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
debt_consolidation
0.1316
405.25
11.066638
7.97
697
3,150.041667
16,331
76
0
0
1
0
1
home_improvement
0.1158
495.21
11.472103
0.13
797
4,770
144
0.3
2
0
0
0
1
small_business
0.1126
492.95
12.072541
3.31
757
5,880
1,631
65.2
0
0
0
0
1
debt_consolidation
0.1284
268.95
10.819778
18.6
682
5,162
8,690
65.3
3
0
1
0
1
credit_card
0.0768
155.96
11.45105
15.29
777
4,080
3,839
6.2
0
0
0
0
1
small_business
0.1422
514.27
11.0021
3.48
702
3,870.041667
4,628
94.4
3
0
0
0
1
debt_consolidation
0.1505
260.19
10.840815
15.06
662
9,180
19,469
84.8
1
1
0
1
1
all_other
0.0963
208.62
10.596535
9.18
727
4,980.041667
3,736
14.2
3
1
0
0
1
credit_card
0.1189
99.5
10.518673
20.63
692
4,410
10,455
54.5
1
0
0
1
1
credit_card
0.0932
95.85
10.896739
6.6
727
1,921.041667
2,979
28.9
1
0
0
1
1
all_other
0.1505
312.23
11.461632
17.72
667
7,080.041667
44,313
93.5
2
0
0
1
1
debt_consolidation
0.1316
506.56
11.238489
21.9
687
6,000.041667
63,202
51.3
0
0
0
1
1
all_other
0.1158
82.54
11.470018
4.81
702
5,070
26,223
77.4
2
0
0
0
1
small_business
0.0963
192.57
11.03489
6.35
732
1,980.041667
3,879
32.9
0
0
0
0
1
all_other
0.0963
96.29
10.325482
14.4
722
3,257
277
5.4
2
0
0
0
1
all_other
0.0963
320.95
11.407565
3.27
732
3,720.041667
8,976
15.7
3
0
0
1
1
all_other
0.1253
127.18
11.0021
20.14
687
4,140.041667
27,759
71.7
1
0
0
1
1
credit_card
0.1158
264.11
10.341484
6.89
712
5,670.041667
11,025
55.1
1
0
1
1
1
debt_consolidation
0.0768
187.15
11.082204
8.4
782
11,340
6,047
11
1
0
0
0
1
debt_consolidation
0.1347
162.83
11.512925
21.8
687
6,420.041667
52,757
96.4
0
0
0
0
1
all_other
0.1411
273.84
10.915016
12.59
672
1,650.041667
6,844
75.2
2
0
0
0
1
credit_card
0.1253
502
11.763684
16.16
707
4,470.041667
54,445
87.8
2
0
0
0
1
credit_card
0.1189
296.82
11.156251
21.24
702
7,860.041667
50,822
70
0
0
0
0
1
all_other
0.0932
159.74
10.308953
14.16
762
5,550.041667
1,445
6.5
2
0
0
0
1
debt_consolidation
0.1474
518.06
11.082204
22.1
672
4,934.041667
23,535
66.7
2
0
1
1
1
credit_card
0.1442
515.74
11.156251
13.7
697
2,550
11,129
89
0
0
0
0
1
debt_consolidation
0.1189
397.97
10.545341
19.64
707
1,890
6,472
53.5
1
0
0
0
1
all_other
0.1379
170.38
10.714418
6
722
5,280.041667
0
40.5
1
0
0
0
1
debt_consolidation
0.08
58.76
10.819778
19.06
732
4,773
27,835
45.8
0
0
0
0
1
small_business
0.1347
339.23
11.77529
13.85
702
4,200.041667
26,822
90.9
2
1
0
0
1
debt_consolidation
0.1316
405.25
10.434116
19.55
682
2,490
23,806
76.1
0
0
0
0
1
small_business
0.1505
520.37
11.461632
17.72
667
7,501.041667
12,586
84.5
2
0
0
0
1
debt_consolidation
0.1442
343.83
10.491274
22.43
667
2,877
9,469
59.2
1
0
0
0
1
debt_consolidation
0.1126
328.64
11.164729
11.61
722
6,480
15,116
38.7
2
0
0
0
1
home_improvement
0.1158
138.66
10.373491
22.09
702
2,945
14,166
81.4
0
0
0
0
1
debt_consolidation
0.0963
288.85
10.668955
7
742
3,600
10,232
30.6
1
0
0
0
1
credit_card
0.1221
499.73
11.251561
14.96
712
4,860.041667
30,985
79.4
3
0
0
0
1
debt_consolidation
0.0932
255.58
10.491274
10.73
752
13,770
8,128
27.7
3
0
0
0
1
credit_card
0.1505
346.92
10.596635
20.64
662
3,030.041667
15,350
37.5
1
0
0
0
1
small_business
0.1316
506.56
11.918391
4.06
697
7,170.041667
85,892
2.1
1
2
0
0
1
credit_card
0.1189
169.14
10.23996
16.11
697
4,080
20,722
52.1
2
0
0
0
1
debt_consolidation
0.1253
281.12
11.302204
1.85
687
4,320
6,716
32.7
2
0
0
0
1
credit_card
0.08
100.28
10.668955
8.6
742
3,150.041667
5,624
32
0
0
0
0
1
debt_consolidation
0.1411
342.29
10.714418
14.45
672
8,940.041667
10,942
57
0
0
0
0
1
debt_consolidation
0.1379
190.83
10.714418
9.07
682
5,100
9,287
97.8
0
0
1
0
1
debt_consolidation
0.1189
397.97
10.596635
14.88
757
6,150
15,280
56.2
0
0
0
0
1
all_other
0.0932
319.47
11.0021
1.78
797
8,100
2,111
4
2
0
0
0
1
major_purchase
0.1095
245.36
10.518673
14.72
777
3,811.041667
1,194
3.8
1
0
0
0
1
credit_card
0.1474
155.42
10.819778
13.94
662
2,191
21,628
93.2
1
0
0
0
1
home_improvement
0.0963
481.42
11.156251
12.19
772
4,080
8,850
16.5
1
0
0
1
1
debt_consolidation
0.1379
511.14
10.765955
9.17
712
8,847
17,500
85.6
0
0
1
0
1
debt_consolidation
0.1221
53.31
11.141862
18.14
677
5,251.041667
4,658
44.3
3
1
1
1
1
debt_consolidation
0.1095
490.71
11.561716
8.14
757
6,960
13,333
25.8
0
0
0
0
1
all_other
0.1442
515.74
11.141862
14.26
677
4,530.041667
13,235
47.8
1
0
0
0
1
all_other
0.1411
410.75
11.289782
7.21
672
3,030.041667
7,887
37.2
0
0
0
0
1
small_business
0.1474
34.54
9.21034
1.2
667
1,860
437
9.7
0
1
0
0
1
educational
0.1221
333.15
11.0021
11.42
702
1,950.041667
6,116
33.1
2
0
0
0
1
debt_consolidation
0.1221
119.94
11.0021
10.56
692
4,080
5,211
30.1
0
3
0
0
1
all_other
0.0932
134.18
10.515832
8.52
737
4,590.041667
13,385
57.5
1
0
0
0
1
educational
0.0963
176.52
10.650887
15.63
727
4,200.041667
21,002
36.7
1
0
0
0
1
all_other
0.1158
82.54
11.695247
14.51
712
6,780.041667
53,094
91.2
2
0
0
0
1
debt_consolidation
0.1221
299.84
11.225243
1.81
697
10,290
17,307
31.8
2
0
0
0
1
credit_card
0.0963
320.95
11.0021
11.24
742
5,790
3,649
33.8
2
0
0
0
1
credit_card
0.1189
276.92
11.617285
1.92
702
8,730
3,421
7.4
1
0
0
0
1
debt_consolidation
0.1379
204.46
10.1849
5.34
682
10,308.95833
5,177
12.5
3
1
0
0
1
debt_consolidation
0.1284
152.97
10.308152
21.18
682
4,109.958333
1,125
64.3
3
0
1
0
1
debt_consolidation
0.1158
330.14
11.849398
8.32
727
4,890.041667
44,128
42
1
0
0
1
1
small_business
0.1379
255.57
10.933107
4.18
687
7,184.041667
3,554
37.8
3
0
0
0
1
small_business
0.1126
328.64
12.873902
15.68
792
9,041
23,217
8.5
3
0
0
0
1
educational
0.1347
169.62
10.126471
12.15
687
1,925.041667
1,643
8.6
2
1
0
0
1
all_other
0.0963
224.66
11.442932
14.05
727
5,100
5,265
39.6
1
0
0
0
1
debt_consolidation
0.1347
508.84
10.933107
13.61
677
6,390.041667
26,821
52.6
3
0
0
0
1
credit_card
0.1347
441
11.289782
21.11
687
3,330
64,411
87.8
2
0
0
0
1
debt_consolidation
0.1442
206.3
11.512925
13.57
662
5,157
27,254
80.4
0
0
0
0
1
all_other
0.1379
136.31
10.412712
15.47
692
1,861
7,321
88.2
1
0
0
0
1
educational
0.1379
54.53
10.915088
14.68
662
5,310.041667
23,713
73.5
1
0
0
0
1
home_improvement
0.0932
383.37
11.871648
4.69
792
12,433
4,384
5
0
0
0
0
1
small_business
0.1253
502
11.734468
15.83
702
6,420.041667
109,255
63.4
0
2
0
0
1
debt_consolidation
0.1537
522.7
11.81303
18.12
667
9,000.041667
17,258
81.4
1
1
0
1
1
debt_consolidation
0.1189
497.46
11.289832
17.64
717
2,226
9,663
30.7
2
0
0
0
1
major_purchase
0.1316
202.63
11.396437
7.4
687
3,300
281
7.4
3
0
2
0
1
small_business
0.1095
490.71
11.608236
1.07
762
4,290.041667
3,889
18.3
0
0
0
1
1
debt_consolidation
0.1411
222.49
10.463103
21.15
667
2,640.041667
5,518
34.9
2
1
0
0
1
credit_card
0.08
180.19
11.156251
2.59
807
4,800
5,231
2.4
1
0
0
0
1
credit_card
0.1411
171.15
11.982904
6.84
702
4,770
18,115
98.5
0
0
0
0
1
home_improvement
0.0963
481.42
10.308953
4.08
817
8,250.041667
24,665
5.3
0
0
0
0
1
debt_consolidation
0.0932
319.47
11.695247
5.93
747
3,150.041667
5,761
36.2
1
0
0
0
1
debt_consolidation
0.1221
199.89
10.596635
20.43
707
7,050
12,694
63.8
3
0
0
0
1
debt_consolidation
0.1221
466.41
10.932964
14.38
712
4,080
12,837
37.8
1
1
0
0
1
debt_consolidation
0.1126
345.07
11.036501
3.61
722
3,690
14,080
31.2
0
0
0
0
1
all_other
0.1442
82.52
10.126631
12.38
677
1,410
5,285
60.1
3
0
0
0
1
debt_consolidation
0.1158
495.21
11.512925
22.37
727
3,652
16,386
62
0
0
0
0
1
all_other
0.08
115.95
10.239817
7.84
772
1,591.041667
1,271
8.7
1
0
0
0
1
credit_card
0.1158
495.21
11.141862
21.86
727
5,790
22,359
25
0
1
0
0
1
all_other
0.1126
276.06
10.494048
1.4
772
5,640.041667
1,569
14.7
1
0
0
0
1
debt_consolidation
0.1347
191.67
11.115429
6.18
672
4,950.041667
5,333
47.2
1
1
0
0
1
debt_consolidation
0.1632
176.57
9.998798
8.67
662
1,140
8,517
71.6
2
0
0
1
1
all_other
0.1218
166.5
10.887437
17.64
697
2,442.958333
7,398
37.9
0
0
0
0
1
credit_card
0.1505
520.37
10.915088
16.95
677
8,670
16,918
90.5
0
0
0
0
1
debt_consolidation
0.1379
272.61
11.264464
3.29
682
4,560.041667
7,921
58.7
0
0
0
0