Credit_History
int64 0
1
⌀ | CoapplicantIncome
float64 0
41.7k
| Gender
stringclasses 3
values | Self_Employed
stringclasses 3
values | Loan_Status
stringclasses 2
values | Education
stringclasses 2
values | Dependents
stringclasses 5
values | Loan_ID
stringlengths 8
8
| LoanAmount
int64 9
700
⌀ | ApplicantIncome
int64 150
81k
| Married
stringclasses 3
values | Property_Area
stringclasses 3
values | Loan_Amount_Term
int64 12
480
⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 3,263 |
Male
|
No
|
Y
|
Not Graduate
|
2
|
LP001345
| 133 | 4,288 |
Yes
|
Urban
| 180 |
1 | 3,806 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001349
| 151 | 4,843 |
No
|
Semiurban
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
LP001350
| null | 13,650 |
Yes
|
Urban
| 360 |
|
1 | 3,583 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001356
| null | 4,652 |
Yes
|
Semiurban
| 360 |
1 | 754 |
Male
|
No
|
Y
|
Graduate
|
LP001357
| 160 | 3,816 |
Urban
| 360 |
||
1 | 1,030 |
Male
|
No
|
Y
|
Graduate
|
1
|
LP001367
| 100 | 3,052 |
Yes
|
Urban
| 360 |
1 | 1,126 |
Male
|
No
|
Y
|
Graduate
|
2
|
LP001369
| 225 | 11,417 |
Yes
|
Urban
| 360 |
1 | 0 |
Male
|
N
|
Not Graduate
|
0
|
LP001370
| 120 | 7,333 |
No
|
Rural
| 360 |
|
0 | 3,600 |
Male
|
No
|
N
|
Graduate
|
2
|
LP001379
| 216 | 3,800 |
Yes
|
Urban
| 360 |
1 | 754 |
Male
|
No
|
Y
|
Not Graduate
|
3+
|
LP001384
| 94 | 2,071 |
Yes
|
Semiurban
| 480 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001385
| 136 | 5,316 |
No
|
Urban
| 360 |
1 | 2,333 |
Female
|
Y
|
Graduate
|
0
|
LP001387
| 139 | 2,929 |
Yes
|
Semiurban
| 360 |
|
0 | 4,114 |
Male
|
No
|
N
|
Not Graduate
|
0
|
LP001391
| 152 | 3,572 |
Yes
|
Rural
| null |
1 | 0 |
Female
|
Yes
|
Y
|
Graduate
|
1
|
LP001392
| null | 7,451 |
No
|
Semiurban
| 360 |
1 | 0 |
Male
|
Y
|
Graduate
|
0
|
LP001398
| 118 | 5,050 |
No
|
Semiurban
| 360 |
|
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
1
|
LP001401
| 185 | 14,583 |
Yes
|
Rural
| 180 |
1 | 2,283 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001404
| 154 | 3,167 |
Yes
|
Semiurban
| 360 |
null | 1,398 |
Male
|
No
|
Y
|
Graduate
|
1
|
LP001405
| 85 | 2,214 |
Yes
|
Urban
| 360 |
1 | 2,142 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001421
| 175 | 5,568 |
Yes
|
Rural
| 360 |
1 | 0 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001422
| 259 | 10,408 |
No
|
Urban
| 360 |
1 | 2,667 |
Male
|
No
|
Y
|
Graduate
|
LP001426
| 180 | 5,667 |
Yes
|
Rural
| 360 |
|
1 | 0 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001430
| 44 | 4,166 |
No
|
Semiurban
| 360 |
0 | 8,980 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001431
| 137 | 2,137 |
No
|
Semiurban
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
2
|
LP001432
| 81 | 2,957 |
Yes
|
Semiurban
| 360 |
1 | 2,014 |
Male
|
No
|
Y
|
Not Graduate
|
0
|
LP001439
| 194 | 4,300 |
Yes
|
Rural
| 360 |
null | 0 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001443
| 93 | 3,692 |
No
|
Rural
| 360 |
1 | 0 |
No
|
Y
|
Graduate
|
3+
|
LP001448
| 370 | 23,803 |
Yes
|
Rural
| 360 |
|
1 | 1,640 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001449
| null | 3,865 |
No
|
Rural
| 360 |
0 | 3,850 |
Male
|
Yes
|
N
|
Graduate
|
1
|
LP001451
| 160 | 10,513 |
Yes
|
Urban
| 180 |
null | 2,569 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001465
| 182 | 6,080 |
Yes
|
Rural
| 360 |
null | 0 |
Male
|
Yes
|
Y
|
Graduate
|
0
|
LP001469
| 650 | 20,166 |
No
|
Urban
| 480 |
1 | 1,929 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001473
| 74 | 2,014 |
No
|
Urban
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001478
| 70 | 2,718 |
No
|
Semiurban
| 360 |
1 | 0 |
Male
|
Yes
|
Y
|
Graduate
|
0
|
LP001482
| 25 | 3,459 |
Yes
|
Semiurban
| 120 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001487
| 102 | 4,895 |
No
|
Semiurban
| 360 |
1 | 7,750 |
Male
|
No
|
N
|
Graduate
|
3+
|
LP001488
| 290 | 4,000 |
Yes
|
Semiurban
| 360 |
1 | 0 |
Female
|
No
|
N
|
Graduate
|
0
|
LP001489
| 84 | 4,583 |
Yes
|
Rural
| 360 |
1 | 3,500 |
Male
|
Yes
|
Y
|
Graduate
|
2
|
LP001491
| 88 | 3,316 |
Yes
|
Urban
| 360 |
0 | 0 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001492
| 242 | 14,999 |
No
|
Semiurban
| 360 |
1 | 1,430 |
Male
|
No
|
N
|
Not Graduate
|
2
|
LP001493
| 129 | 4,200 |
Yes
|
Rural
| 360 |
1 | 2,083 |
Male
|
No
|
N
|
Graduate
|
2
|
LP001497
| 185 | 5,042 |
Yes
|
Rural
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001498
| 168 | 5,417 |
No
|
Urban
| 360 |
1 | 0 |
Male
|
Yes
|
Y
|
Graduate
|
0
|
LP001504
| 175 | 6,950 |
No
|
Semiurban
| 180 |
1 | 2,034 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001507
| 122 | 2,698 |
Yes
|
Semiurban
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
2
|
LP001508
| 187 | 11,757 |
Yes
|
Urban
| 180 |
1 | 4,486 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001514
| 100 | 2,330 |
Yes
|
Semiurban
| 360 |
1 | 0 |
Female
|
No
|
Y
|
Graduate
|
2
|
LP001516
| 70 | 14,866 |
Yes
|
Urban
| 360 |
1 | 1,425 |
Male
|
No
|
Y
|
Graduate
|
1
|
LP001518
| 30 | 1,538 |
Yes
|
Urban
| 360 |
1 | 1,666 |
Female
|
No
|
N
|
Graduate
|
0
|
LP001519
| 225 | 10,000 |
No
|
Rural
| 360 |
1 | 830 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001520
| 125 | 4,860 |
Yes
|
Semiurban
| 360 |
0 | 0 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001528
| 118 | 6,277 |
No
|
Rural
| 360 |
1 | 3,750 |
Male
|
Yes
|
Y
|
Graduate
|
0
|
LP001529
| 152 | 2,577 |
Yes
|
Rural
| 360 |
1 | 0 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001531
| 244 | 9,166 |
No
|
Urban
| 360 |
1 | 0 |
Male
|
No
|
N
|
Not Graduate
|
2
|
LP001532
| 113 | 2,281 |
Yes
|
Rural
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001535
| 50 | 3,254 |
No
|
Urban
| 360 |
0 | 0 |
Male
|
No
|
Y
|
Graduate
|
3+
|
LP001536
| 600 | 39,999 |
Yes
|
Semiurban
| 180 |
null | 0 |
Male
|
No
|
Y
|
Graduate
|
1
|
LP001541
| 160 | 6,000 |
Yes
|
Rural
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
1
|
LP001543
| 187 | 9,538 |
Yes
|
Urban
| 360 |
1 | 2,083 |
Male
|
Y
|
Graduate
|
0
|
LP001546
| 120 | 2,980 |
No
|
Rural
| 360 |
|
1 | 5,625 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001552
| 255 | 4,583 |
Yes
|
Semiurban
| 360 |
1 | 1,041 |
Male
|
No
|
Y
|
Not Graduate
|
0
|
LP001560
| 98 | 1,863 |
Yes
|
Semiurban
| 360 |
1 | 0 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001562
| 275 | 7,933 |
Yes
|
Urban
| 360 |
0 | 1,280 |
Male
|
No
|
N
|
Graduate
|
1
|
LP001565
| 121 | 3,089 |
Yes
|
Semiurban
| 360 |
1 | 1,447 |
Male
|
No
|
Y
|
Graduate
|
2
|
LP001570
| 158 | 4,167 |
Yes
|
Rural
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001572
| 75 | 9,323 |
Yes
|
Urban
| 180 |
1 | 3,166 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001574
| 182 | 3,707 |
Yes
|
Rural
| null |
1 | 0 |
Female
|
No
|
N
|
Graduate
|
0
|
LP001577
| 112 | 4,583 |
Yes
|
Rural
| 360 |
1 | 3,333 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001578
| 129 | 2,439 |
Yes
|
Rural
| 360 |
0 | 0 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001579
| 63 | 2,237 |
No
|
Semiurban
| 480 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
2
|
LP001580
| 200 | 8,000 |
Yes
|
Semiurban
| 360 |
1 | 1,769 |
Male
|
Y
|
Not Graduate
|
0
|
LP001581
| 95 | 1,820 |
Yes
|
Rural
| 360 |
|
1 | 0 |
No
|
Y
|
Graduate
|
3+
|
LP001585
| 700 | 51,763 |
Yes
|
Urban
| 300 |
|
1 | 0 |
Male
|
No
|
N
|
Not Graduate
|
3+
|
LP001586
| 81 | 3,522 |
Yes
|
Rural
| 180 |
1 | 5,625 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001594
| 187 | 5,708 |
Yes
|
Semiurban
| 360 |
1 | 736 |
Male
|
Yes
|
N
|
Not Graduate
|
0
|
LP001603
| 87 | 4,344 |
Yes
|
Semiurban
| 360 |
1 | 1,964 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001606
| 116 | 3,497 |
Yes
|
Rural
| 360 |
1 | 1,619 |
Male
|
No
|
Y
|
Graduate
|
2
|
LP001608
| 101 | 2,045 |
Yes
|
Rural
| 360 |
0 | 11,300 |
Male
|
No
|
N
|
Graduate
|
3+
|
LP001610
| 495 | 5,516 |
Yes
|
Semiurban
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
1
|
LP001616
| 116 | 3,750 |
Yes
|
Semiurban
| 360 |
0 | 1,451 |
Male
|
No
|
N
|
Not Graduate
|
0
|
LP001630
| 102 | 2,333 |
No
|
Urban
| 480 |
0 | 7,250 |
Male
|
No
|
N
|
Graduate
|
1
|
LP001633
| 180 | 6,400 |
Yes
|
Urban
| 360 |
null | 5,063 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001634
| 67 | 1,916 |
No
|
Rural
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001636
| 73 | 4,600 |
Yes
|
Semiurban
| 180 |
1 | 0 |
Male
|
No
|
N
|
Graduate
|
1
|
LP001637
| 260 | 33,846 |
Yes
|
Semiurban
| 360 |
1 | 0 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001639
| 108 | 3,625 |
Yes
|
Semiurban
| 360 |
1 | 4,750 |
Male
|
Yes
|
Y
|
Graduate
|
0
|
LP001640
| 120 | 39,147 |
Yes
|
Semiurban
| 360 |
0 | 0 |
Male
|
Yes
|
N
|
Graduate
|
1
|
LP001641
| 66 | 2,178 |
Yes
|
Rural
| 300 |
null | 2,138 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001643
| 58 | 2,383 |
Yes
|
Rural
| 360 |
1 | 5,296 |
Yes
|
Y
|
Graduate
|
0
|
LP001644
| 168 | 674 |
Yes
|
Rural
| 360 |
|
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001647
| 188 | 9,328 |
Yes
|
Rural
| 180 |
1 | 0 |
Male
|
No
|
Y
|
Not Graduate
|
0
|
LP001653
| 48 | 4,885 |
No
|
Rural
| 360 |
1 | 0 |
Male
|
No
|
N
|
Graduate
|
0
|
LP001656
| 164 | 12,000 |
No
|
Semiurban
| 360 |
1 | 0 |
Male
|
No
|
N
|
Not Graduate
|
0
|
LP001657
| 160 | 6,033 |
Yes
|
Urban
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001658
| 76 | 3,858 |
No
|
Semiurban
| 360 |
1 | 0 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001664
| 120 | 4,191 |
No
|
Rural
| 360 |
1 | 2,583 |
Male
|
No
|
N
|
Graduate
|
1
|
LP001665
| 170 | 3,125 |
Yes
|
Semiurban
| 360 |
1 | 3,750 |
Male
|
No
|
Y
|
Graduate
|
0
|
LP001666
| 187 | 8,333 |
No
|
Rural
| 360 |
1 | 2,365 |
Female
|
No
|
Y
|
Not Graduate
|
0
|
LP001669
| 120 | 1,907 |
No
|
Urban
| null |
null | 2,816 |
Female
|
No
|
Y
|
Graduate
|
0
|
LP001671
| 113 | 3,416 |
Yes
|
Semiurban
| 360 |
1 | 0 |
Male
|
Yes
|
N
|
Graduate
|
0
|
LP001673
| 83 | 11,000 |
No
|
Urban
| 360 |
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