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
credit_card
0.1114
57.41
9.998798
8.02
722
2,190
1,838
14.9
0
0
0
0
1
small_business
0.1843
305.51
10.412592
4.18
667
1,800
3,244
73.7
1
0
0
0
1
credit_card
0.1114
98.42
10.085809
8.7
722
1,830
6,941
39.2
0
0
0
0
1
debt_consolidation
0.1531
870.39
11.0021
22.38
697
4,289.958333
42,430
81.8
0
0
0
0
1
all_other
0.1496
554.32
11.0021
21.54
677
12,480
36,095
65.9
1
1
0
0
1
debt_consolidation
0.1218
832.5
11.537515
7.49
737
7,499.958333
67,492
55.7
0
0
0
0
1
all_other
0.1357
169.85
10.218152
21.42
677
1,890
8,817
76
1
0
0
0
1
credit_card
0.0774
93.66
11.255071
7.33
742
10,230
37,721
64.6
0
0
0
0
1
debt_consolidation
0.1357
95.12
11.099227
11.16
672
5,729.958333
26,343
83.4
1
0
0
0
1
small_business
0.1496
866.13
11.225243
6.3
792
7,020
3,793
14.3
2
0
0
0
1
credit_card
0.0894
508.35
11.238436
6.79
772
5,009.958333
7,254
15.4
1
0
0
0
1
credit_card
0.16
878.94
11.289832
17.83
682
5,160
17,426
52.2
2
0
0
0
1
all_other
0.1218
166.5
10.433998
2.22
697
2,519.958333
2,070
60.9
3
0
0
0
1
debt_consolidation
0.0859
410.94
10.753638
2.87
782
6,630
6,049
19.1
0
0
0
0
1
credit_card
0.1183
457.25
10.915088
20.86
717
4,470
21,981
59.6
1
0
0
0
1
debt_consolidation
0.1253
284.47
11.018564
16.11
697
2,459.958333
9,836
69.8
1
0
0
0
1
debt_consolidation
0.1461
827.41
11.82041
21.94
697
4,440
124,784
73.2
0
0
0
0
1
all_other
0.074
139.77
11.396571
6.77
787
5,820
6,986
12.3
0
0
0
0
1
home_improvement
0.1218
499.5
11.302204
13.1
767
4,290.958333
7,135
8.3
1
0
0
0
1
major_purchase
0.0774
218.54
11.561716
7.27
767
10,439.95833
7,283
7.6
0
0
0
0
1
debt_consolidation
0.0774
280.97
10.915088
9.93
777
6,240
3,940
8.9
1
0
0
0
1
all_other
0.074
217.42
10.736397
23.87
772
2,912
1,095
5.2
2
0
0
0
1
home_improvement
0.1183
516.89
11.225243
17.26
732
5,880
256
1.7
0
0
1
0
1
all_other
0.1426
205.84
10.609057
20.83
697
1,260
12
1.5
2
0
0
0
1
all_other
0.1426
144.09
10.126471
5.14
687
3,420
0
0
3
2
0
0
1
debt_consolidation
0.1635
883.23
11.884461
14.32
682
4,619.958333
30,427
86.9
1
0
0
0
1
debt_consolidation
0.167
887.54
11.918391
24.77
677
8,670.958333
56,883
93.3
1
1
0
0
1
credit_card
0.1218
333
11.184421
13.82
712
5,669.958333
36,014
66.1
3
0
0
0
1
credit_card
0.1357
339.69
10.714418
8.75
682
6,360
24,223
72.7
0
0
0
0
1
debt_consolidation
0.16
878.94
11.482466
15.06
697
6,149.958333
62,551
90.1
0
0
0
0
1
all_other
0.1531
835.57
11.736069
11.71
682
5,910
36,598
74.4
0
0
0
1
1
all_other
0.0774
187.32
11.225243
22.9
752
8,999.958333
63,299
64.9
2
0
0
0
1
credit_card
0.16
492.21
10.753638
9.51
687
2,040.041667
14,401
92.9
0
0
0
0
1
debt_consolidation
0.1148
131.88
10.736397
22.93
717
3,690
0
0
0
0
0
0
1
debt_consolidation
0.16
421.89
11.736069
23.85
662
6,089.958333
61,956
85.6
2
1
0
0
1
debt_consolidation
0.0894
317.72
10.532096
13.73
787
5,039.958333
417
3.2
2
0
0
0
1
debt_consolidation
0.16
189.85
10.819778
10.61
662
3,119.958333
1,487
92.9
0
0
0
0
1
all_other
0.1392
682.74
11.350359
12.61
707
6,419.958333
197
0.5
2
0
0
0
1
all_other
0.1183
397.61
11.289782
18.9
732
3,660
11,061
46.1
1
0
0
1
1
debt_consolidation
0.1322
669.26
11.580584
17.05
707
3,990
23,075
67.3
0
0
0
1
1
small_business
0.1392
102.42
12.206073
5.35
727
5,309.958333
5,415
12.8
1
1
1
0
1
debt_consolidation
0.0774
288.78
11.112448
8.17
777
5,789.958333
18,147
16.7
1
0
0
1
1
credit_card
0.1253
317.93
11.0021
5.42
702
2,129.958333
13,228
45.6
0
0
0
0
1
small_business
0.1531
278.53
10.915088
19.66
752
3,239.958333
39,644
10.3
1
0
0
0
1
debt_consolidation
0.1392
307.24
10.308953
12.04
692
1,444
7,171
59.3
0
0
0
0
1
all_other
0.1253
568.93
11.225243
14.15
727
3,179.958333
4,071
30.2
1
0
0
0
1
debt_consolidation
0.1461
629.18
10.668862
20.23
702
4,440
28,607
95
2
0
0
0
1
debt_consolidation
0.1496
55.44
11.0021
6.42
692
1,860
4,050
98.8
2
0
0
0
1
home_improvement
0.1183
497.01
10.491274
12.27
742
2,879.958333
0
0
2
0
0
0
1
all_other
0.1531
97.49
9.615805
6.8
667
1,110
456
22.8
1
2
0
0
1
debt_consolidation
0.1426
154.38
10.596635
2.34
687
1,560
1,847
42
1
0
0
0
1
home_improvement
0.0894
95.32
10.896739
7.44
717
4,380
9,166
27
1
1
0
0
1
small_business
0.16
703.15
11.608236
18.13
717
10,740
22,784
82
0
0
0
1
1
all_other
0.1114
49.21
9.769728
20.37
712
2,610
5,013
68.7
0
0
0
1
1
home_improvement
0.1183
662.68
11.461632
4.24
747
6,749.958333
15,773
48.2
2
0
0
1
1
debt_consolidation
0.1531
417.79
10.819858
5.59
667
1,830
6,804
74
1
0
0
0
1
debt_consolidation
0.1148
659.37
11.512925
11.02
752
3,239.958333
1,492
6.1
3
0
0
0
1
debt_consolidation
0.1287
815.61
11.81303
8.08
717
3,839.958333
26,361
73.2
1
0
0
1
1
credit_card
0.1913
201.97
11.877569
3.58
662
5,130
0
74.4
1
0
0
0
1
debt_consolidation
0.1253
150.6
11.0021
1.12
687
7,499.958333
1,916
43.5
0
0
1
1
1
debt_consolidation
0.1461
163.76
9.546813
10.71
677
1,140
3,798
50.6
2
0
0
0
1
all_other
0.0859
177.02
11.827765
12.15
737
6,600
38,084
81
3
0
0
1
1
all_other
0.1287
840.83
10.933107
9.96
717
4,478
9,880
72.1
0
0
0
0
1
debt_consolidation
0.1218
532.8
11.0021
16.4
712
6,960
12,295
38.5
0
0
0
0
1
debt_consolidation
0.1322
515.46
10.596635
22.41
697
5,009.958333
14,876
56.1
1
0
0
1
1
debt_consolidation
0.1253
261.04
10.545341
16.42
717
1,860
25,608
65.9
0
0
0
0
1
all_other
0.1253
184.07
10.308953
16.2
687
3,090
23,509
54.8
0
0
0
0
1
debt_consolidation
0.1392
443.78
10.968129
19.24
682
4,949.958333
17,599
28.3
3
2
0
0
1
all_other
0.1322
101.41
10.491274
22.43
677
5,369.958333
12,905
81.2
1
0
1
0
1
debt_consolidation
0.1357
407.63
12.043554
5.51
712
8,249.958333
31,895
66.6
3
0
0
0
1
debt_consolidation
0.1322
270.41
10.308953
11.76
682
2,138.958333
9,036
82.9
0
0
0
0
1
credit_card
0.1357
190.23
11.156251
17.47
692
7,831
48,280
97.7
3
0
0
0
1
credit_card
0.0751
186.66
11.711776
1.46
747
4,569.041667
10,817
49.6
1
0
0
0
1
all_other
0.1531
191.49
10.668955
0.28
677
3,390
68
2.5
0
0
0
0
1
debt_consolidation
0.1183
662.68
11.112448
11.95
742
6,030
19,086
67.4
1
0
0
0
1
credit_card
0.1183
596.41
11.759786
12.92
742
6,809.958333
12,204
64.6
4
0
0
0
1
all_other
0.0894
476.58
11.532728
6.21
772
4,110
4,054
6
2
0
0
0
1
credit_card
0.074
65.23
11.635143
13.19
747
4,229.958333
19,548
37.2
0
0
0
0
1
debt_consolidation
0.1253
301.2
11.884489
9.76
722
5,399.958333
110,441
96.6
0
0
0
1
1
small_business
0.16
281.26
11.407565
6.03
702
6,690
362
36.2
1
0
0
0
1
home_improvement
0.0894
508.35
11.695247
7.85
772
8,760
92,944
20.6
0
0
0
0
1
credit_card
0.1218
399.6
10.596635
19.86
707
3,509.958333
9,777
72.4
2
0
0
0
1
all_other
0.1531
261.12
10.518673
21.15
662
2,910
722
60.2
2
0
0
1
1
debt_consolidation
0.1218
266.4
10.819778
8.54
702
2,280
7,690
65.6
0
0
0
0
1
major_purchase
0.0894
158.86
10.545341
18.54
727
4,020
13,862
74.5
0
0
0
0
1
debt_consolidation
0.1461
706.74
11.0021
23.86
687
8,071
4,503
35.7
1
3
0
0
1
debt_consolidation
0.1183
238.57
11.156193
23.33
707
5,069.958333
31,485
64.4
3
0
0
0
1
major_purchase
0.0894
206.52
11.116544
12.49
777
3,633
21,760
63.2
0
0
0
0
1
debt_consolidation
0.1565
874.66
11.512925
14.02
692
4,559.958333
24,594
64.3
0
0
0
0
1
all_other
0.074
77.65
10.373491
11.48
762
2,910
1,641
14.9
0
0
0
0
1
all_other
0.0894
222.41
10.714418
15.2
722
3,631
5,764
31.5
1
0
0
1
1
debt_consolidation
0.16
281.26
11.0021
6.78
672
4,080
0
0
2
1
0
0
1
major_purchase
0.1392
51.21
10.373491
4.09
682
2,550
286
35.7
2
0
0
0
1
debt_consolidation
0.1253
200.8
11.156193
17.28
687
4,800
33,711
81.6
2
0
0
0
1
credit_card
0.1253
60.24
10.23996
15.21
677
2,700
4,293
66
2
0
0
0
1
credit_card
0.1114
213.23
11.134589
3.43
717
7,779
9,846
59.7
1
0
0
0
1
educational
0.074
86.97
10.817696
7.96
807
14,310
562
1
0
0
0
0
1
all_other
0.0859
105.9
11.0021
22.54
727
4,500
32,143
61.7
0
0
0
0
1
debt_consolidation
0.167
319.52
10.915088
6.83
662
1,140
8,419
65.8
0
0
0
0
1
all_other
0.1392
819.29
11.289782
9.67
742
3,479.958333
254
1.1
6
0
0
0