375
0.1754
0.3261
0.4133
0.027
0.0083
0.4149
0.3002
0.9816
0.7583
0.009
0.4431
0.3793
0.3333
0.375
0.1794
0.3563
0.4306
0.0272
0.0087
0.4112
0.2893
0.9816
0.7518
0.009
0.44
0.3793
0.3333
0.375
0.1784
0.3318
0.4207
0.0272
0.0084
null
block of flats
0.3288
Panel
No
0
0
0
0
-669
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
100,290
00
Cash loans
M
N
N
0
135,000
224,136
17,707.5
198,000
Unaccompanied
Working
Secondary / secondary special
Separated
House / apartment
0.022625
-14,726
-142
-3,458
-2,690
null
1
1
0
1
0
1
Core staff
1
2
2
THURSDAY
17
0
0
0
0
0
0
Business Entity Type 3
0.40556
0.258728
0.237916
0.1237
0.0644
0.9921
null
null
0.12
0.1034
0.375
null
0.0384
null
0.1263
null
0
0.1261
0.0669
0.9921
null
null
0.1208
0.1034
0.375
null
0.0392
null
0.1316
null
0
0.1249
0.0644
0.9921
null
null
0.12
0.1034
0.375
null
0.039
null
0.1286
null
0
null
block of flats
0.1116
Panel
No
0
0
0
0
-1,053
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
3
6
100,291
00
Cash loans
F
N
N
1
153,000
292,500
14,355
292,500
Unaccompanied
Working
Incomplete higher
Married
House / apartment
0.015221
-11,881
-716
-2,283
-4,417
null
1
1
1
1
1
1
Sales staff
3
2
2
TUESDAY
17
0
0
0
0
0
0
Self-employed
null
0.182413
0.331251
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-502
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
100,292
00
Cash loans
F
N
Y
0
202,500
675,000
29,862
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Married
House / apartment
0.028663
-21,185
365,243
-1,702
-4,229
null
1
0
0
1
0
1
null
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
XNA
null
0.065452
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
3
2
3
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
0
2
100,293
00
Cash loans
F
N
Y
0
202,500
1,271,281.5
65,956.5
1,201,500
Family
Working
Higher education
Married
House / apartment
0.019101
-14,247
-2,993
-3,842
-4,142
null
1
1
0
1
0
0
Managers
2
2
2
MONDAY
18
0
0
0
0
0
0
Transport: type 4
0.450264
0.495546
0.612704
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
0
4
100,294
00
Cash loans
F
N
Y
0
157,500
835,380
35,392.5
675,000
Unaccompanied
Commercial associate
Secondary / secondary special
Widow
House / apartment
0.00963
-20,984
-7,148
-8,781
-3,962
null
1
1
0
1
1
0
Core staff
1
2
2
FRIDAY
11
0
0
0
0
0
0
Transport: type 2
null
0.441383
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
-16
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
100,295
11
Cash loans
M
Y
N
1
225,000
1,019,205
31,032
774,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.072508
-11,356
-602
-335
-3,224
9
1
1
0
1
0
0
Laborers
2
1
1
MONDAY
14
1
0
1
0
0
0
Business Entity Type 3
0.262005
0.302394
0.463275
0.2402
0.1098
0.9916
0.8844
0.4682
0.4
0.1724
0.5417
0.5
0.0223
0.1942
0.227
0.0077
0.0075
0.2447
0.1139
0.9916
0.8889
0.4724
0.4028
0.1724
0.5417
0.5
0.0228
0.2121
0.2365
0.0078
0.008
0.2425
0.1098
0.9916
0.8859
0.4711
0.4
0.1724
0.5417
0.5
0.0227
0.1975
0.231
0.0078
0.0077
reg oper account
block of flats
0.1874
Panel
No
3
0
3
0
-14
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
6
0
1
100,296
00
Cash loans
M
N
Y
1
225,000
223,884
24,241.5
202,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-17,186
-1,116
-4,258
-730
null
1
1
0
1
0
1
Drivers
3
1
1
SUNDAY
13
0
1
1
0
0
0
Business Entity Type 3
0.602752
0.711792
null
0.1649
0
0.9881
0.8368
0.0374
0.16
0.1379
0.375
0.4167
0.2082
0.1345
0.1643
0
0
0.1681
0
0.9881
0.8432
0.0378
0.1611
0.1379
0.375
0.4167
0.2129
0.1469
0.1712
0
0
0.1665
0
0.9881
0.839
0.0377
0.16
0.1379
0.375
0.4167
0.2118
0.1368
0.1673
0
0
reg oper account
block of flats
0.1672
Panel
No
0
0
0
0
-231
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
100,297
00
Cash loans
M
Y
N
0
135,000
334,152
17,059.5
270,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.026392
-10,427
-1,274
-2,609
-3,027
9
1
1
0
1
0
0
Drivers
2
2
2
MONDAY
18
0
0
0
0
0
0
Self-employed
null
0.612623
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
2
1
2
0
-1,002
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
100,298
00
Cash loans
F
N
Y
0
270,000
473,760
48,676.5
450,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.020713
-16,223
-3,077
-3,425
-5,501
null
1
1
0
1
0
0
Managers
2
3
1
THURSDAY
10
0
0
0
0
0
0
Self-employed
null
0.492311
null
0.1959
0.3627
0.9712
0.6056
0.0377
0
0.3793
0.1667
0.0417
0.1716
0.1513
0.2448
0.0386
0.1504
0.1996
0.3764
0.9712
0.621
0.038
0
0.3793
0.1667
0.0417
0.1755
0.1653
0.255
0.0389
0.1593
0.1978
0.3627
0.9712
0.6109
0.0379
0
0.3793
0.1667
0.0417
0.1746
0.1539
0.2492
0.0388
0.1536
reg oper account
block of flats
0.2252
Stone, brick
No
0
0
0
0
-1,485
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
100,299
00
Revolving loans
F
N
Y
0
112,500
540,000
27,000
540,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.006008
-19,045
-11,916
-6,644
-2,566
null
1
1
0
1
0
0
Medicine staff
2
2
2
SATURDAY
12
0
0
0
1
1
0
Medicine
null
0.704761
0.588488
0.0464
0.0712
0.993
0.9048
0.0303
0
0.1207
0.1667
0.2083
null
0.0378
0.0554
0
0
0.0315
0.0694
0.9881
0.8432
0.0306
0
0.1034
0.1667
0.2083
null
0.0275
0.0577
0
0
0.0468
0.0712
0.993
0.9061
0.0305
0
0.1207
0.1667
0.2083
null
0.0385
0.0564
0
0
reg oper account
block of flats
0.0602
Stone, brick
No
6
0
6
0
-1,393
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
100,300
11
Cash loans
M
N
N
0
63,000
426,645
22,468.5
324,000
Other_A
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.018634
-12,209
-1,572
-6,348
-4,551
null
1
1
0
1
1
0
Sales staff
1
2
2
WEDNESDAY
10
0
0
0
0
0
0
Trade: type 3
null
0.474892
0.315472
0.1041
0.1126
0.9806
0.7348
0.0012
0
0.2069
0.1667
0.2083
0.0195
0.0841
0.09
0.0039
0.0646
0.1061
0.1168
0.9806
0.7452
0.0012
0
0.2069
0.1667
0.2083
0.02
0.0918
0.0937
0.0039
0.0684
0.1051
0.1126
0.9806
0.7383
0.0012
0
0.2069
0.1667
0.2083
0.0199
0.0855
0.0916
0.0039
0.066
reg oper spec account
block of flats
0.0855
Stone, brick
No
3
1
3
1
-2,149
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
100,301
11
Cash loans
M
N
Y
1
112,500
571,486.5
31,131
454,500
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.022625
-8,292
-166
-3,062
-16
null
1
1
0
1
0
0
Laborers
3
2
2
MONDAY
11
0
0
0
0
0
0
Business Entity Type 3
null
0.253289
0.200926
0.0737
0.1016
0.4933
0.8232
0.0632
0.08
0.1379
0.3333
0.0417
0.0405
0
0.1469
0
0.0038
0
0.1054
0
0.8301
0.0637
0
0.1379
0.3333
0.0417
0.0414
0
0.1531
0
0.004
0.0744
0.1016
0.4933
0.8256
0.0636
0.08
0.1379
0.3333
0.0417
0.0412
0
0.1496
0
0.0039
reg oper spec account
block of flats
0
Panel
No
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
2
100,302
00
Cash loans
F
N
Y
0
180,000
187,704
9,256.5
148,500
Unaccompanied
Working
Secondary / secondary special
Civil marriage
House / apartment
0.019689
-9,105
-482
-5,874
-1,139
null
1
1
0
1
0
0
Sales staff
2
2
2
WEDNESDAY
11
0
0
0
0
1
1
Bank
0.341851
0.479431
0.051682
0.0959
0.0925
0.9871
0.8232
0.0152
0
0.2069
0.1667
0.2083
0.111
0.0748
0.0759
0.0154
0.0723
0.0977
0.096
0.9871
0.8301
0.0153
0
0.2069
0.1667
0.2083
0.1136
0.0817
0.0791
0.0156
0.0765
0.0968
0.0925
0.9871
0.8256
0.0153
0
0.2069
0.1667
0.2083
0.113
0.0761
0.0773
0.0155
0.0738
reg oper account
block of flats
0.0837
Panel
No
0
0
0
0
-930
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
3
100,303
00
Cash loans
F
N
Y
0
292,500
254,700
15,709.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.016612
-24,006
365,243
-2,239
-4,447
null
1
0
0
1
0
0
null
1
2
2
WEDNESDAY
10
0
0
0
0
0
0
XNA
null
0.28249
0.410103
0.0742
0.0306
0.9876
0.83
0.0182
0.08
0.0517
0.4792
0.5208
0.1202
0.0605
0.1177
0
0
0.0756
0.0317
0.9786
0.719
0.0184
0.0806
0.0345
0.3333
0.375
0.123
0.0661
0.0738
0
0
0.0749
0.0306
0.9876
0.8323
0.0183
0.08
0.0517
0.4792
0.5208
0.1223
0.0616
0.1198
0
0
reg oper account
block of flats
0.0657
Stone, brick
No
1
0
1
0
-609
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
6
100,304
00
Revolving loans
F
N
Y
0
225,000
675,000
33,750
675,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
House / apartment
0.008019
-22,794
-15,632
-7,959
-4,311
null
1
1
0
1
1
0
null
1
2
2
TUESDAY
13
0
0
0
0
0
0
Business Entity Type 3
null
0.654943
0.795803
0.0464
0.0556
0.9891
0.8504
0.0247
0
0.1034
0.1667
0.2083
0.0386
0.0378
0.0548
0
0
0.0473
0.0577
0.9891
0.8563
0.0249
0
0.1034
0.1667
0.2083
0.0395
0.0413
0.0571
0
0
0.0468
0.0556
0.9891
0.8524
0.0249
0
0.1034
0.1667
0.2083
0.0393
0.0385
0.0558
0
0
not specified
block of flats
0.0566
Stone, brick
No
0
0
0
0
-1,121
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
100,305
00
Cash loans
M
Y
Y
0
135,000
237,024
15,970.5
180,000
Spouse, partner
Working
Incomplete higher
Single / not married
House / apartment
0.020713
-9,011
-100
-7,897
-1,654
15
1
1
0
1
0
1
Sales staff
1
3
3
SATURDAY
6
0
0
0
0
0
0
Business Entity Type 3
0.158197
0.434225
null
0.0186
0.0487
0.9727
0.626
0.034
0
0.069
0.0833
0.125
0.0184
0.0151
0.022
0
0
0.0189
0.0505
0.9727
0.6406
0.0343
0
0.069
0.0833
0.125
0.0188
0.0165
0.0229
0
0
0.0187
0.0487
0.9727
0.631
0.0343
0
0.069
0.0833
0.125
0.0187
0.0154
0.0224
0
0
reg oper account
block of flats
0.0173
Stone, brick
No
1
0
1
0
-945
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
100,307
00
Cash loans
M
N
Y
0
225,000
451,804.5
35,824.5
369,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.01885
-16,546
-1,480
-2,196
-7
null
1
1
0
1
0
0
Managers
2
2
2
MONDAY
11
0
1
1
0
1
1
Military
0.572585
0.680321
0.448962
0.2773
0.1882
0.9771
0.6872
null
0.04
0.1724
0.3333
null
null
null
0.2404
null
0.0931
0.2826
0.1953
0.9772
0.6994
null
0.0403
0.1724
0.3333
null
null
null
0.2504
null
0.0986
0.28
0.1882
0.9771
0.6914
null
0.04
0.1724
0.3333
null
null
null
0.2447
null
0.0951
null
block of flats
0.2093
null
No
2
1
2
0
-745
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
4
100,308
00
Cash loans
M
N
N
0
157,500
208,512
21,892.5
180,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.022625
-14,534
-3,397
-3,776
-5,113
null
1
1
1
1
0
0
Sales staff
2
2
2
MONDAY
10
0
0
0
0
0
0
Business Entity Type 3
0.876653
0.728456
0.497469
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,891
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
2
100,309
00
Cash loans
F
N
Y
0
157,500
263,686.5
15,268.5
238,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.0105
-16,098
-3,131
-7,189
-4,143
null
1
1
0
1
0
0
Laborers
2
3
3
MONDAY
9
0
0
0
0
0
0
Postal
0.493886
0.334169
null
0.0722
0.0036
0.9781
0.7008
0.0079
0
0.1379
0.1667
0.0417
0.0841
0.0588
0.0626
0
0
0.0735
0.0038
0.9782
0.7125
0.008
0
0.1379
0.1667
0.0417
0.086
0.0643
0.0652
0
0
0.0729
0.0036
0.9781
0.7048
0.0079
0
0.1379
0.1667
0.0417
0.0856
0.0599
0.0637
0
0
reg oper account
block of flats
0.0492
Stone, brick
No
0
0
0
0
-288
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
100,310
00
Cash loans
M
N
N
0
180,000
1,071,000
31,315.5
1,071,000
Unaccompanied
Working
Higher education
Married
Rented apartment
0.018029
-14,659
-1,228
-688
-1,107
null
1
1
1
1
0
0
null
2
3
3
WEDNESDAY
13
0
0
0
1
1
1
Business Entity Type 3
null
0.160158
0.438281
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-89
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
100,313
00
Cash loans
F
N
Y
0
87,750
1,206,954
35,419.5
945,000
Unaccompanied
Pensioner
Higher education
Married
House / apartment
0.019101
-22,510
365,243
-6,983
-4,765
null
1
0
0
1
1
0
null
2
2
2
TUESDAY
10
0
0
0
0
0
0
XNA
null
0.707841
0.664248
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-2,379
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
100,314
00
Cash loans
M
N
N
2
292,500
239,850
25,960.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.01885
-10,788
-2,573
-5,248
-3,478
null
1
1
1
1
1
0
Laborers
4
2
2
TUESDAY
12
0
1
1
0
1
1
Self-employed
0.21772
0.780763
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
-1,073
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
100,315
00
Cash loans
F
Y
Y
1
121,500
288,873
21,064.5
238,500
Unaccompanied
Working
Higher education
Married
House / apartment
0.018029
-10,203
-59
-6,422
-2,513
65
1
1
0
1
0
0
Sales staff
3
3
3
THURSDAY
10
0
0
0
0
0
0
Business Entity Type 2
0.264876
0.592295
0.495666
0.0361
null
0.9891
null
null
0.04
0.0345
0.3333
null
null
null
0.0411
null
null
0.0368
null
0.9891
null
null
0.0403
0.0345
0.3333
null
null
null
0.0428
null
null
0.0364
null
0.9891
null
null
0.04
0.0345
0.3333
null
null
null
0.0418
null
null
null
block of flats
0.0323
Panel
No
5
0
5
0
-1,441
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
100,316
00
Cash loans
F
N
Y
0
67,500
622,413
26,500.5
495,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.005002
-15,076
-4,917
-1,725
-2,325
null
1
1
0
1
1
0
Core staff
2
3
3
THURSDAY
15
0
0
0
0
0
0
Medicine
0.567624
0.575925
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
0
0
0
0
-1,955
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
100,317
00
Cash loans
F
N
Y
0
180,000
630,000
30,438
630,000
Unaccompanied
Working
Higher education
Married
House / apartment
0.030755
-17,013
-7,426
-3,274
-539
null
1
1
0
1
0
0
Core staff
2
2
2
WEDNESDAY
12
0
0
0
0
0
0
School
null
0.708167
0.577969
0.0423
0.0487
0.9672
0.5376
null
0
0.2069
0.125
0.1667
0.0521
null
0.0453
null
0.022
0.0431
0.0506
0.9672
0.5557
null
0
0.2069
0.125
0.1667
0.0533
null
0.0471
null
0.0233
0.0427
0.0487
0.9672
0.5438
null
0
0.2069
0.125
0.1667
0.053
null
0.0461
null
0.0224
reg oper account
block of flats
0.0525
Stone, brick
No
0
0
0
0
-1,701
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
100,318
00
Cash loans
F
N
N
0
90,000
381,528
12,109.5
315,000
Unaccompanied
Working
Higher education
Single / not married
House / apartment
0.018209
-9,627
-189
-709
-2,301
null
1
1
0
1
0
0
Core staff
1
3
3
WEDNESDAY
12
0
0
0
0
0
0
Trade: type 7
0.646881
0.533415
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-141
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
100,319
00
Cash loans
F
N
Y
1
135,000
781,920
32,868
675,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.022625
-11,631
-782
-7,868
-2,992
null
1
1
1
1
1
0
null
3
2
2
THURSDAY
8
0
0
0
0
0
0
Business Entity Type 3
0.653368
0.56529
0.495666
0.0835
0.1024
0.9891
0.8504
0.0481
0
0.1379
0.1667
0.2083
0.0987
0.0672
0.1035
0.0039
0.001
0.0851
0.1063
0.9891
0.8563
0.0486
0
0.1379
0.1667
0.2083
0.1009
0.0735
0.1078
0.0039
0.001
0.0843
0.1024
0.9891
0.8524
0.0484
0
0.1379
0.1667
0.2083
0.1004
0.0684
0.1053
0.0039
0.001
not specified
block of flats
0.1077
Panel
No
0
0
0
0
-2,028
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
100,320
00
Cash loans
M
Y
Y
0
225,000
481,855.5
49,374
463,500
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.025164
-11,996
-2,907
-2,562
-4,623
6
1
1
0
1
0
0
High skill tech staff
2
2
2
FRIDAY
11
0
1
1
0
1
1
Construction
null
0.610447
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-842
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
3
100,321
00
Cash loans
M
Y
N
1
270,000
521,280
31,500
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Civil marriage
House / apartment
0.019689
-13,534
-1,420
-1,602
-4,133
1
1
1
0
1
0
0
null
3
2
2
MONDAY
9
0
0
0
0
1
1
Business Entity Type 3
null
0.633608
0.21035
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
4
100,322
00
Cash loans
M
Y
Y
2
225,000
254,700
26,874
225,000
Spouse, partner
Working
Secondary / secondary special
Married
House / apartment
0.00733
-19,297
-554
-7,173
-2,853
20
1
1
0
1
0
0
Laborers
4
2
2
MONDAY
13
0
1
1
0
1
1
Business Entity Type 3
null
0.73171
0.638044
0.0247
0.048
0.9901
0.864
null
null
0.069
0.0833
null
null
null
0.0274
null
0.0103
0.0252
0.0498
0.9901
0.8693
null
null
0.069
0.0833
null
null
null
0.0286
null
0.0109
0.025
0.048
0.9901
0.8658
null
null
0.069
0.0833
null
null
null
0.0279
null
0.0105
null
block of flats
0.0238
Monolithic
No
0
0
0
0
-1,644
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
100,323
00
Cash loans
M
Y
Y
0
450,000
1,575,000
55,800
1,575,000
Unaccompanied
Commercial associate
Higher education
Married
House / apartment
0.026392
-18,213
-2,363
-4,627
-1,761
3
1
1
1
1
1
0
Managers
2
2
2
WEDNESDAY
11
0
0
0
0
0
0
Business Entity Type 3
null
0.663695
null
0.1227
0.1214
0.9786
null
null
0
0.2759
0.1667
null
0.094
null
0.1059
null
0
0.125
0.126
0.9786
null
null
0
0.2759
0.1667
null
0.0961
null
0.1103
null
0
0.1239
0.1214
0.9786
null
null
0
0.2759
0.1667
null
0.0956
null
0.1078
null
0
null
block of flats
0.0833
Panel
No
6
0
6
0
-206
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
100,324
00
Cash loans
F
Y
Y
1
112,500
152,820
18,265.5
135,000
Unaccompanied
Commercial associate
Secondary / secondary special
Separated
House / apartment
0.003069
-10,471
-1,753
-4,922
-2,885
1
1
1
0
1
0
0
Sales staff
2
3
3
THURSDAY
17
0
0
0
0
0
0
Self-employed
0.47046
0.659141
null
0.1649
0.0928
0.9901
null
null
0.12
0.1034
0.375
null
0.0145
null
0.077
null
0
0.1681
0.0963
0.9901
null
null
0.1208
0.1034
0.375
null
0.0149
null
0.0803
null
0
0.1665
0.0928
0.9901
null
null
0.12
0.1034
0.375
null
0.0148
null
0.0784
null
0
null
block of flats
0.1047
Panel
No
0
0
0
0
-1,957
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
100,325
00
Cash loans
F
N
Y
0
135,000
640,080
31,261.5
450,000
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.031329
-20,385
-2,875
-4,025
-3,617
null
1
1
0
1
0
0
Laborers
2
2
2
TUESDAY
9
0
0
0
0
1
1
Construction
null
0.588408
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
0
0
0
0
-1,474
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,326
11
Cash loans
M
Y
Y
0
36,000
284,400
10,849.5
225,000
Unaccompanied
Pensioner
Secondary / secondary special
Civil marriage
House / apartment
0.018209
-22,078
365,243
-6,748
-4,542
27
1
0
0
1
1
0
null
2
3
3
MONDAY
7
0
0
0
0
0
0
XNA
null
0.063455
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
100,327
00
Cash loans
M
Y
Y
0
180,000
407,727
32,341.5
333,000
Family
Working
Secondary / secondary special
Married
House / apartment
0.020713
-20,317
-2,334
-10,946
-3,680
3
1
1
0
1
0
0
null
2
3
3
TUESDAY
11
0
0
0
0
1
1
Business Entity Type 3
null
0.395245
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,858
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
9
100,328
00
Cash loans
F
N
N
1
171,000
1,270,746
42,124.5
1,138,500
Unaccompanied
State servant
Secondary / secondary special
Married
House / apartment
0.00496
-15,864
-8,215
-2,463
-2,451
null
1
1
0
1
0
0
Core staff
3
2
2
TUESDAY
10
0
0
0
0
0
0
Medicine
0.616187
0.692311
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
1
1
1
-715
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
100,329
00
Cash loans
F
Y
Y
0
135,000
247,275
17,716.5
225,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.006852
-19,997
-645
-2,391
-3,399
19
1
1
1
1
1
0
null
2
3
3
FRIDAY
8
0
1
1
0
1
1
Business Entity Type 3
null
0.081311
0.629674
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-1,477
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
100,332
00
Cash loans
F
N
Y
0
157,500
545,040
20,677.5
450,000
Family
Pensioner
Secondary / secondary special
Widow
House / apartment
0.031329
-23,444
365,243
-14,604
-4,655
null
1
0
0
1
0
0
null
1
2
2
THURSDAY
13
0
0
0
0
0
0
XNA
null
0.119843
0.331251
0.1485
0.0757
0.9801
null
null
0.16
0.1379
0.3333
null
0.0858
null
0.1443
null
0
0.1513
0.0786
0.9801
null
null
0.1611
0.1379
0.3333
null
0.0877
null
0.1504
null
0
0.1499
0.0757
0.9801
null
null
0.16
0.1379
0.3333
null
0.0873
null
0.1469
null
0
null
block of flats
0.1214
Panel
No
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
100,333
00
Cash loans
F
N
Y
0
382,500
450,000
30,204
450,000
Family
Commercial associate
Incomplete higher
Married
House / apartment
0.072508
-10,442
-864
-4,750
-243
null
1
1
0
1
1
1
Core staff
2
1
1
TUESDAY
18
0
0
0
0
0
0
Bank
0.503806
0.588594
0.309275
0.1237
0.0925
0.9737
0.6396
0.0681
0
0.2069
0.1667
0.1042
0.0079
0.1009
0.0906
0
0.002
0.063
0.0646
0.9732
0.6472
0.0237
0
0.1034
0.1667
0
0
0.0551
0.036
0
0
0.1249
0.0925
0.9737
0.6444
0.0686
0
0.2069
0.1667
0.1042
0.008
0.1026
0.0922
0
0.0021
reg oper account
block of flats
0.0409
Stone, brick
No
10
0
10
0
-984
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
100,334
00
Cash loans
M
N
Y
0
90,000
101,880
10,939.5
90,000
Unaccompanied
Working
Secondary / secondary special
Married
House / apartment
0.035792
-18,665
-837
-6,710
-2,210
null
1
1
0
1
0
0
Security staff
2
2
2
SATURDAY
12
0
0
0
0
0
0
Other
null
0.703632
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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
-373
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,335
00
Cash loans
F
N
Y
0
63,000
675,000
19,737
675,000
Unaccompanied
Pensioner
Secondary / secondary special
Widow
House / apartment
0.035792
-23,420
365,243
-14,293
-4,749
null
1
0
0
1
1
0
null
1
2
2
MONDAY
8
0
0
0
0
0
0
XNA
null
0.703773
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
0
0
0
0
-1,331
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
100,336
11
Cash loans
F
Y
Y
0
157,500
497,520
28,692
450,000
Unaccompanied
Commercial associate
Secondary / secondary special
Single / not married
House / apartment
0.02461
-13,989
-1,350
-8,112
-4,715
5
1
1
1
1
1
0
Laborers
1
2
2
MONDAY
15
0
0
0
0
0
0
Industry: type 3
null
0.629042
0.260856
0.1485
0.111
0.9801
0.728
0.0725
0.16
0.1379
0.3333
0.375
0.0582
0.121
0.1514
0
0
0.1513
0.1152
0.9801
0.7387
0.0732
0.1611
0.1379
0.3333
0.375
0.0595
0.1322
0.1578
0
0
0.1499
0.111
0.9801
0.7316
0.073
0.16
0.1379
0.3333
0.375
0.0592
0.1231
0.1541
0
0
reg oper account
block of flats
0.1588
Panel
No
1
1
1
0
-1,781
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
100,337
00
Cash loans
F
N
Y
0
270,000
545,040
26,640
450,000
Unaccompanied
Commercial associate
Higher education
Single / not married
House / apartment
0.04622
-9,324
-872
-599
-616
null
1
1
0
1
0
0
Realty agents
1
1
1
TUESDAY
15
0
1
1
0
0
0
Business Entity Type 3
null
0.712186
null
0.0722
0.0575
0.9776
0.694
0.0258
0
0.1379
0.1667
0.2083
0.0387
0.0588
0.0569
0
0
0.0735
0.0596
0.9777
0.706
0.026
0
0.1379
0.1667
0.2083
0.0395
0.0643
0.0593
0
0
0.0729
0.0575
0.9776
0.6981
0.026
0
0.1379
0.1667
0.2083
0.0393
0.0599
0.0579
0
0
reg oper account
block of flats
0.0589
Stone, brick
No
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
null
null
null
null
null
null
100,338
00
Cash loans
F
N
N
0
270,000
630,000
23,274
630,000
Family
Working
Secondary / secondary special
Civil marriage
House / apartment
0.008019
-21,292
-1,491
-11,804
-4,059
null
1
1
1
1
1
1
High skill tech staff
2
2
2
SATURDAY
16
0
1
1
0
1
1
Trade: type 6
0.786704
0.754831
0.470456
0.0825
0.0677
0.9762
0.6736
0.0096
0
0.1379
0.1667
0.2083
0.0472
0.0672
0.0708
0
0
0.084
0.0703
0.9762
0.6864
0.0097
0
0.1379
0.1667
0.2083
0.0483
0.0735
0.0737
0
0
0.0833
0.0677
0.9762
0.678
0.0096
0
0.1379
0.1667
0.2083
0.048
0.0684
0.0721
0
0
reg oper account
block of flats
0.0609
Panel
No
0
0
0
0
-115
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
100,339
00
Revolving loans
M
N
Y
0
166,500
495,000
24,750
495,000
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.011703
-21,535
-2,828
-3,182
-4,673
null
1
1
0
1
0
0
Laborers
2
2
2
MONDAY
17
0
0
0
0
0
0
Business Entity Type 3
null
0.766615
0.778904
0.0639
0.045
0.9732
0.6328
0.0052
0
0.1034
0.1667
0.0417
0.035
0.0504
0.0484
0.0077
0
0.0651
0.0467
0.9732
0.6472
0.0053
0
0.1034
0.1667
0.0417
0.0358
0.0551
0.0505
0.0078
0
0.0645
0.045
0.9732
0.6377
0.0053
0
0.1034
0.1667
0.0417
0.0356
0.0513
0.0493
0.0078
0
reg oper account
block of flats
0.041
Stone, brick
No
0
0
0
0
-1,560
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
5
100,340
00
Cash loans
F
N
N
2
202,500
787,131
44,082
679,500
Unaccompanied
Commercial associate
Secondary / secondary special
Married
House / apartment
0.04622
-13,080
-3,429
-4,198
-5,241
null
1
1
0
1
0
0
High skill tech staff
4
1
1
SUNDAY
12
0
0
0
0
1
1
Transport: type 4
0.402436
0.261967
null
null
null
0.9727
null
null
null
0.0345
0.0417
null
null
null
null
null
null
null
null
0.9727
null
null
null
0.0345
0.0417
null
null
null
null
null
null
null
null
0.9727
null
null
null
0.0345
0.0417
null
null
null
null
null
null
null
block of flats
0.0066
Stone, brick
No
3
0
3
0
-2,218
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
100,341
00
Cash loans
M
Y
Y
0
76,500
545,040
20,677.5
450,000
Unaccompanied
Working
Secondary / secondary special
Widow
House / apartment
0.031329
-20,348
-7,115
-1,799
-2,780
28
1
1
0
1
0
0
Laborers
1
2
2
TUESDAY
10
0
0
0
0
0
0
Industry: type 2
0.66039
0.647373
0.315472
0.0485
0.0328
0.9816
0.7484
0.0216
0
0.0345
0.1667
0.2083
0.012
0.0395
0.0218
0
0
0.0494
0.034
0.9816
0.7583
0.0218
0
0.0345
0.1667
0.2083
0.0122
0.0432
0.0228
0
0
0.0489
0.0328
0.9816
0.7518
0.0217
0
0.0345
0.1667
0.2083
0.0122
0.0402
0.0222
0
0
reg oper account
block of flats
0.041
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
1
100,342
00
Cash loans
M
N
N
0
90,000
101,880
10,827
90,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
With parents
0.008866
-8,400
-338
-4,664
-1,078
null
1
1
1
1
1
1
Laborers
1
2
2
THURSDAY
15
0
0
0
0
0
0
Business Entity Type 3
0.06826
0.031275
0.173527
0.2258
null
0.9911
0.8776
0.0355
0
0.5172
0.1667
0.2083
0
0.1841
0.2041
0
0
0.23
null
0.9911
0.8824
0.0358
0
0.5172
0.1667
0.2083
0
0.2011
0.2127
0
0
0.228
null
0.9911
0.8792
0.0357
0
0.5172
0.1667
0.2083
0
0.1873
0.2078
0
0
reg oper account
block of flats
0.1605
Mixed
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
1
100,343
00
Cash loans
M
Y
Y
0
315,000
90,000
4,504.5
90,000
Unaccompanied
Working
Secondary / secondary special
Single / not married
With parents
0.0228
-10,935
-422
-5,251
-3,364
2
1
1
0
1
1
0
Drivers
1
2
2
SATURDAY
11
0
0
0
0
0
0
Business Entity Type 3
0.259823
0.58198
0.53707
0.2959
0.1433
0.9871
0.8232
0.0706
0.32
0.2759
0.3333
0.375
0.144
0.2404
0.3213
0.0039
0.0086
0.3015
0.1487
0.9871
0.8301
0.0712
0.3222
0.2759
0.3333
0.375
0.1473
0.2626
0.3348
0.0039
0.0091
0.2987
0.1433
0.9871
0.8256
0.071
0.32
0.2759
0.3333
0.375
0.1465
0.2446
0.3271
0.0039
0.0087
org spec account
block of flats
0.2932
Panel
No
2
0
2
0
-1,016
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
100,344
00
Cash loans
M
N
N
0
112,500
225,000
14,647.5
225,000
Family
Commercial associate
Higher education
Married
House / apartment
0.032561
-11,287
-3,894
-3,134
-3,950
null
1
1
0
1
1
0
Laborers
2
1
1
FRIDAY
14
0
0
0
0
0
0
Business Entity Type 3
0.27594
0.642897
0.479449
0.2309
0.1795
0.9747
0.6532
0.028
0.32
0.2759
0.25
0.0417
0.0536
0.1883
0.2008
0
0
0.2353
0.1862
0.9747
0.6668
0.0282
0.3222
0.2759
0.25
0.0417
0.0548
0.2057
0.2092
0
0
0.2332
0.1795
0.9747
0.6578
0.0282
0.32
0.2759
0.25
0.0417
0.0545
0.1915
0.2044
0
0
reg oper account
block of flats
0.1601
Panel
No
0
0
0
0
-1,499
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
3