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
0.1367
340.18
11.0021
12.54
697
3,570
27,860
89.4
3
0
0
0
1
all_other
0.1146
184.56
11.429544
8.28
692
6,030.041667
5,559
58.5
2
0
1
0
1
debt_consolidation
0.1051
195.05
10.308953
14.36
727
1,920.041667
5,028
40.2
0
0
0
0
1
credit_card
0.1178
49.67
11.982929
7.68
682
3,630
5,350
87.7
3
0
0
0
1
credit_card
0.1146
273.55
11.314475
15.5
727
3,364.041667
22,164
96.8
1
0
0
0
1
all_other
0.1051
174.73
11.439322
19.8
762
7,590
14,494
29.6
6
0
0
0
1
debt_consolidation
0.1083
78.38
10.463103
17.62
712
2,640.041667
15,755
88.5
0
0
0
0
1
educational
0.1241
267.29
9.903488
0.6
762
1,440
2,000
11.4
0
0
0
0
1
credit_card
0.1272
293.65
11.369171
20.12
682
2,790
25,965
52.5
1
0
0
0
1
debt_consolidation
0.1399
854.32
11.695247
19.76
692
3,780.041667
41,077
60
0
1
0
0
1
all_other
0.08
156.69
11.407565
4.28
762
5,010
14,442
28.3
0
0
0
0
1
educational
0.1114
275.57
11.373663
11.88
702
4,110.041667
24,216
73.8
3
0
0
1
1
all_other
0.1146
329.57
11.512925
4.43
707
2,850
13,175
46.9
2
0
0
0
1
debt_consolidation
0.1399
340.88
11.112746
4.15
662
3,960
11,574
75.6
1
0
0
0
1
all_other
0.1241
267.29
10.463103
6.38
712
1,410
7,740
37.6
1
0
0
0
1
all_other
0.08
150.42
11.225243
17.81
767
8,010
71,386
11.6
0
0
0
0
1
credit_card
0.1241
60.14
11.482466
19.24
677
5,460
34,093
93.7
0
0
0
0
1
debt_consolidation
0.1114
255.88
10.621425
20.46
717
2,831
11,437
41.6
0
0
0
0
1
home_improvement
0.1399
512.6
11.066638
5.38
702
3,600
12,945
76.6
2
0
1
1
1
debt_consolidation
0.1146
467.99
11.05089
15.83
727
3,660
11,306
44.7
1
1
0
0
1
all_other
0.1367
136.08
9.615805
14
662
3,000.041667
5,617
87.8
0
0
0
1
1
small_business
0.0768
187.14
10.596635
24.15
782
3,030.041667
1,478
10.4
0
0
0
0
1
credit_card
0.1083
685.83
10.968198
14.38
737
4,050.041667
8,886
17.8
0
1
0
0
1
debt_consolidation
0.1557
244.62
10.789319
2.72
672
3,010.041667
3,273
69.6
1
0
0
1
1
debt_consolidation
0.0907
318.33
10.819778
9.62
752
6,150
18,917
33.2
0
0
0
0
1
all_other
0.1114
196.84
11.082143
22.41
697
7,350.041667
2,611
7.8
0
6
0
0
1
all_other
0.1083
52.26
10.279318
5.36
702
3,780.041667
7,020
42
0
1
0
0
1
small_business
0.1114
524.89
11.918391
2.5
722
7,710.041667
23,165
31.7
0
2
0
0
1
all_other
0.1178
231.77
10.396964
16.85
717
4,530.041667
0
0
2
0
0
0
1
all_other
0.1347
508.84
11.472103
13.44
707
2,256
8,272
33.2
3
0
0
0
1
all_other
0.1083
244.94
10.829887
14.59
707
4,050.041667
3,800
21.7
1
0
0
0
1
credit_card
0.1083
78.38
10.596635
15.75
697
5,160.041667
13,620
29.9
2
0
0
1
1
credit_card
0.1241
167.06
11.385092
23.88
677
3,750.041667
40,726
83
1
0
1
1
1
all_other
0.1367
170.09
10.714418
16.29
662
2,160
4,373
81
0
0
2
0
1
credit_card
0.1114
475.68
10.491274
21.8
712
10,368.04167
23,772
84
0
0
0
1
1
debt_consolidation
0.1272
134.24
10.567463
3.98
667
1,830
5,490
12.2
0
0
0
0
1
home_improvement
0.1493
242.42
10.165852
11.77
662
1,170.041667
12,597
63
1
0
0
0
1
credit_card
0.0768
93.57
10.741817
3.97
762
10,260.04167
4,361
7.3
1
0
0
0
1
debt_consolidation
0.1336
711.22
11.350407
10.74
687
6,630.041667
29,381
88.2
2
0
1
1
1
debt_consolidation
0.1178
662.19
10.858999
15.42
727
3,755.041667
25,971
66.6
0
0
0
1
1
all_other
0.1178
240.05
11.561716
5.04
707
3,630
2,134
12.5
1
0
0
0
1
small_business
0.0938
425.3
11.407565
8.93
772
5,648.041667
126,302
27.6
1
0
0
1
1
debt_consolidation
0.1399
222.13
10.839816
13.81
672
3,060.041667
29,212
63.1
0
0
0
0
1
debt_consolidation
0.1392
682.74
11.389627
24.94
692
4,975.958333
27,160
65.7
1
0
0
0
1
all_other
0.1904
458.46
11.71994
5.84
662
6,210
13,363
99
1
1
0
1
1
debt_consolidation
0.1209
249.43
10.819778
19.73
692
3,360.041667
12,985
22.9
3
0
0
0
1
small_business
0.1336
338.68
11.0021
7.24
697
5,250.041667
3,617
14.4
0
2
0
0
1
home_improvement
0.08
142.59
10.97849
5.58
757
7,590
19,572
49.3
1
0
0
0
1
all_other
0.0768
93.57
10.353161
19.33
777
2,610.041667
2,707
13.4
1
0
0
0
1
all_other
0.0907
318.33
11.461632
9.79
807
7,470.041667
0
0
2
0
0
0
1
major_purchase
0.1178
198.66
10.645425
10.6
692
3,090.041667
1,878
81.7
1
0
0
0
1
debt_consolidation
0.1051
260.06
11.0021
23.46
717
3,403.041667
44,282
61.2
1
0
0
0
1
debt_consolidation
0.1399
410.08
10.819778
12.14
677
2,220.041667
12,651
86.1
3
0
0
0
1
all_other
0.1557
314.51
10.596535
0
687
2,940.041667
0
42.4
1
0
0
0
1
debt_consolidation
0.1114
278.85
10.645425
19.54
702
3,990
2,689
14.5
1
0
0
0
1
all_other
0.1336
101.61
10.345959
17.46
662
1,860.041667
4,922
65.6
0
0
0
0
1
debt_consolidation
0.0907
152.8
10.778956
14.6
742
7,350.041667
8,900
49.2
0
0
0
0
1
credit_card
0.1146
430.92
11.429544
12.63
727
5,520.041667
27,920
33
0
0
0
0
1
debt_consolidation
0.1209
399.09
10.126631
11.04
692
8,435.041667
9,931
29.6
0
1
0
1
1
small_business
0.1114
303.45
11.0021
6.48
782
2,580.041667
52
1.5
0
0
0
0
1
credit_card
0.1367
748.39
11.225243
22.08
692
2,940.041667
23,176
84.3
0
0
0
0
1
credit_card
0.1241
614.76
11.599103
14.38
702
5,640.041667
56,969
89.6
1
0
0
0
1
debt_consolidation
0.1051
496.55
11.0021
9.94
757
5,010
23,218
29.8
0
0
0
0
1
educational
0.1051
48.77
10.933107
12.94
702
9,120
388
6.2
0
0
0
0
1
debt_consolidation
0.1146
59.33
11.0021
18.42
682
4,470.041667
4,170
59.2
0
1
0
0
1
debt_consolidation
0.1872
876.36
11.0021
19.8
667
3,271
23,555
60.3
1
0
1
1
1
debt_consolidation
0.102
161.81
11.05089
11.09
717
3,600
836
9.2
3
0
0
0
1
small_business
0.1146
164.79
10.824806
13.09
717
1,260.041667
2,042
13.9
1
0
0
0
1
educational
0.102
77.67
9.546813
0.86
757
1,772
185
1.7
1
0
0
0
1
small_business
0.1209
332.58
11.512925
15.01
687
5,130.041667
25,853
41.7
0
0
0
0
1
all_other
0.1146
197.75
10.275051
4.34
687
2,280.041667
3,430
25.2
1
0
0
0
1
debt_consolidation
0.1146
494.36
11.225243
11.58
707
4,350
20,133
76.8
0
0
0
0
1
home_improvement
0.1367
217.72
10.878047
16.35
662
9,030
6,713
59.9
0
1
0
0
1
debt_consolidation
0.162
211.54
11.08368
14.91
662
4,621
3,234
98
3
0
0
0
1
debt_consolidation
0.1272
201.36
10.702055
3.08
677
5,400
4,901
58.7
1
2
0
0
1
educational
0.1493
346.32
10.915234
12.85
667
4,052.041667
18,810
59.5
0
0
0
0
1
debt_consolidation
0.1051
173.11
11.350359
21.12
722
7,350.041667
30,067
61.8
1
0
0
0
1
credit_card
0.0907
458.39
11.350407
1.5
792
4,470.041667
4,658
10.7
0
0
0
0
1
all_other
0.0938
351.75
11.314475
0
747
7,920
3,425
6
0
1
0
0
1
home_improvement
0.1588
491.37
11.695247
20.67
662
6,000.041667
69,937
97.8
1
0
0
0
1
small_business
0.1114
177.97
11.289782
24.77
712
3,750.041667
12,216
56.6
1
0
0
0
1
debt_consolidation
0.1304
674.27
10.878123
8.87
692
4,380
5,432
50.8
0
0
0
0
1
debt_consolidation
0.1367
340.18
12.429216
10.51
712
3,990
89,156
99.2
2
0
0
0
1
all_other
0.1209
199.55
11.322443
18.06
682
3,030.041667
23,958
87.1
0
0
0
0
1
home_improvement
0.0737
93.14
10.924138
8.95
772
7,410.041667
4,975
21
0
0
0
0
1
small_business
0.1336
846.7
11.759786
16.62
712
7,890.041667
46,663
47.4
1
0
0
1
1
debt_consolidation
0.1493
83.12
10.639694
21.55
672
5,460
4,332
98.5
0
0
1
1
1
small_business
0.1146
381.48
11.156251
0.26
807
6,570
495
4.9
1
0
0
0
1
debt_consolidation
0.1083
212.28
10.618201
24.43
717
3,900
28,473
26.6
1
0
0
0
1
debt_consolidation
0.1399
273.39
11.225243
11.98
677
5,160.041667
6,372
95.7
1
0
0
0
1
small_business
0.1146
121.95
11.238489
22.97
697
4,290
47,039
89.5
0
0
0
1
1
debt_consolidation
0.1557
419.35
10.736397
12.5
667
1,860.041667
12,376
97.4
1
0
0
0
1
home_improvement
0.1051
382.78
11.695247
3.91
742
4,110.041667
20,892
33.2
1
0
0
0
1
debt_consolidation
0.1379
170.38
11.695247
3.02
667
3,289
4,339
13.7
1
3
0
0
1
small_business
0.1083
374.76
11.652687
8.42
742
7,320
94,699
54.2
3
0
0
0
1
credit_card
0.1083
146.97
11.0021
8.66
712
4,710
13,103
53.5
0
0
1
0
1
credit_card
0.102
330.09
10.691945
14.37
732
2,610.041667
14,869
46.9
0
0
0
0
1
credit_card
0.1083
391.9
11.608272
17.82
722
10,290.04167
28,631
54.9
0
0
0
0
1
debt_consolidation
0.1209
432.35
10.819778
11.16
717
3,450.041667
12,941
96.6
0
0
0
0
1
small_business
0.0768
93.57
11.225243
11.9
752
3,210
5,263
48.7
0
0
0
0