Keyurjotaniya007/xgb-givemesomecredit-loandefault-pred
Tabular Classification
•
Updated
•
1
Unnamed: 0
int64 | SeriousDlqin2yrs
int64 | RevolvingUtilizationOfUnsecuredLines
float64 | age
int64 | NumberOfTime30-59DaysPastDueNotWorse
int64 | DebtRatio
float64 | MonthlyIncome
float64 | NumberOfOpenCreditLinesAndLoans
int64 | NumberOfTimes90DaysLate
int64 | NumberRealEstateLoansOrLines
int64 | NumberOfTime60-89DaysPastDueNotWorse
int64 | NumberOfDependents
float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|
1
| 1
| 0.766127
| 45
| 2
| 0.802982
| 9,120
| 13
| 0
| 6
| 0
| 2
|
2
| 0
| 0.957151
| 40
| 0
| 0.121876
| 2,600
| 4
| 0
| 0
| 0
| 1
|
3
| 0
| 0.65818
| 38
| 1
| 0.085113
| 3,042
| 2
| 1
| 0
| 0
| 0
|
4
| 0
| 0.23381
| 30
| 0
| 0.03605
| 3,300
| 5
| 0
| 0
| 0
| 0
|
5
| 0
| 0.907239
| 49
| 1
| 0.024926
| 63,588
| 7
| 0
| 1
| 0
| 0
|
6
| 0
| 0.213179
| 74
| 0
| 0.375607
| 3,500
| 3
| 0
| 1
| 0
| 1
|
7
| 0
| 0.305682
| 57
| 0
| 5,710
| null | 8
| 0
| 3
| 0
| 0
|
8
| 0
| 0.754464
| 39
| 0
| 0.20994
| 3,500
| 8
| 0
| 0
| 0
| 0
|
9
| 0
| 0.116951
| 27
| 0
| 46
| null | 2
| 0
| 0
| 0
| null |
10
| 0
| 0.189169
| 57
| 0
| 0.606291
| 23,684
| 9
| 0
| 4
| 0
| 2
|
11
| 0
| 0.644226
| 30
| 0
| 0.309476
| 2,500
| 5
| 0
| 0
| 0
| 0
|
12
| 0
| 0.018798
| 51
| 0
| 0.531529
| 6,501
| 7
| 0
| 2
| 0
| 2
|
13
| 0
| 0.010352
| 46
| 0
| 0.298354
| 12,454
| 13
| 0
| 2
| 0
| 2
|
14
| 1
| 0.964673
| 40
| 3
| 0.382965
| 13,700
| 9
| 3
| 1
| 1
| 2
|
15
| 0
| 0.019657
| 76
| 0
| 477
| 0
| 6
| 0
| 1
| 0
| 0
|
16
| 0
| 0.548458
| 64
| 0
| 0.209892
| 11,362
| 7
| 0
| 1
| 0
| 2
|
17
| 0
| 0.061086
| 78
| 0
| 2,058
| null | 10
| 0
| 2
| 0
| 0
|
18
| 0
| 0.166284
| 53
| 0
| 0.188274
| 8,800
| 7
| 0
| 0
| 0
| 0
|
19
| 0
| 0.221813
| 43
| 0
| 0.527888
| 3,280
| 7
| 0
| 1
| 0
| 2
|
20
| 0
| 0.602794
| 25
| 0
| 0.065868
| 333
| 2
| 0
| 0
| 0
| 0
|
21
| 0
| 0.200923
| 43
| 0
| 0.430046
| 12,300
| 10
| 0
| 2
| 0
| 0
|
22
| 1
| 0.025656
| 38
| 0
| 0.475841
| 3,000
| 7
| 0
| 1
| 0
| 2
|
23
| 0
| 1
| 39
| 0
| 0.241104
| 2,500
| 4
| 0
| 0
| 0
| 0
|
24
| 0
| 0.075427
| 32
| 0
| 0.085512
| 7,916
| 6
| 0
| 0
| 0
| 0
|
25
| 0
| 0.04656
| 58
| 0
| 0.241622
| 2,416
| 9
| 0
| 1
| 0
| 0
|
26
| 1
| 0.392248
| 50
| 0
| 1.595253
| 4,676
| 14
| 0
| 3
| 0
| 1
|
27
| 0
| 0.052436
| 58
| 0
| 0.097672
| 8,333
| 22
| 0
| 1
| 0
| 0
|
28
| 0
| 0.034421
| 69
| 0
| 0.042383
| 2,500
| 17
| 0
| 0
| 0
| 1
|
29
| 0
| 0.452516
| 24
| 0
| 0.011761
| 3,400
| 1
| 0
| 0
| 0
| 0
|
30
| 0
| 0.392995
| 58
| 2
| 0.436103
| 5,500
| 15
| 0
| 1
| 0
| 0
|
31
| 0
| 0.704074
| 28
| 1
| 0.155201
| 4,200
| 8
| 0
| 0
| 0
| 0
|
32
| 0
| 1
| 24
| 0
| 0.472703
| 750
| 1
| 0
| 0
| 0
| 0
|
33
| 0
| 0.083418
| 62
| 0
| 977
| null | 6
| 0
| 1
| 0
| 0
|
34
| 0
| 0.186869
| 57
| 0
| 0.313812
| 7,000
| 9
| 0
| 2
| 0
| 0
|
35
| 0
| 0.69333
| 42
| 2
| 0.257732
| 2,230
| 7
| 0
| 0
| 0
| 0
|
36
| 0
| 0
| 64
| 0
| 0.073539
| 11,000
| 9
| 0
| 1
| 0
| 0
|
37
| 0
| 0.881836
| 50
| 3
| 0.567858
| 4,000
| 9
| 0
| 1
| 0
| 1
|
38
| 0
| 1
| 75
| 1
| 0.134078
| 3,400
| 1
| 0
| 1
| 0
| 1
|
39
| 0
| 0.363636
| 26
| 0
| 0.00999
| 1,000
| 1
| 0
| 0
| 0
| 0
|
40
| 0
| 0.304491
| 52
| 0
| 0.80834
| 3,500
| 10
| 0
| 2
| 0
| 0
|
41
| 0
| 0.719985
| 41
| 1
| 0.539554
| 5,700
| 14
| 0
| 1
| 0
| 0
|
42
| 0
| 0.072898
| 81
| 0
| 75
| null | 7
| 0
| 0
| 0
| 0
|
43
| 0
| 0.469057
| 31
| 0
| 0.048211
| 9,250
| 4
| 0
| 0
| 0
| 1
|
44
| 0
| 0.718705
| 28
| 0
| 0.170126
| 3,661
| 4
| 0
| 0
| 0
| 1
|
45
| 0
| 0.368876
| 68
| 0
| 1,687.5
| 1
| 31
| 0
| 1
| 0
| 0
|
46
| 0
| 0.000603
| 70
| 0
| 0.177787
| 16,800
| 12
| 0
| 1
| 0
| 2
|
47
| 0
| 0.06144
| 62
| 0
| 0.011168
| 3,133
| 2
| 0
| 0
| 0
| 0
|
48
| 0
| 0.140111
| 31
| 0
| 0.68937
| 1,937
| 4
| 0
| 2
| 0
| 0
|
49
| 0
| 0.834048
| 38
| 0
| 0.393662
| 13,000
| 13
| 0
| 2
| 0
| 2
|
50
| 0
| 0.00008
| 70
| 0
| 0.25634
| 6,900
| 21
| 1
| 1
| 0
| 0
|
51
| 0
| 0.818978
| 73
| 0
| 3,095
| 0
| 9
| 0
| 1
| 1
| 0
|
52
| 1
| 0.72815
| 31
| 0
| 0.824725
| 3,000
| 10
| 0
| 2
| 0
| 1
|
53
| 0
| 1
| 62
| 0
| 0
| null | 1
| 0
| 0
| 0
| 0
|
54
| 0
| 0.028562
| 51
| 0
| 0.306381
| 5,750
| 5
| 0
| 1
| 0
| 0
|
55
| 0
| 0.992016
| 29
| 0
| 0.008065
| 2,231
| 1
| 0
| 0
| 0
| 0
|
56
| 0
| 0.070854
| 55
| 0
| 0.073148
| 13,793
| 4
| 0
| 1
| 0
| 0
|
57
| 0
| 0.454972
| 46
| 1
| 0.016922
| 13,000
| 10
| 0
| 0
| 0
| 1
|
58
| 0
| 0.4012
| 64
| 0
| 0.351259
| 3,216
| 4
| 0
| 1
| 0
| 0
|
59
| 0
| 0.541109
| 43
| 0
| 2,477
| null | 3
| 0
| 1
| 0
| 2
|
60
| 0
| 0.65557
| 35
| 0
| 0.26161
| 5,813
| 10
| 0
| 0
| 0
| 2
|
61
| 0
| 0.651603
| 58
| 0
| 0.241136
| 7,783
| 11
| 0
| 1
| 0
| 0
|
62
| 0
| 0.0274
| 69
| 0
| 0.008034
| 5,600
| 3
| 0
| 0
| 0
| 0
|
63
| 0
| 0.101156
| 72
| 0
| 1,720
| null | 12
| 0
| 2
| 0
| 0
|
64
| 0
| 0.009789
| 46
| 0
| 1.051398
| 3,326
| 6
| 0
| 2
| 0
| 2
|
65
| 0
| 0.337521
| 60
| 0
| 0.549878
| 4,500
| 10
| 0
| 2
| 0
| 0
|
66
| 0
| 0
| 67
| 0
| 0.540984
| 3,720
| 2
| 0
| 1
| 0
| 0
|
67
| 0
| 0.750874
| 55
| 2
| 0.316416
| 7,723
| 17
| 0
| 1
| 0
| 1
|
68
| 0
| 0.006799
| 27
| 1
| 0.681046
| 764
| 3
| 0
| 0
| 0
| 0
|
69
| 0
| 0.004264
| 31
| 0
| 0.111444
| 2,000
| 6
| 1
| 0
| 0
| 2
|
70
| 0
| 0.269484
| 64
| 0
| 0.161062
| 9,455
| 13
| 0
| 1
| 0
| 3
|
71
| 0
| 0.265898
| 36
| 0
| 0.262612
| 8,384
| 6
| 0
| 2
| 0
| 1
|
72
| 0
| 0.142013
| 67
| 0
| 1,824
| null | 7
| 0
| 2
| 0
| 0
|
73
| 0
| 0.827708
| 56
| 0
| 0.369591
| 6,793
| 15
| 1
| 1
| 0
| 0
|
74
| 0
| 0.059669
| 31
| 0
| 3,162
| 0
| 11
| 0
| 2
| 0
| 1
|
75
| 1
| 0.133063
| 49
| 1
| 0.182882
| 10,257
| 9
| 0
| 2
| 0
| 3
|
76
| 0
| 0.234218
| 36
| 0
| 0.116614
| 8,600
| 19
| 0
| 0
| 0
| 3
|
77
| 0
| 0.122296
| 29
| 0
| 0.694647
| 4,800
| 5
| 0
| 1
| 0
| 0
|
78
| 0
| 0.460376
| 37
| 0
| 0.074156
| 4,975
| 6
| 0
| 0
| 0
| 0
|
79
| 0
| 0.335559
| 69
| 0
| 0.270449
| 15,000
| 14
| 0
| 2
| 0
| 1
|
80
| 0
| 0.270523
| 41
| 0
| 2.797699
| 1,042
| 11
| 0
| 2
| 0
| 2
|
81
| 0
| 0.183317
| 52
| 0
| 0.111132
| 10,833
| 14
| 0
| 2
| 0
| 1
|
82
| 0
| 0.074862
| 66
| 0
| 0.208842
| 4,500
| 3
| 0
| 1
| 0
| 0
|
83
| 0
| 0.017259
| 53
| 0
| 2.604511
| 12,414
| 13
| 0
| 1
| 0
| 2
|
84
| 0
| 0.054497
| 56
| 0
| 0.492022
| 4,950
| 18
| 0
| 2
| 0
| 0
|
85
| 0
| 0.029164
| 31
| 0
| 0.395032
| 3,300
| 10
| 0
| 1
| 0
| 0
|
86
| 0
| 0
| 58
| 0
| 0.316145
| 4,886
| 9
| 0
| 1
| 0
| 1
|
87
| 0
| 0.36051
| 58
| 1
| 3,282
| null | 8
| 0
| 2
| 0
| 0
|
88
| 0
| 0.00375
| 64
| 0
| 0.004061
| 3,200
| 5
| 0
| 0
| 1
| 0
|
89
| 1
| 0.734478
| 45
| 0
| 0.591478
| 4,716
| 13
| 0
| 2
| 0
| 2
|
90
| 0
| 0.080564
| 60
| 0
| 0.487289
| 4,916
| 15
| 0
| 2
| 0
| 0
|
91
| 0
| 0.039388
| 51
| 0
| 15,466
| 0
| 7
| 0
| 0
| 0
| 0
|
92
| 0
| 0.023767
| 83
| 0
| 0.123798
| 10,500
| 13
| 0
| 0
| 0
| 0
|
93
| 0
| 0.784836
| 52
| 0
| 2,662
| null | 10
| 0
| 2
| 1
| 0
|
94
| 0
| 0.888822
| 34
| 0
| 0.368404
| 3,050
| 4
| 0
| 0
| 0
| 1
|
95
| 0
| 0.791174
| 44
| 0
| 0.512415
| 3,100
| 5
| 0
| 1
| 0
| 0
|
96
| 0
| 0.245353
| 37
| 0
| 0.288417
| 6,500
| 11
| 1
| 1
| 1
| 0
|
97
| 0
| 0.542243
| 48
| 2
| 10
| null | 2
| 0
| 0
| 0
| null |
98
| 0
| 0.010531
| 57
| 0
| 0.280665
| 5,714
| 6
| 0
| 1
| 0
| 0
|
99
| 0
| 0.3632
| 32
| 0
| 0.480524
| 2,900
| 4
| 0
| 1
| 0
| 0
|
100
| 0
| 0.032618
| 75
| 0
| 0.006799
| 7,500
| 4
| 0
| 0
| 0
| 0
|