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