Datasets:
AnguloM
/
loan_data

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1
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credit.policy
int64
purpose
string
int.rate
float64
installment
float64
log.annual.inc
float64
dti
float64
fico
int64
days.with.cr.line
float64
revol.bal
int64
revol.util
float64
inq.last.6mths
int64
delinq.2yrs
int64
pub.rec
int64
not.fully.paid
int64
1
debt_consolidation
0.1189
829.1
11.350407
19.48
737
5,639.958333
28,854
52.1
0
0
0
0
1
credit_card
0.1071
228.22
11.082143
14.29
707
2,760
33,623
76.7
0
0
0
0
1
debt_consolidation
0.1357
366.86
10.373491
11.63
682
4,710
3,511
25.6
1
0
0
0
1
debt_consolidation
0.1008
162.34
11.350407
8.1
712
2,699.958333
33,667
73.2
1
0
0
0
1
credit_card
0.1426
102.92
11.299732
14.97
667
4,066
4,740
39.5
0
1
0
0
1
credit_card
0.0788
125.13
11.904968
16.98
727
6,120.041667
50,807
51
0
0
0
0
1
debt_consolidation
0.1496
194.02
10.714418
4
667
3,180.041667
3,839
76.8
0
0
1
1
1
all_other
0.1114
131.22
11.0021
11.08
722
5,116
24,220
68.6
0
0
0
1
1
home_improvement
0.1134
87.19
11.407565
17.25
682
3,989
69,909
51.1
1
0
0
0
1
debt_consolidation
0.1221
84.12
10.203592
10
707
2,730.041667
5,630
23
1
0
0
0
1
debt_consolidation
0.1347
360.43
10.434116
22.09
677
6,713.041667
13,846
71
2
0
1
0
1
debt_consolidation
0.1324
253.58
11.835009
9.16
662
4,298
5,122
18.2
2
1
0
0
1
debt_consolidation
0.0859
316.11
10.933107
15.49
767
6,519.958333
6,068
16.7
0
0
0
0
1
small_business
0.0714
92.82
11.512925
6.5
747
4,384
3,021
4.8
0
1
0
0
1
debt_consolidation
0.0863
209.54
9.487972
9.73
727
1,559.958333
6,282
44.6
0
0
0
0
1
major_purchase
0.1103
327.53
10.738915
13.04
702
8,159.958333
5,394
53.4
1
0
0
0
1
all_other
0.1317
77.69
10.522773
2.26
672
3,895.958333
2,211
88.4
0
0
0
0
1
credit_card
0.0894
476.58
11.608236
7.07
797
6,510.958333
7,586
52.7
1
0
0
0
1
debt_consolidation
0.1039
584.12
10.491274
3.8
712
2,760
8,311
59.8
0
0
0
0
1
major_purchase
0.1513
173.65
11.0021
2.74
667
1,126.958333
591
84.4
3
0
0
0
1
all_other
0.08
188.02
11.225243
16.08
772
4,888.958333
29,797
23.2
1
0
0
0
1
all_other
0.0863
474.42
10.819778
2.59
797
11,951
5,656
27.6
0
0
0
0
1
credit_card
0.1355
339.6
11.512925
7.94
662
1,939.958333
21,162
57.7
0
0
0
0
1
credit_card
0.0788
484.85
11.736069
7.05
782
5,640.041667
16,931
34.6
1
0
0
0
1
debt_consolidation
0.1229
320.19
11.264464
8.8
672
3,760.958333
4,822
58.1
0
0
1
0
1
all_other
0.0901
159.03
12.429216
10
712
1,553.958333
14,354
36.6
0
2
0
0
1
all_other
0.0743
155.38
11.082143
0.28
802
4,649.958333
1,576
5.7
1
0
0
0
1
debt_consolidation
0.1375
255.43
9.998798
14.29
662
1,318.958333
4,175
51.5
0
1
0
0
1
all_other
0.0743
155.38
12.206073
0.28
772
4,516.958333
3,164
13.7
0
0
0
0
1
all_other
0.0743
155.38
12.206073
3.72
812
6,778.958333
85,607
0.7
0
0
0
0
1
debt_consolidation
0.0807
156.84
11.512925
2.3
742
3,148.958333
9,698
19.4
0
0
0
0
1
credit_card
0.1028
275.38
9.798127
6.4
692
7,469.958333
8,847
26.9
1
1
0
0
1
home_improvement
0.0743
155.38
11.918391
0
777
7,128.958333
6,053
19.5
0
0
0
0
1
home_improvement
0.0807
78.42
11.608236
11.33
762
6,059.958333
7,274
13.1
0
0
0
0
1
credit_card
0.087
158.3
11.225243
15.55
757
4,770
66,033
23
0
0
0
0
1
all_other
0.0743
155.38
11.461632
3.83
772
2,535
3,660
6.8
0
0
0
0
1
credit_card
0.0743
155.38
11.350407
0.31
787
3,540
216
0.6
0
0
0
0
1
credit_card
0.1122
164.23
11.289782
1.21
672
3,990
27,185
16.1
3
0
1
0
1
debt_consolidation
0.0996
161.25
10.778956
8.03
707
4,320
28,329
48.6
1
0
0
0
1
home_improvement
0.0933
159.77
12.100712
11.93
717
4,498.958333
60,568
39.2
1
0
0
0
1
home_improvement
0.0807
156.84
12.100712
5.55
742
4,019
40,934
26.3
0
0
0
0
1
debt_consolidation
0.0743
155.38
11.695247
2.29
777
3,540
8,379
16.9
0
0
0
0
1
small_business
0.087
94.98
10.126631
14.54
752
2,460
3,660
7.8
1
0
0
0
1
home_improvement
0.1028
97.2
12.206073
0
677
3,779.958333
0
0
0
1
0
0
1
credit_card
0.1122
164.23
10.308953
18.64
702
5,190
15,840
47.1
0
0
0
0
1
credit_card
0.0838
167.02
11.21182
14.37
797
5,610.958333
6,844
14.4
0
0
0
0
1
educational
0.0775
168.6
8.987197
3
762
6,659.958333
1,321
16.5
0
0
0
0
1
all_other
0.0838
160.72
10.373491
14.78
772
4,379
4,737
23.9
0
0
0
0
1
credit_card
0.0901
159.03
11.198215
9.96
722
3,089.958333
23,489
37.6
0
0
0
0
1
debt_consolidation
0.0743
178.69
11.736069
0.27
792
7,488.958333
2,817
10.2
0
0
0
0
1
credit_card
0.0743
155.38
10.714418
1.12
782
5,807
1,783
0
1
0
0
0
1
small_business
0.1028
323.98
10.217422
10.7
712
1,379
3,534
54.4
0
0
0
0
1
small_business
0.1059
813.65
10.778956
4.05
762
2,729.958333
2,422
23.3
0
0
0
0
1
educational
0.0996
112.87
9.510445
16.44
712
1,649.958333
2,864
41.1
1
0
0
0
1
debt_consolidation
0.1596
94.88
10.862838
12.57
627
1,409
3,075
92.3
1
0
0
0
1
small_business
0.1059
398.69
11.0021
17.12
747
14,008.95833
17,214
8.1
2
1
0
0
1
credit_card
0.1154
39.6
9.903488
2.04
662
1,139
1,153
75.8
2
0
0
0
1
credit_card
0.1343
678.08
11.884489
10.15
682
4,209.958333
41,674
74.1
0
0
0
1
1
credit_card
0.1249
401.37
11.225243
15
682
4,479
43,039
93.4
3
0
0
0
1
all_other
0.0964
205.45
11.0021
7.72
712
2,293.958333
3,362
69.3
0
0
0
0
1
debt_consolidation
0.1186
397.75
11.082143
7.14
682
8,730
11,868
71.9
0
2
0
0
1
all_other
0.0743
155.38
10.596635
2.55
772
8,189.958333
2,562
14
2
0
0
0
1
all_other
0.1028
113.39
9.903488
1.5
682
1,410
1,882
32.4
0
0
0
0
1
debt_consolidation
0.1186
99.44
10.495515
7.47
667
2,550
1,064
70.9
2
0
1
0
1
credit_card
0.0807
109.79
11.492723
8.52
752
4,979.958333
6,432
6
0
1
0
0
1
all_other
0.1059
32.55
10.433822
14.47
687
1,110
4,485
36.9
1
0
0
1
1
all_other
0.0996
112.87
11.264464
11.06
702
4,979.958333
16,310
20.5
0
1
0
0
1
debt_consolidation
0.0964
160.51
11.77529
8.55
712
5,940
20,969
40.2
0
0
0
0
1
debt_consolidation
0.1375
340.57
10.463103
17.38
707
2,699.958333
22,213
65.9
0
0
0
0
1
home_improvement
0.0775
156.11
12.323856
6.48
752
5,339.958333
2,160
2.3
1
0
0
0
1
credit_card
0.0743
155.38
11.156251
4.56
812
9,809
813
1
0
0
0
0
1
home_improvement
0.0807
235.25
11.918391
2.72
757
5,202
23,678
24.4
4
0
0
0
1
debt_consolidation
0.0996
257.99
10.778956
15.13
722
2,640
11,289
47.8
3
0
0
0
1
small_business
0.1501
225.37
12.269047
6.45
677
6,240
56,411
75.3
0
0
0
1
1
home_improvement
0.0964
80.26
11.225243
20
772
4,920.958333
269
3.8
3
0
0
1
1
home_improvement
0.128
84
10.373491
20
682
5,492
3,408
35.1
1
0
0
1
1
debt_consolidation
0.1122
507.46
10.596635
13.5
712
5,368.958333
6,513
34.3
3
0
1
1
1
educational
0.0743
124.31
10.596635
3.45
772
1,739.958333
330
11
0
0
0
0
1
credit_card
0.087
63.32
11.156251
6.07
712
2,550
5,967
19.8
1
0
0
0
1
all_other
0.1091
130.79
9.798127
18
707
2,192
5,533
79.6
1
0
0
0
1
home_improvement
0.0775
93.67
11.736069
2.14
762
8,370
21,050
1
0
0
0
0
1
all_other
0.0775
93.67
10.819778
5.35
762
8,370
21,050
0.7
0
0
0
0
1
all_other
0.087
88.65
11.695247
15
742
3,026
8,155
14.9
1
0
0
0
1
all_other
0.0964
128.41
11.512925
15
722
3,026
8,155
14.9
1
0
0
0
1
home_improvement
0.087
94.98
11.03489
12.23
737
2,729.958333
3,678
30.7
0
0
0
0
1
debt_consolidation
0.1217
179.8
10.463103
7.1
662
2,944
2,040
36.2
2
0
0
0
1
credit_card
0.1533
444.05
11.0021
19.52
667
2,700.958333
33,074
68.8
2
0
0
0
1
all_other
0.0775
124.89
11.031659
3.46
747
2,519
1,918
17.1
0
0
0
0
1
credit_card
0.1533
644.3
11.407565
5.24
662
1,770
22,379
62.2
0
0
0
0
1
small_business
0.0964
642.02
11.472103
2.86
737
2,190
10,296
42.5
0
0
0
1
1
small_business
0.1154
104.76
9.615805
12.24
672
1,289.958333
2,867
55.1
3
0
0
1
1
debt_consolidation
0.1122
157.66
10.308953
12.36
682
1,770
12,310
86.1
0
0
0
0
1
debt_consolidation
0.087
383.87
11.918391
4.8
767
13,349.95833
61,921
39.1
0
0
0
0
1
credit_card
0.1122
217.6
11.385092
18
702
3,725
16,738
26.1
2
0
0
0
1
all_other
0.0807
297.99
11.05089
3.49
792
5,939
40,384
9.2
1
0
0
0
1
debt_consolidation
0.0775
156.11
10.714418
5
762
2,131
1,359
5.6
2
0
0
0
1
debt_consolidation
0.1154
329.95
12.323856
20
727
10,292
107,501
44.8
2
0
0
0
1
all_other
0.0807
313.67
12.061047
0.72
787
8,010
3,054
5.6
3
0
0
0
1
all_other
0.0807
297.99
11.407565
2.44
792
8,717.958333
40,384
9.6
0
0
0
0
1
home_improvement
0.0933
239.65
11.440355
9.66
792
4,529
128,000
0
3
0
0
0
End of preview.