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
0.1183
828.35
11.492723
15.6
752
5,130.041667
84,110
55.3
0
0
0
0
1
all_other
0.0705
92.7
10.858999
11.22
777
16,652
14,444
26.6
0
0
0
0
1
debt_consolidation
0.1183
198.81
11.001416
15.91
702
2,970.041667
18,549
43.6
0
0
0
0
1
debt_consolidation
0.1183
662.68
11.338572
14.67
747
6,240.041667
8,156
22
2
0
0
0
1
debt_consolidation
0.1218
399.6
11.21182
0.84
712
3,450.041667
14,615
70.9
2
0
0
0
1
debt_consolidation
0.0894
413.03
10.933107
16.76
752
5,071
18,266
48.6
0
0
0
0
1
all_other
0.1183
198.81
10.021271
4.48
747
3,060.041667
2,458
68.3
1
0
0
0
1
all_other
0.1253
267.74
11.71994
12.06
697
6,510
37,784
70.1
0
0
0
0
1
debt_consolidation
0.0774
249.75
10.308953
12.52
792
4,170.041667
4,887
14.4
0
0
0
0
1
debt_consolidation
0.0859
158.06
9.903488
6.3
742
9,210.041667
3,406
9.8
1
0
1
0
1
debt_consolidation
0.0859
205.47
10.308953
12.28
742
3,853.041667
29,437
49.6
2
0
0
0
1
debt_consolidation
0.1531
844.28
11.755872
9.71
682
7,140.041667
31,525
75.8
0
0
0
0
1
debt_consolidation
0.1426
411.67
11.350407
15.78
707
4,530.041667
2,335
97.3
3
0
0
1
1
major_purchase
0.1114
164.02
10.555813
2.84
712
4,200.041667
2,650
48.2
2
0
1
0
1
all_other
0.0774
135.03
11.465073
0.96
797
8,490.041667
2,792
5.4
1
0
0
0
1
credit_card
0.1322
270.41
11.018629
17.01
692
4,020
10,320
47.8
0
0
0
0
1
debt_consolidation
0.0894
381.26
10.550593
0.94
797
11,130.04167
201
0.5
1
0
0
0
1
debt_consolidation
0.0859
316.11
11.542484
15.22
752
4,830.041667
7,015
24.5
1
0
0
0
1
all_other
0.1253
334.67
11.338572
20.86
702
5,640.041667
52,537
48.9
1
0
0
0
1
all_other
0.0774
183.41
12.823957
0.3
807
9,663.041667
6,098
0
2
0
0
0
1
debt_consolidation
0.1496
86.62
10.621327
13.2
667
4,020
1,759
48.9
2
0
0
0
1
credit_card
0.1183
66.27
10.95954
17.16
692
2,070
10,708
79.9
0
0
0
0
1
major_purchase
0.1426
343.06
11.661345
15.74
677
4,410.041667
29,344
57.1
2
0
0
0
1
debt_consolidation
0.1148
461.56
10.915088
6.2
727
2,310.041667
12,875
26.6
3
0
0
0
1
debt_consolidation
0.0859
316.11
11.918391
4.14
757
6,180
82,445
16.7
2
0
0
0
1
debt_consolidation
0.1357
441.6
10.616437
15.79
687
4,770
17,704
72.5
0
0
0
0
1
debt_consolidation
0.1392
102.42
10.491274
8.77
682
1,200.041667
8,901
65.4
0
0
0
0
1
debt_consolidation
0.1287
184.99
9.169518
4.75
692
6,270.041667
253
3.2
0
0
0
0
1
debt_consolidation
0.06
380.27
11.350407
9.98
677
5,705.041667
10,844
68.6
3
1
0
0
1
debt_consolidation
0.1148
164.85
11.42081
3.54
712
5,130
10,842
25.7
1
0
1
0
1
major_purchase
0.167
795.24
11.350407
8.3
717
3,180
11,717
38.3
3
0
0
0
1
all_other
0.1392
51.21
10.308953
19.08
667
3,300.041667
2,603
44.1
3
0
0
0
1
debt_consolidation
0.1357
679.37
10.940224
22.06
727
5,981.041667
22,969
23.8
0
0
0
0
1
credit_card
0.1148
263.75
10.793455
12.91
717
2,280.041667
16,275
49.2
0
0
0
0
1
debt_consolidation
0.1114
393.65
10.714418
23.2
772
3,846.041667
3,663
28.2
0
0
0
1
1
credit_card
0.0894
108.03
10.254285
20.24
777
7,112.041667
3,459
17.3
5
0
0
0
1
all_other
0.1253
217.54
10.085809
14.2
702
1,800
1,799
37.5
2
1
0
0
1
debt_consolidation
0.0894
317.72
11.492723
15.86
747
7,230
32,508
40.8
1
0
0
0
1
debt_consolidation
0.0894
462.28
11.294881
16.15
767
5,130
23,088
50.1
2
0
0
0
1
small_business
0.1982
556.1
10.915088
17.87
692
5,422
10,893
97.3
3
1
0
0
1
debt_consolidation
0.1357
679.37
11.512925
9.8
702
4,860.041667
27,421
53.8
2
1
0
0
1
all_other
0.0774
312.19
11.77529
3.56
787
4,230.041667
10,184
26.9
1
0
0
0
1
home_improvement
0.1253
502
11.338572
10.13
712
5,370
15,690
52.1
0
0
0
1
1
debt_consolidation
0.1322
456.31
10.986445
9.3
692
6,120
6,702
56.3
1
0
0
0
1
small_business
0.1426
480.29
10.691945
21.82
747
3,661
14,479
53.8
3
0
0
1
1
debt_consolidation
0.1322
157.18
10.263704
21.3
687
5,970.041667
23,810
73.7
0
0
0
0
1
debt_consolidation
0.1357
237.78
11.082143
12.55
677
2,640.041667
3,964
55.8
1
0
0
0
1
all_other
0.1253
334.67
10.915088
0.65
792
2,311.041667
383
8.5
0
0
0
0
1
debt_consolidation
0.1287
161.44
10.257659
12.29
697
1,950.041667
3,647
93.5
1
0
0
0
1
all_other
0.1392
273.1
10.491274
8.93
692
2,940.041667
13,568
75.4
3
0
0
0
1
debt_consolidation
0.1114
328.04
10.308953
5.16
747
2,706.041667
7,656
38.1
4
0
0
0
1
all_other
0.0774
280.97
11.238436
11.84
772
7,440.041667
9,910
15.3
1
0
0
0
1
credit_card
0.1322
507.01
11.77529
8.36
697
9,420
23,494
46.3
0
3
1
0
1
all_other
0.1426
274.45
11.390758
11.61
682
2,610.041667
15,514
77.2
0
0
0
1
1
small_business
0.1565
874.66
11.082143
13.88
747
5,370
22,170
76.7
1
0
0
0
1
debt_consolidation
0.0859
252.89
11.225243
15.36
767
10,380.04167
10,624
19
0
0
0
0
1
debt_consolidation
0.1218
532.8
11.156251
23.82
717
4,710
15,458
62.8
0
0
0
0
1
credit_card
0.1183
662.68
11.944708
22.64
737
13,020.04167
32,654
39.2
2
0
0
0
1
debt_consolidation
0.1218
832.5
10.757903
16.67
752
3,540
23,602
58.1
4
0
0
0
1
debt_consolidation
0.1183
198.81
11.289782
8.89
707
5,070
12,757
31.1
0
0
1
0
1
debt_consolidation
0.1114
328.04
10.391454
19.93
782
14,130
13,952
23.1
0
0
0
0
1
debt_consolidation
0.1461
172.38
10.403293
16.74
667
2,280.041667
4,925
40
2
0
0
0
1
major_purchase
0.1322
287.31
9.798127
13.67
682
1,894.041667
4,867
46.4
0
0
0
1
1
home_improvement
0.0894
142.98
11.070693
7.53
787
3,691.041667
858
4.4
4
0
0
0
1
all_other
0.074
83.86
9.392662
9.6
757
2,250.041667
1,158
18.7
2
0
0
0
1
all_other
0.1148
164.85
10.308953
16.4
782
5,910.041667
1,149
23.9
0
0
0
0
1
debt_consolidation
0.1218
333
11.074421
18.7
707
3,637
33,878
79
3
0
0
0
1
debt_consolidation
0.1183
381.04
10.609033
15.7
722
9,870
19,036
82.4
0
0
0
0
1
small_business
0.2121
491.2
11.957611
10.45
667
3,538
14,718
40.4
1
0
0
0
1
debt_consolidation
0.1218
266.4
10.596635
19.32
707
2,220.041667
2,707
31.5
0
0
0
0
1
small_business
0.1531
522.23
10.819778
5.26
727
12,690
8,394
79.2
3
0
0
1
1
all_other
0.1357
118.89
11.03489
8.05
687
4,320
450
26.5
0
1
0
0
1
major_purchase
0.1392
136.55
10.668955
18.45
672
5,940.041667
7,094
51.4
0
0
0
0
1
debt_consolidation
0.1635
565.27
12.149502
18.76
662
7,140.041667
31,742
84.4
0
1
0
0
1
educational
0.1218
432.9
11.156251
3.36
717
5,070
8,535
50.8
0
1
0
0
1
debt_consolidation
0.1253
585.67
10.691945
21.63
717
3,690.041667
20,010
85.1
0
0
0
0
1
debt_consolidation
0.0894
349.49
10.309497
19.02
742
3,122.041667
14,304
23.9
0
0
0
0
1
debt_consolidation
0.1322
84.51
10.545341
15.6
692
15,360.04167
3,777
35
2
0
0
0
1
debt_consolidation
0.0859
221.28
10.645425
17.26
737
2,250.041667
1,211
18.9
1
0
0
0
1
all_other
0.1114
82.01
10.126631
7.58
707
3,270
7,090
73.1
0
0
0
0
1
debt_consolidation
0.0774
280.97
10.422638
15.1
782
10,770.04167
8,880
17
0
0
0
1
1
all_other
0.1218
186.48
9.392662
6
727
1,198.041667
843
31.2
0
0
0
0
1
debt_consolidation
0.1496
173.23
10.778956
13.68
692
4,920.041667
9,138
41.3
0
0
0
1
1
debt_consolidation
0.1322
270.41
10.463103
9.02
682
2,280.041667
7,844
84.3
1
0
0
0
1
credit_card
0.0894
190.63
10.645425
18.23
722
5,850
4,836
62
3
0
0
0
1
major_purchase
0.1218
266.4
10.714418
0.8
747
4,770
150
10
2
0
0
0
1
debt_consolidation
0.16
682.06
11.77529
12.6
672
4,771.041667
8,907
26.7
3
1
0
0
1
debt_consolidation
0.1218
666
11.0021
24.86
727
5,190.041667
38,980
69.2
0
0
0
0
1
debt_consolidation
0.1496
866.16
11.512925
17.24
702
4,170.041667
30,438
79.4
0
0
0
0
1
small_business
0.1635
847.9
11.918391
14.45
717
1,904.041667
3,539
36.5
1
0
0
1
1
debt_consolidation
0.0859
316.11
10.545341
23.34
752
3,302
9,527
44.7
0
0
0
0
1
credit_card
0.1148
263.75
11.03489
18.66
722
3,300
17,559
49.9
0
0
0
0
1
debt_consolidation
0.1114
492.06
10.829729
20.29
757
3,270
22,458
37
0
0
0
0
1
debt_consolidation
0.1114
328.04
11.0021
17.18
732
3,900
12,581
67.3
1
0
0
0
1
all_other
0.0894
222.41
11.695247
9.44
727
4,020
7,124
31
0
0
0
0
1
major_purchase
0.1392
102.42
11.042922
4.63
667
7,500.041667
900
19.6
2
0
0
1
1
small_business
0.1565
874.66
11.736069
0.04
762
7,170
2,668
76.2
1
0
0
0
1
debt_consolidation
0.1253
602.4
11.350407
18.96
727
6,510
59,861
92.2
0
0
0
0
1
home_improvement
0.0774
140.49
11.19272
17.85
757
8,465.041667
20,362
19.6
0
1
0
0
1
debt_consolidation
0.1287
840.83
11.338572
8.64
712
3,811.041667
29,535
75.7
0
0
0
0