Datasets:
kheejay88
/
Bank_Personal_Loan_Modelling

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ID
int64
1
5k
Age
int64
23
67
Experience
int64
-3
43
Income
int64
8
224
ZIP Code
int64
9.31k
96.7k
Family
int64
1
4
CCAvg
float64
0
10
Education
int64
1
3
Mortgage
int64
0
635
Personal Loan
int64
0
1
Securities Account
int64
0
1
CD Account
int64
0
1
Online
int64
0
1
CreditCard
int64
0
1
401
36
10
179
94,542
3
6.6
1
0
1
0
0
1
0
402
29
2
30
95,747
4
1.5
2
112
0
0
0
0
1
403
54
28
93
91,604
1
4.9
1
133
0
0
1
1
1
404
55
30
39
92,647
2
1.9
2
0
0
0
0
0
0
405
61
36
60
92,866
3
0.5
2
182
0
0
0
0
0
406
36
11
133
90,245
1
3.8
1
290
0
1
1
1
1
407
45
19
125
92,354
1
2.4
1
0
0
0
0
0
0
408
64
40
58
93,437
1
1.8
3
0
0
0
0
1
0
409
60
36
89
91,745
2
2.8
1
0
0
0
0
1
0
410
49
22
82
90,019
1
2.67
2
125
0
0
0
1
0
411
47
23
110
94,111
2
3.3
1
0
0
0
0
1
1
412
60
36
54
92,182
4
2.3
3
0
0
1
0
0
0
413
45
20
89
93,311
4
1.9
3
0
0
0
0
1
0
414
32
7
42
92,407
3
2.3
1
0
0
0
0
1
0
415
52
28
41
94,309
3
1.9
2
0
0
0
0
0
1
416
35
8
38
93,106
4
1
2
124
0
0
0
1
0
417
40
15
85
94,304
2
0.4
1
0
0
0
0
1
0
418
53
29
83
90,073
4
1
2
0
0
0
0
1
0
419
27
0
33
90,089
4
1
3
0
0
0
0
0
0
420
58
33
50
94,501
4
2.1
1
0
0
0
0
0
1
421
47
22
58
93,105
4
3.6
3
0
0
0
0
1
1
422
28
3
115
92,333
4
3.1
2
0
1
0
0
0
0
423
46
20
145
91,380
2
6.3
1
0
0
1
1
1
0
424
43
19
161
95,616
2
7.5
1
0
0
0
0
0
0
425
56
30
38
92,029
1
0.2
1
0
0
0
0
0
0
426
28
3
28
90,505
4
0.8
1
0
0
0
0
1
0
427
42
18
75
92,182
3
2.33
1
0
0
0
0
0
1
428
32
7
35
92,521
3
1.3
1
116
0
0
0
0
1
429
62
38
24
94,720
2
1
1
116
0
0
0
0
1
430
37
13
78
94,998
4
0.1
2
0
0
0
0
1
0
431
51
26
113
94,086
1
1.3
3
161
0
0
0
1
0
432
39
13
75
94,305
3
2.1
1
224
0
0
0
1
0
433
43
17
91
91,311
1
5.7
1
0
0
0
0
1
0
434
52
28
31
91,330
4
0.2
1
141
0
0
0
1
1
435
30
6
45
95,819
1
1.8
2
0
0
0
0
1
0
436
52
26
80
94,709
3
0.8
1
0
0
0
0
0
0
437
61
35
50
92,122
3
1.4
3
112
0
0
0
1
0
438
36
9
31
95,825
4
1
2
0
0
1
0
1
0
439
58
32
113
93,943
2
3.8
2
119
1
0
1
1
1
440
47
23
29
94,304
4
0.6
1
0
0
0
0
1
0
441
64
39
59
92,626
2
1.5
1
139
0
0
0
1
0
442
52
27
43
93,555
1
1.3
2
0
0
1
0
1
0
443
58
28
122
95,136
1
3
3
115
1
0
0
1
0
444
48
24
29
90,509
1
1
1
0
0
0
0
0
0
445
64
40
91
93,106
2
0
3
0
0
0
0
1
1
446
58
32
65
94,590
3
2.2
3
0
0
0
0
1
0
447
47
23
22
93,108
1
1
1
0
0
0
0
0
1
448
49
23
71
95,134
1
1.4
3
0
0
0
0
0
0
449
31
4
60
94,588
4
2
2
0
0
0
0
1
1
450
61
37
60
91,706
3
2
3
0
0
0
0
1
0
451
51
25
69
95,747
1
0.3
1
0
0
0
0
1
1
452
28
-2
48
94,132
2
1.75
3
89
0
0
0
1
0
453
39
13
21
94,022
3
0.2
2
0
0
0
0
0
0
454
54
28
53
92,109
4
2.8
2
0
0
1
0
0
0
455
50
24
29
94,110
3
0.9
3
0
0
0
0
0
0
456
30
4
60
91,107
4
2.2
2
0
0
0
0
1
0
457
64
39
42
92,068
3
0.5
2
116
0
0
0
1
0
458
29
3
69
94,303
3
0.3
3
0
0
0
0
0
0
459
48
24
20
95,841
1
1
1
0
0
0
0
1
1
460
35
10
200
91,107
2
3
1
458
0
0
0
0
0
461
60
36
141
90,277
2
2.1
1
0
0
0
0
1
1
462
55
30
81
92,123
2
3.7
1
0
0
1
0
0
0
463
29
4
183
91,423
3
8.3
3
0
1
0
0
1
0
464
48
22
149
94,928
2
5.5
2
0
1
1
1
1
0
465
43
19
83
94,305
4
3.6
3
0
1
0
0
0
1
466
66
42
35
94,305
1
1.9
2
172
0
0
0
1
0
467
25
0
13
91,342
2
0.9
3
0
0
0
0
1
0
468
45
20
39
90,232
1
2.4
1
0
0
0
0
0
1
469
34
10
21
92,634
1
0.5
3
0
0
0
0
1
0
470
48
23
10
94,609
2
0.7
3
0
0
0
0
1
1
471
32
6
84
91,006
4
1.8
2
0
0
0
0
0
0
472
50
24
30
91,768
4
0.1
1
161
0
0
0
1
1
473
43
19
31
90,007
4
0.3
1
156
0
0
0
1
0
474
64
39
182
93,955
1
1.2
2
547
1
0
0
1
0
475
60
34
114
90,028
2
6.9
1
0
0
0
0
1
0
476
43
19
152
92,008
3
6.1
2
0
1
0
0
0
0
477
60
34
53
92,717
1
0.8
2
0
0
1
0
0
1
478
64
39
24
95,112
4
0.4
2
78
0
0
0
1
0
479
44
20
150
95,060
2
3.3
1
0
0
0
0
0
1
480
60
36
132
92,154
2
6
1
470
0
0
0
1
1
481
54
29
68
94,998
3
1.6
3
0
0
0
0
1
1
482
33
9
53
94,063
1
1.2
1
0
0
0
0
0
1
483
56
32
173
94,022
1
4.6
2
88
1
0
1
1
0
484
29
5
30
90,095
3
1
2
0
0
0
0
0
0
485
25
1
113
95,023
2
0.2
1
0
0
0
0
1
1
486
60
34
15
95,014
1
0.8
2
0
0
0
0
1
0
487
55
30
84
92,173
2
3.7
1
304
0
1
0
1
0
488
39
13
88
94,117
4
1.4
2
0
0
0
0
1
1
489
37
13
43
94,122
3
2.8
1
0
0
0
0
1
0
490
53
28
43
91,380
2
2.1
3
0
0
0
1
1
1
491
34
10
90
94,303
2
2.7
1
0
0
0
0
1
0
492
42
18
34
92,115
4
0.3
1
104
0
1
0
1
0
493
60
36
38
94,596
4
1.3
1
0
0
0
0
1
0
494
50
24
173
94,720
1
1
1
0
0
0
0
1
1
495
41
17
160
92,647
2
8
1
0
0
0
0
1
0
496
25
0
44
94,545
4
0.6
2
0
0
0
0
1
1
497
50
24
83
94,301
2
0.4
3
0
0
0
0
1
0
498
48
22
94
90,623
4
2.6
3
0
0
0
0
1
0
499
32
8
43
95,023
1
2.1
3
0
0
0
0
0
1
500
50
25
42
93,108
3
1.7
2
0
0
0
0
1
0