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
0.1122
315.3
10.657259
14.6
677
3,630
133
4.2
1
0
0
0
1
debt_consolidation
0.1154
527.93
10.700995
12.16
682
2,130
34,023
57.7
1
2
0
1
1
major_purchase
0.0743
93.23
11.184421
11.18
757
4,500.041667
12,430
29.6
5
0
0
0
1
debt_consolidation
0.0775
202.94
10.778956
13.53
787
10,260.04167
10,742
8.9
3
0
0
0
1
debt_consolidation
0.1186
165.74
10.596635
7.02
667
2,789.041667
2,197
75.8
0
2
0
1
1
all_other
0.1028
158.76
10.691945
15.3
692
4,410
88
23.8
1
3
0
1
1
debt_consolidation
0.1028
485.99
10.819778
11.88
702
7,020.041667
13,867
33.7
0
0
0
0
1
all_other
0.0996
322.49
11.191342
10.28
702
4,920.041667
3,943
98.6
3
0
0
1
1
debt_consolidation
0.087
189.97
10.085809
19.45
757
3,870.041667
5,405
40
2
0
0
0
1
debt_consolidation
0.1217
376.24
10.422281
23.96
712
3,030.041667
12,102
49
1
0
0
0
1
debt_consolidation
0.1217
599.33
11.610451
18.3
682
4,379
18,076
81.4
1
0
0
0
1
debt_consolidation
0.1217
132.35
10.203592
23.2
702
5,279.041667
4,504
39.2
1
0
0
1
1
small_business
0.1186
828.69
10.858999
9.74
712
4,859.041667
25,852
60.5
0
0
0
0
1
credit_card
0.1091
604.88
10.858999
17.56
707
8,061
32,438
43
0
1
0
0
1
debt_consolidation
0.087
538.23
10.93132
11.51
747
6,240.041667
20,380
48.1
2
0
0
0
1
credit_card
0.0933
172.55
10.645425
16.09
707
2,220
38,054
61.2
0
0
0
0
1
small_business
0.1091
604.88
10.491274
4.67
697
1,410
25
0.2
2
0
0
0
1
all_other
0.0996
290.24
10.545341
3.38
697
1,782
3,305
55.1
2
0
0
0
1
major_purchase
0.1186
530.36
11.366743
15.1
682
3,900
348
4.8
0
0
0
1
1
all_other
0.087
158.31
10.085809
6.15
722
1,350
3,015
25.3
0
0
0
0
1
debt_consolidation
0.1059
390.54
10.308953
19.84
702
2,042.041667
7,336
71.9
1
0
0
0
1
credit_card
0.1249
301.04
10.858999
4.98
662
6,630.041667
8,644
72.6
1
0
0
0
1
small_business
0.1154
659.91
11.472103
17.81
707
3,629
93
0
2
0
0
1
1
small_business
0.0743
217.52
10.668955
1.65
777
2,879
2,698
9.5
0
0
0
0
1
home_improvement
0.1028
388.79
11.482466
5.58
697
4,800.041667
19,009
30
0
0
0
0
1
major_purchase
0.087
158.31
10.778956
0.38
717
12,930.04167
498
7.3
2
1
0
0
1
debt_consolidation
0.1217
319.64
11.0021
19.28
672
4,740
10,358
91.7
2
0
1
1
1
credit_card
0.1028
103.68
11.225243
9.7
682
12,780
2,105
45.3
0
3
0
0
1
home_improvement
0.0964
154.08
11.0021
12.94
697
2,969.041667
2,822
9.9
3
0
0
0
1
debt_consolidation
0.1059
650.9
11.589887
11.96
707
5,070
21,004
97.7
0
0
0
0
1
all_other
0.1375
81.74
10.757903
24.08
667
2,820
11,675
75.8
1
0
0
0
1
all_other
0.0901
238.54
9.875088
10.37
712
1,230.041667
3,933
43.7
0
0
0
0
1
debt_consolidation
0.128
335.98
10.981897
7.51
662
4,109.041667
7,251
80.6
3
0
2
0
1
all_other
0.1217
93.23
10.714418
19.19
692
4,440.041667
88
44
1
3
0
1
1
all_other
0.0933
95.87
10.507804
2.69
697
4,680
1,492
33.2
2
0
0
0
1
debt_consolidation
0.0996
95.94
10.126631
14.16
692
1,918.041667
7,121
33.7
0
0
0
0
1
debt_consolidation
0.128
554.37
11.03489
19.22
677
3,060.041667
17,641
69.5
2
0
0
0
1
small_business
0.1438
859.07
11.289782
20.79
682
3,059.041667
30,946
61.5
3
0
0
1
1
major_purchase
0.0838
472.68
11.251561
7.96
772
5,909.041667
0
0
0
0
0
0
1
credit_card
0.1091
586.9
11.225243
10.34
697
2,669.041667
23,391
90.7
1
0
0
0
1
major_purchase
0.0964
224.69
9.87817
21.23
772
5,881
16,324
48
0
0
0
0
1
debt_consolidation
0.128
483.81
10.494602
8.47
662
2,670.041667
7,104
93.5
2
0
0
1
1
debt_consolidation
0.1217
399.55
10.085809
14.5
672
1,950.041667
9,273
43.9
0
0
0
0
1
debt_consolidation
0.1186
232.04
10.827746
17.02
672
4,380
6,718
94.6
3
0
0
0
1
small_business
0.0964
802.47
11.225243
17.06
767
5,691.041667
12,017
12.1
4
0
0
1
1
debt_consolidation
0.1091
304.9
11.163684
18.96
692
5,430
5,749
43.2
1
1
0
0
1
small_business
0.1249
836.23
11.275455
7.99
692
4,739
6,530
21.8
0
1
0
0
1
all_other
0.0775
124.89
10.085809
6
752
2,729.041667
2,666
12.1
0
0
0
0
1
all_other
0.1028
113.4
10.778956
17.65
687
2,070
3,761
55.4
2
0
0
0
1
credit_card
0.1407
842.47
11.695247
12.81
677
5,340.041667
33,698
91.3
0
0
0
0
1
debt_consolidation
0.1091
817.41
11.198215
22.13
737
9,900
3,472
4.5
1
0
0
1
1
debt_consolidation
0.1596
421.65
10.462875
20.82
667
6,750.041667
14,534
48.9
3
1
0
0
1
educational
0.0933
575.17
11.0021
9.96
732
2,732.041667
6,703
47.5
1
0
0
0
1
all_other
0.1312
405.03
11.561716
18.25
667
4,358
5,861
53.8
2
0
0
0
1
debt_consolidation
0.128
167.99
10.145649
18.65
662
1,380
5,061
72.3
0
1
0
0
1
debt_consolidation
0.0996
677.22
10.898571
3.77
722
6,149
16,888
39.5
0
0
0
0
1
all_other
0.1154
131.99
10.838639
9.14
667
3,990
463
92.6
0
0
0
0
1
debt_consolidation
0.0933
281.2
10.126631
0
712
3,360.041667
0
0
0
1
0
0
1
debt_consolidation
0.0964
802.47
10.778956
9.78
742
2,550
8,283
12.7
4
0
0
0
1
credit_card
0.1091
505.16
11.617285
10.86
687
3,420.041667
46,525
93.6
0
0
0
0
1
home_improvement
0.0743
180.23
10.628618
2.32
772
2,610.041667
2,650
6.6
0
0
0
0
1
small_business
0.0933
798.84
11.512925
1.57
762
6,359.041667
17
0.1
5
0
0
1
1
all_other
0.0933
319.54
10.505068
19.46
727
4,470.041667
827
6.6
2
0
0
1
1
debt_consolidation
0.0964
32.1
8.517193
18
702
1,200.041667
961
26
2
0
0
0
1
debt_consolidation
0.0964
192.6
9.798127
2.87
697
1,199.041667
1,554
29.3
1
0
0
0
1
home_improvement
0.1407
764.64
11.81303
3.66
672
5,790
10,753
52.3
2
3
0
1
1
all_other
0.0712
30.94
11.695247
0.65
792
3,810.041667
2,227
3.8
1
0
0
0
1
credit_card
0.0901
381.66
11.519617
6.64
722
10,290.04167
7,606
18.6
0
0
1
0
1
debt_consolidation
0.1249
301.04
11.0021
4.64
662
2,222
8,355
34.4
0
2
0
1
1
credit_card
0.1438
687.25
11.326596
16.05
667
2,190
27,293
86.6
0
0
0
0
1
debt_consolidation
0.0964
320.99
11.112448
3.6
712
2,850
10,157
26.2
0
1
0
0
1
small_business
0.147
862.97
11.373663
5.79
677
4,739
4,209
75.2
2
0
0
1
1
credit_card
0.0807
250.95
10.896739
10.44
767
3,449.041667
0
0
1
0
0
0
1
all_other
0.0743
87.01
10.287933
3.96
767
3,930
1,773
5
1
0
0
0
1
all_other
0.0775
62.45
10.085809
2.4
742
2,290.041667
949
55.8
1
0
0
1
1
home_improvement
0.1375
851.41
11.225243
19.78
687
2,399.041667
12,308
43.6
2
0
0
1
1
credit_card
0.1059
244.09
10.59601
12.1
687
4,019
7,914
30.8
3
2
0
0
1
debt_consolidation
0.1438
687.25
10.657259
15.7
672
3,690
9,150
96.3
0
0
0
0
1
debt_consolidation
0.1122
656.86
10.559867
14.04
702
1,800
21,777
53.7
3
0
0
0
1
all_other
0.128
537.57
11.484403
12.43
667
2,580
4,281
63
3
0
0
0
1
debt_consolidation
0.0964
320.99
10.12503
8.17
712
3,300
4,475
63
0
0
0
0
1
debt_consolidation
0.0996
386.99
11.512925
8.17
707
3,839.041667
25,413
45.2
2
0
0
0
1
small_business
0.0838
315.12
11.580584
2.28
742
4,740
15,043
65.2
2
0
0
0
1
major_purchase
0.1059
292.91
10.16277
5.56
682
1,350.041667
6,353
39.5
2
0
0
0
1
debt_consolidation
0.0807
125.48
9.980449
10.33
742
1,920.041667
3,737
55.8
1
0
0
0
1
debt_consolidation
0.0933
383.45
11.136631
7.47
717
5,580.041667
11,370
41.6
0
2
0
0
1
debt_consolidation
0.1343
523.78
10.491274
17.4
667
10,380.04167
18,403
73.3
0
1
0
0
1
all_other
0.1217
199.78
11.695247
6.81
662
2,041.041667
19,504
77.3
0
0
0
0
1
debt_consolidation
0.0933
575.17
11.532728
16.95
747
3,630
10,463
8.2
2
0
0
0
1
debt_consolidation
0.0901
95.42
9.21034
6.72
707
3,329
2,808
51.1
3
1
0
0
1
debt_consolidation
0.0901
477.07
11.170435
6.88
742
4,589.041667
6,297
14.5
0
0
0
0
1
all_other
0.0807
345.06
11.03489
14.07
792
7,867.041667
33,060
21.7
0
0
0
0
1
all_other
0.1122
155.19
9.893437
23.03
717
2,580
4,500
13
0
0
0
1
1
home_improvement
0.0996
644.97
11.211712
13.28
732
1,770
2,344
9.8
1
0
0
0
1
all_other
0.0712
92.8
11.01205
1.19
797
6,270.041667
2,907
4
0
0
0
0
1
debt_consolidation
0.0996
306.36
10.968198
21.93
727
4,593.041667
26,218
28.7
2
0
0
0
1
debt_consolidation
0.1154
143.53
9.998798
24.71
707
1,291.041667
5,967
25.5
0
0
0
0
1
credit_card
0.0964
288.89
11.626254
10.36
702
6,119
27,786
85.5
2
0
1
1
1
all_other
0.0933
87.88
11.626254
13.46
702
6,120
27,786
85.5
2
0
1
1
1
all_other
0.0901
381.66
11.695247
4.28
722
4,080.041667
7,335
45.8
1
1
0
0