credit.policy
int64
0
1
purpose
stringclasses
7 values
int.rate
float64
0.06
0.22
installment
float64
15.7
940
log.annual.inc
float64
7.55
14.5
dti
float64
0
30
fico
int64
612
827
days.with.cr.line
float64
179
17.6k
revol.bal
int64
0
1.21M
revol.util
float64
0
119
inq.last.6mths
int64
0
33
delinq.2yrs
int64
0
13
pub.rec
int64
0
5
not.fully.paid
int64
0
1
1
all_other
0.0932
306.69
11.03489
8.52
797
4,050
1,309
3.3
0
0
0
0
1
debt_consolidation
0.1287
260.66
10.181119
20.14
692
1,942
11,307
82.8
0
0
0
0
1
major_purchase
0.1505
55.51
10.085809
14.15
667
3,450.041667
9,603
96
1
0
0
0
1
debt_consolidation
0.1126
394.36
10.915016
21.41
727
3,900.041667
17,102
73.1
1
0
0
0
1
credit_card
0.1095
37.63
11.251561
7.75
712
6,240
6,907
54.3
0
0
1
0
1
debt_consolidation
0.1189
165.82
11.082143
1.62
732
5,612.041667
3,005
50.1
0
1
0
0
1
debt_consolidation
0.1158
495.21
11.534795
10.51
727
10,500
37,281
69.4
1
0
0
0
1
all_other
0.1347
254.42
10.373616
21.3
692
2,252.041667
14,629
93.8
1
0
0
0
1
debt_consolidation
0.1316
337.71
10.73631
21.34
687
3,690
18,049
66.8
2
0
0
0
1
all_other
0.1347
94.99
10.870129
16.71
672
3,000.041667
2,275
49.5
1
0
0
0
1
debt_consolidation
0.1367
416.72
10.308953
13.28
692
1,132
12,558
61.3
0
0
0
1
1
debt_consolidation
0.1114
262.43
10.858999
19.06
762
10,710
2,477
18.2
5
0
0
0
1
debt_consolidation
0.1379
136.31
11.608236
1.52
667
3,480.041667
2,783
45.6
1
0
0
0
1
debt_consolidation
0.1379
511.14
11.0021
7.12
692
5,640.041667
24,803
77.5
2
0
1
0
1
credit_card
0.0932
175.71
10.126631
16.23
757
4,110.041667
3,997
29.6
0
0
0
0
1
educational
0.0932
159.74
10.085809
18.75
782
10,110
0
0
4
0
0
0
1
home_improvement
0.0932
127.79
11.184421
20.5
737
4,530.041667
9,337
16.8
2
0
0
0
1
small_business
0.1158
396.17
11.156251
10.99
732
4,171.041667
40,109
81.7
0
0
0
1
1
educational
0.0963
160.48
10.545447
14.02
732
4,350
10,011
43.2
3
0
0
0
1
debt_consolidation
0.1126
131.46
11.21182
8.77
742
8,340
17,094
19.6
0
0
0
0
1
debt_consolidation
0.1316
378.23
11.225243
4.48
682
3,420.041667
4,712
56.8
1
0
0
0
1
credit_card
0.1253
435.07
10.896739
14.38
707
7,020.041667
1,109
9.7
2
0
0
0
1
home_improvement
0.1253
83.67
10.819858
10.92
682
5,610.041667
3,510
41.8
2
0
0
0
1
all_other
0.08
37.61
10.596635
7.26
737
1,896.041667
3,770
18.6
1
0
0
0
1
all_other
0.1379
85.19
9.903488
23.82
667
2,700.041667
5,411
76.1
1
0
0
0
1
all_other
0.1189
49.75
10.778956
18.13
692
7,530.041667
2,573
67.7
0
0
1
0
1
debt_consolidation
0.0932
255.58
10.308953
8.48
752
3,990
8,840
24.6
2
0
0
0
1
debt_consolidation
0.0932
383.37
11.141862
8.68
807
8,580.041667
7,336
7.2
0
0
0
0
1
small_business
0.1316
506.56
11.362103
14.34
697
5,130
388
4.6
1
1
0
0
1
credit_card
0.0963
192.57
11.918391
6.14
727
8,310
13,455
20.6
1
0
0
0
1
debt_consolidation
0.1189
464.3
10.596635
11.46
717
7,347
17,523
35.9
0
0
1
0
1
credit_card
0.1221
433.1
10.971641
16.04
707
3,885.041667
12,671
60.6
1
0
0
0
1
all_other
0.1253
167.34
11.302204
15.21
677
5,160
1,015
25.4
0
0
0
0
1
debt_consolidation
0.1284
470.66
11.0021
22.06
697
2,220
13,932
71.8
0
0
0
0
1
small_business
0.1221
499.73
11.225243
15.02
722
5,400
40,882
31.8
2
0
0
0
1
major_purchase
0.0932
223.63
10.126631
12.82
737
1,920.041667
2,944
22.5
0
0
0
0
1
debt_consolidation
0.1411
229.34
10.646615
23.67
667
4,980.041667
10,106
40.3
1
0
0
0
1
all_other
0.1253
50.2
10.692036
20.75
677
4,080.041667
920
21.9
0
0
0
1
1
small_business
0.1095
49.89
10.126631
11.62
727
6,510
2,108
23.2
0
0
1
0
1
debt_consolidation
0.1221
266.52
11.225243
14.58
712
5,730.041667
30,692
92.4
1
0
0
0
1
small_business
0.0963
154.06
11.775259
7.38
727
5,490
27,399
41.1
1
0
0
0
1
debt_consolidation
0.0932
319.47
10.985293
11.02
757
3,510.041667
2,710
5.7
0
0
0
0
1
small_business
0.1126
427.23
11.429544
14.05
722
7,200.041667
9,551
43.8
0
0
1
0
1
debt_consolidation
0.1114
164.02
10.043249
4.33
727
2,130
3,612
54.6
0
1
0
0
1
debt_consolidation
0.1474
345.37
10.691945
18.3
667
4,620.041667
10,155
73.9
1
0
0
0
1
major_purchase
0.08
37.61
10.596635
18.78
732
3,870.041667
4,086
32.2
2
0
0
0
1
debt_consolidation
0.08
219.36
11.617285
5.1
752
8,250.041667
36,923
27.7
2
0
0
0
1
all_other
0.0932
95.85
10.120854
18.01
722
1,860
4,851
12.9
2
0
0
0
1
debt_consolidation
0.1411
171.15
10.73631
12.11
672
2,700.041667
10,523
57.8
0
1
0
0
1
educational
0.1316
506.56
10.968198
7.28
687
2,190
9,108
82.8
0
0
0
0
1
debt_consolidation
0.0932
351.42
11.407565
6.43
767
5,610.041667
7,264
20.8
0
0
0
0
1
credit_card
0.1284
285.76
11.77529
10.62
682
3,210
12,417
77.1
0
0
0
0
1
credit_card
0.1221
626.32
10.545341
13.07
712
4,998.041667
26,554
47.8
2
0
0
0
1
credit_card
0.1284
470.66
11.112388
15.53
697
3,750.041667
26,208
78.5
0
0
0
0
1
all_other
0.1189
165.82
10.714418
5.47
702
2,940
452
12.6
2
0
0
0
1
debt_consolidation
0.08
62.68
10.819778
10.51
737
2,370.041667
2,270
14
1
0
0
1
1
small_business
0.1284
504.27
12.114505
20.69
697
3,149.041667
84,844
79.4
3
0
0
0
1
all_other
0.1158
39.62
10.915088
24.37
697
8,700
22,723
76.9
2
0
1
0
1
all_other
0.1126
282.63
10.819778
2.88
712
4,320
1,076
8.7
3
0
0
1
1
debt_consolidation
0.1347
407.08
12.660328
10.05
692
9,060
127,192
67
1
0
0
0
1
home_improvement
0.1411
164.3
11.396437
10.64
662
5,940.041667
17,965
79.5
1
0
0
0
1
debt_consolidation
0.1537
522.7
10.714418
5.84
672
2,460
20,800
88.1
1
0
0
0
1
debt_consolidation
0.1221
366.47
11.197667
14.97
732
6,360.041667
11,961
17.1
2
0
0
0
1
all_other
0.1189
464.3
11.341425
10.33
717
1,860
23,149
32.6
3
0
0
0
1
all_other
0.1158
462.19
10.915088
13.99
717
3,090.041667
7,535
39.5
1
0
0
0
1
small_business
0.0963
481.42
11.918391
8.44
812
6,750.041667
67,128
31.3
2
0
0
0
1
all_other
0.0932
319.47
11.512885
3.83
747
3,390.041667
9,961
13.2
0
0
0
0
1
all_other
0.1095
261.71
10.596635
7.68
732
2,460
13,161
25.2
0
0
0
0
1
debt_consolidation
0.08
228.76
10.889304
11.08
752
1,920.041667
4,381
14.3
1
0
0
0
1
debt_consolidation
0.1442
409.16
12.358811
8.32
677
7,560.041667
31,458
91.2
0
0
0
0
1
debt_consolidation
0.1505
138.77
10.941996
12.7
682
3,750.041667
3,864
99.1
0
0
1
0
1
small_business
0.1158
495.21
11.184421
13.27
727
4,050
23,236
42.4
2
0
0
1
1
credit_card
0.1632
529.71
11.918391
6.55
662
4,050
22,783
93.7
3
1
0
0
1
debt_consolidation
0.1126
315.49
11.09741
18.31
722
4,110.041667
39,660
46.5
0
0
0
0
1
debt_consolidation
0.1221
164.91
9.998798
22.8
692
5,310.041667
10,128
46
0
0
0
0
1
debt_consolidation
0.0751
435.54
10.968198
10.26
782
8,340.041667
4,198
15.4
1
0
0
0
1
debt_consolidation
0.1221
499.73
11.156193
6.58
707
3,690
16,048
34.8
2
1
0
0
1
major_purchase
0.1158
66.03
10.257659
16.17
722
1,830
1,416
40.5
1
0
0
0
1
debt_consolidation
0.1474
486.11
11.162005
11.42
672
2,940
2,698
21.4
3
3
0
0
1
major_purchase
0.0932
293.91
11.104957
8.35
787
7,650
2,719
4.6
0
0
0
0
1
all_other
0.0932
148.56
10.372553
8.48
782
3,390.041667
16
0.3
0
0
0
0
1
debt_consolidation
0.1411
513.44
11.418615
16.8
682
5,700.041667
16,935
91
1
0
1
0
1
debt_consolidation
0.1284
403.42
10.736397
19.57
697
3,450.041667
27,261
87.4
1
0
0
0
1
debt_consolidation
0.0768
77.98
10.373491
0.38
822
9,968.041667
510
1
0
0
0
1
1
credit_card
0.0963
288.85
11.608236
18.41
737
3,481.041667
2,737
6.4
1
0
0
1
1
debt_consolidation
0.1189
265.32
11.0021
17.24
707
4,770
5,476
46.4
0
0
0
1
1
credit_card
0.1253
187.42
10.819778
14.42
682
5,640.041667
10,460
42.9
0
0
0
0
1
credit_card
0.1126
407.51
12.013701
10.01
727
6,750.041667
9,800
38.4
1
0
0
0
1
debt_consolidation
0.1126
328.64
11.03489
4.49
722
1,710.041667
9,021
27.7
0
0
0
0
1
debt_consolidation
0.1253
384.87
10.73631
15.91
697
2,220
11,562
60.2
2
0
0
0
1
debt_consolidation
0.1095
261.71
11.225243
23.25
722
6,540
55,723
55.8
3
0
0
0
1
all_other
0.1253
240.96
10.907789
9.12
702
3,240
1,050
44.5
2
0
0
0
1
educational
0.1347
508.84
11.05089
12.93
712
6,553
18,231
97
3
0
0
0
1
all_other
0.1505
260.19
11.379394
9.08
667
6,930
55,163
93.7
0
0
0
0
1
debt_consolidation
0.1095
130.86
10.819778
22.46
717
5,820
24,046
68.7
2
0
0
0
1
credit_card
0.1357
237.78
11.05089
19.2
677
4,290
18,748
72.4
2
0
0
0
1
debt_consolidation
0.1253
284.47
10.668955
9.27
687
2,850
3,294
18.7
3
1
0
1
1
debt_consolidation
0.1126
414.08
10.657353
18.15
722
2,674.041667
4,297
39.8
0
0
0
0
1
small_business
0.0932
44.73
9.305651
24.98
727
2,310.041667
5,010
63.4
0
0
0
0
1
debt_consolidation
0.0963
320.95
11.156251
6.31
737
3,480.041667
20,423
46.7
2
0
0
1