loan_id
int64 1
4.27k
| no_of_dependents
int64 0
5
| education
stringclasses 2
values | self_employed
stringclasses 2
values | income_annum
int64 200k
9.9M
| loan_amount
int64 300k
39.5M
| loan_term
int64 2
20
| cibil_score
int64 300
900
| residential_assets_value
int64 -100,000
29.1M
| commercial_assets_value
int64 0
19.4M
| luxury_assets_value
int64 300k
39.2M
| bank_asset_value
int64 0
14.7M
| loan_status
stringclasses 2
values |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 2 | Graduate | No | 9,600,000 | 29,900,000 | 12 | 778 | 2,400,000 | 17,600,000 | 22,700,000 | 8,000,000 | Approved |
2 | 0 | Not Graduate | Yes | 4,100,000 | 12,200,000 | 8 | 417 | 2,700,000 | 2,200,000 | 8,800,000 | 3,300,000 | Rejected |
3 | 3 | Graduate | No | 9,100,000 | 29,700,000 | 20 | 506 | 7,100,000 | 4,500,000 | 33,300,000 | 12,800,000 | Rejected |
4 | 3 | Graduate | No | 8,200,000 | 30,700,000 | 8 | 467 | 18,200,000 | 3,300,000 | 23,300,000 | 7,900,000 | Rejected |
5 | 5 | Not Graduate | Yes | 9,800,000 | 24,200,000 | 20 | 382 | 12,400,000 | 8,200,000 | 29,400,000 | 5,000,000 | Rejected |
6 | 0 | Graduate | Yes | 4,800,000 | 13,500,000 | 10 | 319 | 6,800,000 | 8,300,000 | 13,700,000 | 5,100,000 | Rejected |
7 | 5 | Graduate | No | 8,700,000 | 33,000,000 | 4 | 678 | 22,500,000 | 14,800,000 | 29,200,000 | 4,300,000 | Approved |
8 | 2 | Graduate | Yes | 5,700,000 | 15,000,000 | 20 | 382 | 13,200,000 | 5,700,000 | 11,800,000 | 6,000,000 | Rejected |
9 | 0 | Graduate | Yes | 800,000 | 2,200,000 | 20 | 782 | 1,300,000 | 800,000 | 2,800,000 | 600,000 | Approved |
10 | 5 | Not Graduate | No | 1,100,000 | 4,300,000 | 10 | 388 | 3,200,000 | 1,400,000 | 3,300,000 | 1,600,000 | Rejected |
11 | 4 | Graduate | Yes | 2,900,000 | 11,200,000 | 2 | 547 | 8,100,000 | 4,700,000 | 9,500,000 | 3,100,000 | Approved |
12 | 2 | Not Graduate | Yes | 6,700,000 | 22,700,000 | 18 | 538 | 15,300,000 | 5,800,000 | 20,400,000 | 6,400,000 | Rejected |
13 | 3 | Not Graduate | Yes | 5,000,000 | 11,600,000 | 16 | 311 | 6,400,000 | 9,600,000 | 14,600,000 | 4,300,000 | Rejected |
14 | 2 | Graduate | Yes | 9,100,000 | 31,500,000 | 14 | 679 | 10,800,000 | 16,600,000 | 20,900,000 | 5,000,000 | Approved |
15 | 1 | Not Graduate | No | 1,900,000 | 7,400,000 | 6 | 469 | 1,900,000 | 1,200,000 | 5,900,000 | 1,900,000 | Rejected |
16 | 5 | Not Graduate | No | 4,700,000 | 10,700,000 | 10 | 794 | 5,700,000 | 3,900,000 | 16,400,000 | 4,400,000 | Approved |
17 | 2 | Graduate | Yes | 500,000 | 1,600,000 | 4 | 663 | 1,300,000 | 100,000 | 1,300,000 | 700,000 | Approved |
18 | 4 | Not Graduate | Yes | 2,900,000 | 9,400,000 | 14 | 780 | 2,900,000 | 2,800,000 | 6,700,000 | 4,300,000 | Approved |
19 | 2 | Graduate | No | 2,700,000 | 10,300,000 | 10 | 736 | 1,000,000 | 0 | 6,200,000 | 3,300,000 | Approved |
20 | 5 | Graduate | No | 6,300,000 | 14,600,000 | 12 | 652 | 10,300,000 | 3,500,000 | 23,500,000 | 5,900,000 | Approved |
21 | 2 | Graduate | No | 5,000,000 | 19,400,000 | 12 | 315 | 9,500,000 | 1,600,000 | 18,000,000 | 6,100,000 | Rejected |
22 | 4 | Graduate | No | 5,800,000 | 14,000,000 | 16 | 530 | 3,800,000 | 11,300,000 | 22,200,000 | 5,400,000 | Rejected |
23 | 4 | Graduate | Yes | 6,500,000 | 25,700,000 | 18 | 311 | 13,100,000 | 1,700,000 | 19,500,000 | 8,500,000 | Rejected |
24 | 0 | Not Graduate | Yes | 500,000 | 1,400,000 | 2 | 551 | 900,000 | 600,000 | 1,100,000 | 300,000 | Approved |
25 | 0 | Not Graduate | No | 4,900,000 | 9,800,000 | 16 | 324 | 3,800,000 | 8,700,000 | 10,000,000 | 3,300,000 | Rejected |
26 | 5 | Not Graduate | No | 3,100,000 | 9,500,000 | 20 | 514 | 7,900,000 | 3,100,000 | 6,600,000 | 2,600,000 | Rejected |
27 | 4 | Graduate | No | 8,200,000 | 28,100,000 | 12 | 696 | 11,500,000 | 10,600,000 | 25,300,000 | 7,200,000 | Approved |
28 | 4 | Not Graduate | Yes | 2,400,000 | 5,600,000 | 4 | 662 | 4,500,000 | 4,200,000 | 5,400,000 | 2,500,000 | Approved |
29 | 5 | Not Graduate | Yes | 7,000,000 | 24,000,000 | 6 | 336 | 2,300,000 | 11,900,000 | 27,500,000 | 9,700,000 | Rejected |
30 | 3 | Not Graduate | Yes | 9,000,000 | 31,500,000 | 10 | 850 | 21,800,000 | 12,400,000 | 33,700,000 | 8,000,000 | Approved |
31 | 2 | Not Graduate | No | 9,800,000 | 25,300,000 | 12 | 313 | 20,200,000 | 5,200,000 | 25,500,000 | 9,300,000 | Rejected |
32 | 2 | Graduate | No | 5,700,000 | 12,000,000 | 6 | 363 | 3,600,000 | 7,400,000 | 21,700,000 | 4,300,000 | Rejected |
33 | 1 | Not Graduate | Yes | 800,000 | 1,600,000 | 10 | 436 | 700,000 | 200,000 | 2,200,000 | 1,000,000 | Rejected |
34 | 5 | Not Graduate | Yes | 8,400,000 | 22,000,000 | 2 | 830 | 3,800,000 | 3,900,000 | 19,900,000 | 5,400,000 | Approved |
35 | 3 | Graduate | No | 4,900,000 | 11,900,000 | 8 | 612 | 9,700,000 | 1,200,000 | 19,000,000 | 5,800,000 | Approved |
36 | 2 | Graduate | Yes | 1,700,000 | 3,400,000 | 8 | 691 | 2,700,000 | 2,800,000 | 6,000,000 | 900,000 | Approved |
37 | 3 | Not Graduate | No | 1,600,000 | 6,200,000 | 18 | 636 | 3,400,000 | 700,000 | 5,300,000 | 1,400,000 | Approved |
38 | 5 | Graduate | Yes | 8,000,000 | 27,200,000 | 6 | 348 | 6,400,000 | 300,000 | 16,700,000 | 7,100,000 | Rejected |
39 | 5 | Graduate | No | 3,600,000 | 7,700,000 | 16 | 830 | 7,000,000 | 1,300,000 | 10,000,000 | 2,900,000 | Approved |
40 | 3 | Not Graduate | Yes | 1,500,000 | 5,100,000 | 6 | 352 | 100,000 | 200,000 | 5,600,000 | 900,000 | Rejected |
41 | 1 | Graduate | No | 7,800,000 | 18,100,000 | 2 | 712 | 8,600,000 | 11,200,000 | 21,700,000 | 9,000,000 | Approved |
42 | 2 | Not Graduate | No | 9,100,000 | 24,900,000 | 16 | 822 | 22,300,000 | 12,100,000 | 31,000,000 | 5,200,000 | Approved |
43 | 3 | Graduate | No | 1,400,000 | 3,400,000 | 6 | 540 | 200,000 | 1,500,000 | 3,900,000 | 800,000 | Rejected |
44 | 2 | Graduate | Yes | 800,000 | 2,300,000 | 12 | 342 | 2,200,000 | 1,300,000 | 1,800,000 | 800,000 | Rejected |
45 | 5 | Graduate | No | 6,500,000 | 13,400,000 | 18 | 787 | 18,200,000 | 300,000 | 16,200,000 | 5,400,000 | Approved |
46 | 4 | Graduate | No | 8,000,000 | 27,800,000 | 16 | 331 | 13,000,000 | 6,300,000 | 21,400,000 | 10,900,000 | Rejected |
47 | 3 | Not Graduate | Yes | 4,200,000 | 14,600,000 | 6 | 679 | 2,400,000 | 6,900,000 | 8,700,000 | 4,900,000 | Approved |
48 | 1 | Graduate | Yes | 4,900,000 | 19,100,000 | 14 | 677 | 5,400,000 | 9,100,000 | 17,700,000 | 6,500,000 | Approved |
49 | 3 | Not Graduate | No | 5,500,000 | 20,500,000 | 12 | 634 | 800,000 | 8,600,000 | 18,500,000 | 8,200,000 | Approved |
50 | 1 | Not Graduate | Yes | 9,500,000 | 19,100,000 | 16 | 662 | 100,000 | 10,500,000 | 37,700,000 | 11,700,000 | Approved |
51 | 4 | Graduate | No | 7,300,000 | 25,400,000 | 16 | 502 | 500,000 | 1,800,000 | 20,500,000 | 10,500,000 | Rejected |
52 | 2 | Graduate | No | 8,700,000 | 24,700,000 | 10 | 435 | 6,800,000 | 3,500,000 | 21,800,000 | 11,300,000 | Rejected |
53 | 5 | Not Graduate | No | 3,800,000 | 7,600,000 | 4 | 689 | 8,700,000 | 100,000 | 9,300,000 | 3,400,000 | Approved |
54 | 1 | Not Graduate | Yes | 8,400,000 | 23,000,000 | 12 | 657 | 15,400,000 | 14,800,000 | 31,900,000 | 8,200,000 | Approved |
55 | 2 | Graduate | Yes | 5,100,000 | 19,700,000 | 20 | 590 | 7,400,000 | 9,300,000 | 19,400,000 | 3,400,000 | Approved |
56 | 5 | Not Graduate | No | 6,700,000 | 24,500,000 | 12 | 818 | 1,200,000 | 5,600,000 | 16,300,000 | 6,200,000 | Approved |
57 | 2 | Not Graduate | No | 4,300,000 | 10,600,000 | 18 | 431 | 2,100,000 | 1,500,000 | 9,300,000 | 5,200,000 | Rejected |
58 | 5 | Graduate | Yes | 9,300,000 | 30,500,000 | 18 | 841 | 19,300,000 | 10,300,000 | 34,600,000 | 8,700,000 | Approved |
59 | 1 | Graduate | No | 7,400,000 | 18,400,000 | 20 | 421 | 18,500,000 | 9,100,000 | 17,500,000 | 4,100,000 | Rejected |
60 | 4 | Not Graduate | Yes | 5,500,000 | 18,200,000 | 16 | 797 | -100,000 | 4,900,000 | 18,600,000 | 4,800,000 | Approved |
61 | 2 | Not Graduate | No | 8,500,000 | 18,900,000 | 18 | 478 | 23,800,000 | 16,300,000 | 25,900,000 | 11,400,000 | Rejected |
62 | 3 | Not Graduate | Yes | 9,600,000 | 30,500,000 | 18 | 669 | 4,700,000 | 1,900,000 | 26,500,000 | 9,300,000 | Approved |
63 | 5 | Not Graduate | Yes | 8,800,000 | 28,900,000 | 6 | 365 | 24,400,000 | 8,600,000 | 27,400,000 | 4,700,000 | Rejected |
64 | 3 | Not Graduate | Yes | 3,300,000 | 7,500,000 | 20 | 586 | 1,600,000 | 5,600,000 | 10,500,000 | 2,900,000 | Approved |
65 | 4 | Graduate | Yes | 3,900,000 | 12,300,000 | 18 | 784 | 7,600,000 | 6,900,000 | 13,100,000 | 2,800,000 | Approved |
66 | 1 | Graduate | No | 4,100,000 | 10,300,000 | 12 | 364 | 9,500,000 | 6,100,000 | 14,900,000 | 2,800,000 | Rejected |
67 | 3 | Not Graduate | No | 8,300,000 | 29,100,000 | 10 | 715 | 6,100,000 | 11,900,000 | 24,100,000 | 11,900,000 | Approved |
68 | 0 | Not Graduate | Yes | 2,700,000 | 10,100,000 | 20 | 693 | 200,000 | 1,700,000 | 5,900,000 | 1,400,000 | Rejected |
69 | 4 | Graduate | No | 5,600,000 | 12,400,000 | 4 | 777 | 5,500,000 | 3,100,000 | 11,800,000 | 5,500,000 | Approved |
70 | 0 | Graduate | No | 1,900,000 | 5,000,000 | 12 | 312 | 4,000,000 | 2,800,000 | 4,900,000 | 2,400,000 | Rejected |
71 | 4 | Not Graduate | Yes | 500,000 | 1,500,000 | 20 | 340 | 100,000 | 200,000 | 1,900,000 | 600,000 | Rejected |
72 | 5 | Graduate | Yes | 5,300,000 | 18,600,000 | 4 | 386 | 2,700,000 | 9,700,000 | 11,900,000 | 4,200,000 | Approved |
73 | 5 | Not Graduate | No | 7,000,000 | 18,300,000 | 4 | 418 | 18,400,000 | 11,700,000 | 21,500,000 | 7,600,000 | Rejected |
74 | 3 | Not Graduate | Yes | 5,800,000 | 16,700,000 | 16 | 735 | 3,900,000 | 9,400,000 | 12,600,000 | 5,600,000 | Approved |
75 | 2 | Not Graduate | No | 2,600,000 | 8,400,000 | 6 | 494 | 6,500,000 | 3,800,000 | 5,600,000 | 2,000,000 | Rejected |
76 | 2 | Not Graduate | No | 1,900,000 | 6,500,000 | 18 | 671 | 600,000 | 2,500,000 | 4,800,000 | 1,100,000 | Approved |
77 | 4 | Graduate | No | 5,700,000 | 14,800,000 | 16 | 697 | 14,300,000 | 7,800,000 | 12,900,000 | 6,300,000 | Approved |
78 | 0 | Graduate | No | 9,000,000 | 33,500,000 | 8 | 801 | 11,600,000 | 8,900,000 | 35,400,000 | 11,100,000 | Approved |
79 | 2 | Not Graduate | No | 8,500,000 | 29,400,000 | 12 | 576 | 17,600,000 | 5,600,000 | 25,200,000 | 9,000,000 | Approved |
80 | 0 | Not Graduate | No | 700,000 | 1,400,000 | 14 | 639 | 1,900,000 | 700,000 | 2,400,000 | 900,000 | Approved |
81 | 4 | Graduate | No | 3,500,000 | 8,900,000 | 4 | 470 | 1,300,000 | 2,200,000 | 12,300,000 | 2,000,000 | Rejected |
82 | 0 | Not Graduate | No | 8,800,000 | 31,200,000 | 4 | 826 | 2,900,000 | 500,000 | 33,300,000 | 8,600,000 | Approved |
83 | 2 | Not Graduate | Yes | 9,900,000 | 21,200,000 | 16 | 363 | 25,500,000 | 11,400,000 | 26,600,000 | 6,800,000 | Rejected |
84 | 3 | Graduate | No | 3,600,000 | 8,600,000 | 20 | 613 | 9,400,000 | 300,000 | 10,300,000 | 3,300,000 | Approved |
85 | 3 | Not Graduate | Yes | 3,000,000 | 8,200,000 | 16 | 713 | 5,300,000 | 5,800,000 | 11,000,000 | 3,400,000 | Approved |
86 | 2 | Graduate | No | 6,800,000 | 21,200,000 | 16 | 439 | 17,100,000 | 4,700,000 | 23,300,000 | 3,600,000 | Rejected |
87 | 5 | Not Graduate | Yes | 1,100,000 | 3,800,000 | 18 | 387 | 1,300,000 | 1,200,000 | 3,800,000 | 1,600,000 | Rejected |
88 | 1 | Not Graduate | Yes | 8,700,000 | 28,300,000 | 8 | 402 | 20,400,000 | 13,600,000 | 27,900,000 | 10,200,000 | Rejected |
89 | 4 | Graduate | Yes | 2,000,000 | 8,000,000 | 6 | 837 | 5,100,000 | 2,600,000 | 3,900,000 | 2,900,000 | Approved |
90 | 2 | Not Graduate | No | 9,800,000 | 37,600,000 | 10 | 641 | 24,100,000 | 0 | 23,400,000 | 7,600,000 | Approved |
91 | 4 | Graduate | No | 5,700,000 | 21,100,000 | 18 | 489 | 500,000 | 4,300,000 | 12,500,000 | 6,000,000 | Rejected |
92 | 4 | Graduate | No | 8,800,000 | 20,700,000 | 18 | 540 | 19,200,000 | 3,200,000 | 22,400,000 | 12,700,000 | Rejected |
93 | 4 | Graduate | No | 3,800,000 | 8,900,000 | 4 | 844 | 9,100,000 | 3,500,000 | 13,100,000 | 4,700,000 | Approved |
94 | 1 | Graduate | No | 1,700,000 | 6,400,000 | 10 | 452 | 900,000 | 1,100,000 | 5,600,000 | 2,100,000 | Rejected |
95 | 2 | Graduate | No | 1,000,000 | 2,000,000 | 10 | 366 | 1,200,000 | 400,000 | 3,200,000 | 1,300,000 | Rejected |
96 | 5 | Graduate | No | 300,000 | 1,100,000 | 2 | 300 | 100,000 | 500,000 | 700,000 | 400,000 | Approved |
97 | 2 | Graduate | Yes | 6,600,000 | 15,000,000 | 18 | 470 | 1,200,000 | 4,800,000 | 18,200,000 | 7,000,000 | Rejected |
98 | 2 | Not Graduate | No | 8,700,000 | 25,000,000 | 20 | 861 | 14,700,000 | 8,500,000 | 23,200,000 | 7,300,000 | Approved |
99 | 4 | Graduate | No | 9,400,000 | 29,400,000 | 12 | 562 | 25,900,000 | 15,200,000 | 36,400,000 | 7,100,000 | Approved |
100 | 0 | Graduate | No | 4,400,000 | 10,800,000 | 14 | 463 | 2,400,000 | 4,800,000 | 13,800,000 | 4,700,000 | Rejected |
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