Unformatted Attachment Preview
Credit Risk Data
Loan Purpose Checking
Small Appliance
$0
$0
Furniture
$0
New Car
$638
Furniture
$963
Education
$2,827
Furniture
$0
New Car
$0
Business
$6,509
Small Appliance
$966
Small Appliance
$0
Business
$0
New Car
$322
Business
$0
New Car
$396
New Car
$0
Used Car
$652
Furniture
$708
New Car
$207
Repairs
$287
Education
$0
Furniture
$101
Furniture
$0
Furniture
$0
Furniture
$0
New Car
$141
Business
$0
Used Car
$2,484
Used Car
$237
Small Appliance
$0
Small Appliance
$335
Education
$3,565
Small Appliance
$0
Small Appliance
$16,647
Business
$0
Business
$0
Small Appliance
$0
Furniture
$940
Small Appliance
$0
Small Appliance
$0
New Car
$218
Other
$0
Used Car
$16,935
Small Appliance
$664
Furniture
$150
Furniture
$0
Small Appliance
$216
Furniture
$0
New Car
$0
Business
Savings Months Customer Months Employed Gender Marital Status
13
12
M
Single
$739
$1,230
25
0
M
Divorced
$389
19
119
M
Single
$347
13
14
M
Single
$4,754
40
45
M
Single
$0
11
13
M
Married
$229
13
16
M
Married
$533
14
2
M
Single
$493
37
9
M
Single
$0
25
4
F
Divorced
$989
49
0
M
Single
$3,305
11
15
M
Single
$578
10
14
M
Married
$821
25
63
M
Single
$228
13
26
M
Single
$129
31
8
M
Divorced
$732
49
4
F
Divorced
$683
13
33
M
Single
$0
28
116
M
Single
$12,348
7
2
F
Divorced
$17,545
34
16
F
Divorced
$3,871
13
5
F
Divorced
$0
25
23
M
Married
$485
37
23
F
Divorced
$10,723
11
15
M
Single
$245
22
33
M
Single
$0
19
58
M
Single
$0
49
46
M
Single
$236
37
24
M
Single
$485
19
12
M
Single
$1,708
37
7
M
Single
$0
31
32
M
Single
$407
13
2
F
Divorced
$895
16
34
M
Single
$150
49
46
F
Divorced
$490
5
41
M
Single
$162
25
1
M
Divorced
$715
9
40
F
Divorced
$323
49
42
M
Married
$128
13
74
M
Single
$0
49
0
M
Single
$109
25
26
M
Single
$189
37
60
M
Single
$537
31
33
M
Single
$6,520
12
1
F
Divorced
$138
7
119
M
Married
$0
19
3
F
Divorced
$660
17
75
M
Single
$724
25
8
M
Single
Small Appliance
Small Appliance
Furniture
Business
New Car
Used Car
Education
Furniture
New Car
New Car
Furniture
New Car
New Car
Small Appliance
New Car
Small Appliance
Small Appliance
Business
Used Car
Furniture
Furniture
New Car
Small Appliance
Business
Furniture
Small Appliance
New Car
Business
Business
Repairs
Business
New Car
Education
New Car
Education
New Car
Small Appliance
Used Car
Small Appliance
Small Appliance
Furniture
Education
Small Appliance
Repairs
Business
Small Appliance
Small Appliance
Small Appliance
New Car
Small Appliance
Furniture
Small Appliance
$0
$897
$265
$947
$4,256
$0
$870
$917
$162
$595
$0
$789
$0
$0
$0
$746
$461
$140
$0
$659
$0
$717
$0
$667
$580
$0
$0
$763
$0 $1,366
$0
$552
$0 $14,643
$758 $2,665
$399
$0
$513
$442
$0 $8,357
$0
$0
$565
$863
$0
$322
$0
$800
$0
$656
$166
$922
$9,783
$885
$674 $2,886
$0
$626
$15,328
$0
$0
$904
$713
$784
$0
$806
$0 $3,281
$0
$759
$0
$680
$0
$104
$303
$899
$900 $1,732
$0
$706
$1,257
$0
$0
$576
$273
$904
$522
$194
$0
$710
$0 $5,564
$0
$192
$0
$637
$514
$405
$457
$318
$5,133
$698
19
25
16
28
22
25
37
13
19
19
37
29
11
13
19
25
16
13
31
7
25
22
10
28
13
37
13
13
49
43
25
12
61
19
19
16
25
37
13
37
31
10
7
7
25
25
25
46
13
49
19
19
5
5
36
6
10
28
114
16
32
5
60
10
8
46
17
4
115
31
0
0
5
9
81
28
69
85
2
3
32
0
9
6
17
3
20
59
3
25
3
11
14
65
14
2
79
1
93
13
21
13
108
14
M
M
F
M
M
M
M
F
M
F
M
M
M
F
M
M
M
M
F
M
M
M
M
M
M
M
F
F
M
M
M
M
M
F
F
M
F
M
M
F
M
F
F
M
M
F
M
M
F
F
M
M
Married
Married
Divorced
Single
Divorced
Single
Single
Divorced
Single
Divorced
Single
Single
Single
Divorced
Single
Married
Single
Single
Divorced
Single
Single
Single
Single
Single
Single
Single
Divorced
Divorced
Single
Single
Single
Single
Single
Divorced
Divorced
Single
Divorced
Single
Single
Divorced
Divorced
Divorced
Divorced
Married
Divorced
Divorced
Single
Single
Divorced
Divorced
Single
Single
New Car
Retraining
Furniture
New Car
Education
Business
Furniture
New Car
Used Car
Small Appliance
Furniture
Business
Used Car
Furniture
Furniture
Small Appliance
Used Car
Large Appliance
Furniture
Furniture
Small Appliance
Small Appliance
Furniture
New Car
New Car
New Car
Furniture
Small Appliance
Business
Furniture
Small Appliance
Small Appliance
Small Appliance
Other
Business
Repairs
New Car
Furniture
Furniture
Small Appliance
Small Appliance
Furniture
Small Appliance
Business
Repairs
Small Appliance
Furniture
New Car
New Car
Used Car
New Car
Used Car
$0
$644
$305
$9,621
$0
$0
$0
$0
$0
$6,851
$13,496
$509
$0
$19,155
$0
$0
$374
$0
$828
$0
$829
$0
$0
$939
$0
$889
$876
$893
$12,760
$0
$0
$959
$0
$0
$0
$0
$698
$0
$0
$0
$12,974
$0
$317
$0
$0
$0
$192
$0
$0
$0
$0
$0
$369
$0
$492
$308
$127
$565
$12,632
$116
$178
$901
$650
$241
$609
$131
$544
$10,853
$0
$409
$391
$322
$583
$12,242
$479
$496
$466
$1,583
$1,533
$0
$4,873
$0
$717
$7,876
$4,449
$0
$104
$897
$4,033
$945
$836
$325
$19,568
$803
$10,980
$265
$609
$1,851
$199
$500
$509
$270
$457
$260
10
13
19
25
13
19
16
49
13
13
19
25
37
25
19
25
25
49
9
13
7
25
19
19
25
37
31
16
13
13
22
28
25
25
25
19
16
13
25
19
13
13
13
13
31
12
25
28
16
25
13
25
16
88
1
41
22
14
9
45
89
21
20
14
6
24
15
81
14
15
12
9
18
53
0
56
42
79
21
94
73
94
10
20
87
54
23
2
20
6
99
13
7
89
17
10
3
0
5
7
3
25
63
78
M
M
F
M
M
M
F
M
M
F
M
M
M
M
F
F
M
M
F
F
F
M
M
M
M
M
F
M
M
M
F
M
M
M
M
F
M
M
M
F
F
M
M
F
M
F
F
F
M
M
M
M
Single
Single
Divorced
Single
Single
Married
Divorced
Single
Single
Divorced
Single
Single
Single
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Divorced
Single
Single
Single
Single
Single
Divorced
Single
Single
Single
Divorced
Single
Single
Single
Married
Divorced
Married
Divorced
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Divorced
Divorced
Divorced
Single
Single
Single
Single
New Car
Small Appliance
New Car
Used Car
Education
Furniture
Large Appliance
Furniture
Furniture
Business
Used Car
Small Appliance
Small Appliance
Used Car
Small Appliance
Repairs
Furniture
Used Car
New Car
New Car
New Car
Repairs
Furniture
Used Car
Small Appliance
New Car
Business
Small Appliance
Small Appliance
Business
Furniture
Furniture
Small Appliance
Small Appliance
Furniture
Used Car
Business
New Car
New Car
Furniture
New Car
Small Appliance
Furniture
Small Appliance
Business
Small Appliance
New Car
Education
New Car
New Car
New Car
Furniture
$942
$0
$3,329
$0
$0
$0
$0
$0
$0
$339
$0
$0
$0
$105
$0
$216
$113
$109
$0
$0
$8,176
$0
$468
$7,885
$0
$0
$0
$0
$0
$0
$0
$0
$0
$734
$0
$0
$172
$644
$0
$617
$0
$586
$0
$0
$0
$0
$0
$522
$585
$5,588
$0
$352
$3,036
$643
$0
$6,345
$922
$909
$775
$979
$948
$2,790
$309
$762
$970
$320
$861
$262
$692
$540
$470
$192
$12,230
$772
$14,186
$6,330
$18,716
$886
$750
$3,870
$3,273
$406
$461
$340
$6,490
$348
$506
$14,717
$0
$1,571
$0
$411
$544
$0
$835
$823
$5,180
$408
$821
$385
$2,223
$0
$605
$7,525
25
19
19
25
37
25
19
25
19
22
49
10
13
28
13
37
11
37
13
7
7
25
22
16
19
22
37
25
13
6
13
19
19
7
25
28
25
19
25
31
25
13
19
25
22
16
48
10
16
22
37
13
36
6
15
19
9
3
8
48
2
55
37
1
14
54
111
2
14
1
0
2
5
19
24
14
93
96
2
11
4
35
48
4
85
100
3
7
36
1
19
3
0
0
42
47
4
12
5
66
0
10
20
4
M
M
M
M
F
M
M
M
F
M
M
F
F
M
M
M
M
M
F
M
M
M
M
M
M
M
M
F
M
M
F
M
M
M
F
M
M
F
F
M
F
M
F
M
M
M
F
M
M
F
F
F
Single
Single
Single
Single
Divorced
Single
Married
Single
Divorced
Divorced
Single
Divorced
Divorced
Single
Single
Single
Divorced
Married
Divorced
Single
Married
Divorced
Single
Single
Single
Single
Divorced
Divorced
Married
Single
Divorced
Married
Single
Single
Divorced
Single
Single
Divorced
Divorced
Married
Divorced
Single
Divorced
Single
Single
Single
Divorced
Single
Single
Divorced
Divorced
Divorced
Small Appliance
Business
Other
Small Appliance
New Car
Small Appliance
New Car
Furniture
Business
Used Car
Used Car
Small Appliance
Small Appliance
Education
Small Appliance
Large Appliance
Education
Furniture
Business
New Car
Repairs
Furniture
Small Appliance
New Car
Small Appliance
Business
New Car
Small Appliance
Used Car
New Car
Small Appliance
Furniture
New Car
Used Car
Business
Furniture
Used Car
Small Appliance
Small Appliance
Business
Furniture
Small Appliance
Small Appliance
New Car
New Car
Used Car
Small Appliance
Business
Education
Furniture
Business
Other
$0 $3,529
$2,715 $1,435
$560
$887
$895
$243
$305 $4,553
$0
$418
$0
$771
$0
$463
$8,948
$110
$0 $10,099
$0 $13,428
$0
$208
$0
$552
$0 $3,105
$483
$415
$0 $1,238
$0
$238
$0
$127
$663
$0
$624
$785
$0
$718
$0
$493
$152
$757
$0 $9,125
$0
$364
$498
$598
$0
$374
$156
$0
$1,336
$0
$0
$508
$0
$956
$0
$636
$2,641
$0
$0 $1,519
$0
$922
$0
$180
$0
$701
$0
$296
$887
$519
$0
$800
$0
$736
$0 $11,838
$0
$364
$18,408
$212
$497
$888
$0
$999
$946
$0
$986
$578
$8,122
$136
$0
$734
$778
$861
$645
$855
14
49
25
13
7
19
25
11
31
16
7
13
13
16
19
13
13
31
19
37
19
13
49
13
13
37
10
13
37
13
25
22
13
40
19
5
22
16
7
49
13
7
5
13
16
25
16
28
22
37
49
25
0
14
20
4
2
4
0
13
90
108
0
23
15
19
6
0
2
35
57
9
0
21
45
24
12
14
19
58
11
3
4
41
71
74
29
2
108
8
42
2
6
70
35
9
3
0
83
1
4
111
21
17
F
M
M
M
F
M
M
M
M
M
F
M
F
F
M
F
F
F
M
F
F
M
M
F
F
M
M
F
M
M
F
F
F
M
M
F
M
M
M
F
F
M
M
F
F
M
M
F
M
M
M
M
Divorced
Divorced
Single
Married
Divorced
Single
Single
Single
Single
Single
Divorced
Single
Divorced
Divorced
Married
Divorced
Divorced
Divorced
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Divorced
Single
Divorced
Single
Single
Divorced
Divorced
Divorced
Single
Single
Divorced
Single
Single
Married
Divorced
Divorced
Single
Single
Divorced
Divorced
Single
Single
Divorced
Divorced
Single
Single
Single
Furniture
New Car
New Car
Business
Used Car
Business
Small Appliance
New Car
New Car
Furniture
Repairs
Small Appliance
Small Appliance
Furniture
Furniture
Furniture
Furniture
Other
Education
Small Appliance
New Car
Business
Business
Education
New Car
Used Car
Used Car
New Car
New Car
New Car
Small Appliance
New Car
New Car
Furniture
Retraining
New Car
Education
Education
Furniture
New Car
Small Appliance
Business
New Car
Small Appliance
New Car
Furniture
New Car
Furniture
Small Appliance
Small Appliance
Furniture
New Car
$0
$682
$19,812
$0
$0
$859
$0
$0
$0
$0
$0
$0
$795
$0
$0
$0
$0
$852
$0
$0
$425
$0
$0
$0
$11,072
$0
$219
$8,060
$0
$0
$0
$0
$1,613
$757
$0
$0
$977
$197
$0
$0
$0
$0
$0
$256
$296
$0
$0
$0
$298
$0
$8,636
$0
$4,486
$2,017
$0
$500
$859
$3,305
$1,218
$9,016
$11,587
$8,944
$807
$867
$16,804
$347
$836
$142
$169
$3,613
$403
$836
$0
$11,481
$3,285
$164
$891
$0
$841
$607
$486
$108
$0
$113
$0
$208
$603
$343
$463
$0
$299
$490
$6,628
$859
$750
$954
$591
$13,970
$857
$5,857
$3,326
$726
$214
$207
10
37
25
25
31
25
13
49
22
25
25
31
49
16
16
7
19
61
7
25
19
25
7
13
61
37
43
19
12
25
43
25
25
25
13
19
10
37
19
13
37
19
13
10
37
13
11
19
73
19
11
13
3
85
37
1
89
26
38
22
46
66
75
27
40
5
4
53
6
83
5
0
7
18
21
65
17
49
0
71
22
52
28
31
118
36
35
22
61
17
11
15
65
23
14
13
103
24
34
20
15
7
3
119
F
M
M
M
M
M
M
M
F
M
M
F
M
F
M
F
M
F
F
M
F
M
M
F
M
M
M
F
M
M
F
F
M
M
M
F
F
M
M
F
M
M
M
M
M
F
M
M
M
F
F
M
Divorced
Single
Single
Single
Single
Single
Single
Single
Divorced
Single
Single
Divorced
Single
Divorced
Single
Divorced
Single
Divorced
Divorced
Single
Divorced
Single
Single
Divorced
Single
Single
Single
Divorced
Single
Single
Divorced
Divorced
Married
Divorced
Married
Divorced
Divorced
Married
Single
Divorced
Single
Single
Single
Single
Single
Divorced
Single
Single
Married
Divorced
Divorced
Single
New Car
New Car
New Car
New Car
Furniture
Small Appliance
Furniture
New Car
Repairs
New Car
Small Appliance
Small Appliance
New Car
Used Car
New Car
Other
Used Car
Small Appliance
Used Car
New Car
Furniture
New Car
Business
Small Appliance
New Car
Education
Education
Furniture
New Car
Small Appliance
Furniture
Furniture
Furniture
Small Appliance
Business
Small Appliance
Small Appliance
Small Appliance
Small Appliance
Small Appliance
New Car
Furniture
Education
Repairs
Small Appliance
Furniture
Small Appliance
Small Appliance
Repairs
Small Appliance
Small Appliance
New Car
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$19,766 $2,141
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$242
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$600
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23
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39
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48
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45
23
41
28
30
50
58
36
23
48
37
20
23
39
34
22
21
38
36
26
47
38
27
25
Own
Other
Rent
Rent
Own
Own
Own
Own
Own
Own
Own
Own
Other
Other
Own
Own
Rent
Own
Other
Own
Rent
Own
Other
Own
Own
Other
Own
Own
Own
Own
Own
Own
Own
Own
Rent
Own
Rent
Own
Own
Rent
Own
Own
Other
Own
Own
Rent
Other
Own
Own
Other
Rent
Own
2
4
4
3
2
2
2
4
4
2
2
2
4
4
4
3
4
4
4
2
4
4
4
1
2
4
2
4
2
1
4
2
4
2
3
3
4
4
4
4
2
4
4
4
2
2
4
4
4
4
2
1
Skilled
Unskilled
Skilled
Skilled
Skilled
Skilled
Skilled
Unemployed
Skilled
Skilled
Skilled
Unskilled
Unskilled
Unskilled
Management
Management
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Management
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Unskilled
Unskilled
Skilled
Skilled
Skilled
Skilled
Unskilled
Skilled
Skilled
Management
Skilled
Unskilled
Skilled
Skilled
Skilled
Skilled
High
High
High
Low
Low
High
Low
Low
Low
Low
Low
High
High
High
High
Low
High
Low
High
High
High
Low
Low
Low
High
High
Low
Low
High
Low
Low
High
High
Low
High
Low
High
Low
Low
High
High
Low
Low
Low
High
High
Low
Low
Low
High
High
Low
28
67
25
34
38
41
26
35
45
32
47
24
30
33
23
21
36
30
52
27
44
26
24
24
50
31
38
28
48
56
31
28
26
25
41
24
29
25
35
35
26
29
59
34
41
35
27
41
30
27
65
19
Own
Own
Own
Own
Other
Other
Own
Own
Other
Own
Other
Own
Own
Own
Rent
Rent
Other
Own
Other
Own
Own
Own
Own
Own
Own
Own
Own
Own
Own
Other
Own
Own
Own
Rent
Other
Rent
Own
Own
Own
Own
Own
Own
Own
Other
Other
Own
Rent
Own
Rent
Own
Own
Rent
3
4
2
1
4
4
4
4
4
2
4
3
4
3
4
4
4
2
4
2
1
2
1
2
2
2
4
3
3
2
4
2
3
4
4
4
2
2
3
2
3
4
4
4
4
3
4
3
4
2
3
4
Skilled
Management
Skilled
Skilled
Skilled
Management
Skilled
Skilled
Skilled
Skilled
Skilled
Unskilled
Unskilled
Skilled
Skilled
Skilled
Skilled
Management
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Unskilled
Skilled
Skilled
Unskilled
Management
Skilled
Skilled
Skilled
Unskilled
Management
Skilled
Skilled
Skilled
Skilled
Unskilled
Unskilled
Management
Unskilled
Skilled
Skilled
Skilled
Skilled
Skilled
Skilled
Management
Unskilled
Skilled
Low
High
Low
Low
High
High
High
Low
High
Low
Low
High
High
High
High
High
High
Low
High
High
Low
Low
Low
High
Low
Low
High
High
Low
High
High
Low
High
High
High
Low
Low
High
Low
Low
Low
Low
High
High
Low
High
Low
High
Low
High
Low
High
33
24
40
62
33
29
22
35
30
28
28
44
Own
Rent
Rent
Own
Other
Own
Own
Other
Own
Own
Own
Own
4
Skilled
3
Skilled
4
Skilled
4
Skilled
4
Unskilled
3
Skilled
2
Unskilled
4
Skilled
4
Skilled
2
Skilled
2
Skilled
3 Management
27
26
25
26
28
38
37
30
33
29
Rent
Rent
Own
Own
Own
Rent
Other
Own
Rent
Own
3
Skilled
1
Unskilled
3
Skilled
4
Skilled
2
Skilled
7
Unskilled
6 Management
4
Skilled
9 Management
3 Management
High
High
Low
Low
High
Low
High
Low
High
High
High
Low