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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
LP002288
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 2,889 | 0 | 45 | 180 | 0 |
Urban
|
N
|
LP002296
|
Male
|
No
|
0
|
Not Graduate
|
No
| 2,755 | 0 | 65 | 300 | 1 |
Rural
|
N
|
LP002297
|
Male
|
No
|
0
|
Graduate
|
No
| 2,500 | 20,000 | 103 | 360 | 1 |
Semiurban
|
Y
|
LP002300
|
Female
|
No
|
0
|
Not Graduate
|
No
| 1,963 | 0 | 53 | 360 | 1 |
Semiurban
|
Y
|
LP002301
|
Female
|
No
|
0
|
Graduate
|
Yes
| 7,441 | 0 | 194 | 360 | 1 |
Rural
|
N
|
LP002305
|
Female
|
No
|
0
|
Graduate
|
No
| 4,547 | 0 | 115 | 360 | 1 |
Semiurban
|
Y
|
LP002308
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,167 | 2,400 | 115 | 360 | 1 |
Urban
|
Y
|
LP002314
|
Female
|
No
|
0
|
Not Graduate
|
No
| 2,213 | 0 | 66 | 360 | 1 |
Rural
|
Y
|
LP002315
|
Male
|
Yes
|
1
|
Graduate
|
No
| 8,300 | 0 | 152 | 300 | 0 |
Semiurban
|
N
|
LP002317
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 81,000 | 0 | 360 | 360 | 0 |
Rural
|
N
|
LP002318
|
Female
|
No
|
1
|
Not Graduate
|
Yes
| 3,867 | 0 | 62 | 360 | 1 |
Semiurban
|
N
|
LP002319
|
Male
|
Yes
|
0
|
Graduate
| null | 6,256 | 0 | 160 | 360 | null |
Urban
|
Y
|
LP002328
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 6,096 | 0 | 218 | 360 | 0 |
Rural
|
N
|
LP002332
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,253 | 2,033 | 110 | 360 | 1 |
Rural
|
Y
|
LP002335
|
Female
|
Yes
|
0
|
Not Graduate
|
No
| 2,149 | 3,237 | 178 | 360 | 0 |
Semiurban
|
N
|
LP002337
|
Female
|
No
|
0
|
Graduate
|
No
| 2,995 | 0 | 60 | 360 | 1 |
Urban
|
Y
|
LP002341
|
Female
|
No
|
1
|
Graduate
|
No
| 2,600 | 0 | 160 | 360 | 1 |
Urban
|
N
|
LP002342
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 1,600 | 20,000 | 239 | 360 | 1 |
Urban
|
N
|
LP002345
|
Male
|
Yes
|
0
|
Graduate
|
No
| 1,025 | 2,773 | 112 | 360 | 1 |
Rural
|
Y
|
LP002347
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,246 | 1,417 | 138 | 360 | 1 |
Semiurban
|
Y
|
LP002348
|
Male
|
Yes
|
0
|
Graduate
|
No
| 5,829 | 0 | 138 | 360 | 1 |
Rural
|
Y
|
LP002357
|
Female
|
No
|
0
|
Not Graduate
|
No
| 2,720 | 0 | 80 | null | 0 |
Urban
|
N
|
LP002361
|
Male
|
Yes
|
0
|
Graduate
|
No
| 1,820 | 1,719 | 100 | 360 | 1 |
Urban
|
Y
|
LP002362
|
Male
|
Yes
|
1
|
Graduate
|
No
| 7,250 | 1,667 | 110 | null | 0 |
Urban
|
N
|
LP002364
|
Male
|
Yes
|
0
|
Graduate
|
No
| 14,880 | 0 | 96 | 360 | 1 |
Semiurban
|
Y
|
LP002366
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,666 | 4,300 | 121 | 360 | 1 |
Rural
|
Y
|
LP002367
|
Female
|
No
|
1
|
Not Graduate
|
No
| 4,606 | 0 | 81 | 360 | 1 |
Rural
|
N
|
LP002368
|
Male
|
Yes
|
2
|
Graduate
|
No
| 5,935 | 0 | 133 | 360 | 1 |
Semiurban
|
Y
|
LP002369
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,920 | 16.120001 | 87 | 360 | 1 |
Rural
|
Y
|
LP002370
|
Male
|
No
|
0
|
Not Graduate
|
No
| 2,717 | 0 | 60 | 180 | 1 |
Urban
|
Y
|
LP002377
|
Female
|
No
|
1
|
Graduate
|
Yes
| 8,624 | 0 | 150 | 360 | 1 |
Semiurban
|
Y
|
LP002379
|
Male
|
No
|
0
|
Graduate
|
No
| 6,500 | 0 | 105 | 360 | 0 |
Rural
|
N
|
LP002386
|
Male
|
No
|
0
|
Graduate
| null | 12,876 | 0 | 405 | 360 | 1 |
Semiurban
|
Y
|
LP002387
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,425 | 2,340 | 143 | 360 | 1 |
Semiurban
|
Y
|
LP002390
|
Male
|
No
|
0
|
Graduate
|
No
| 3,750 | 0 | 100 | 360 | 1 |
Urban
|
Y
|
LP002393
|
Female
| null | null |
Graduate
|
No
| 10,047 | 0 | null | 240 | 1 |
Semiurban
|
Y
|
LP002398
|
Male
|
No
|
0
|
Graduate
|
No
| 1,926 | 1,851 | 50 | 360 | 1 |
Semiurban
|
Y
|
LP002401
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,213 | 1,125 | null | 360 | 1 |
Urban
|
Y
|
LP002403
|
Male
|
No
|
0
|
Graduate
|
Yes
| 10,416 | 0 | 187 | 360 | 0 |
Urban
|
N
|
LP002407
|
Female
|
Yes
|
0
|
Not Graduate
|
Yes
| 7,142 | 0 | 138 | 360 | 1 |
Rural
|
Y
|
LP002408
|
Male
|
No
|
0
|
Graduate
|
No
| 3,660 | 5,064 | 187 | 360 | 1 |
Semiurban
|
Y
|
LP002409
|
Male
|
Yes
|
0
|
Graduate
|
No
| 7,901 | 1,833 | 180 | 360 | 1 |
Rural
|
Y
|
LP002418
|
Male
|
No
|
3+
|
Not Graduate
|
No
| 4,707 | 1,993 | 148 | 360 | 1 |
Semiurban
|
Y
|
LP002422
|
Male
|
No
|
1
|
Graduate
|
No
| 37,719 | 0 | 152 | 360 | 1 |
Semiurban
|
Y
|
LP002424
|
Male
|
Yes
|
0
|
Graduate
|
No
| 7,333 | 8,333 | 175 | 300 | null |
Rural
|
Y
|
LP002429
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 3,466 | 1,210 | 130 | 360 | 1 |
Rural
|
Y
|
LP002434
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 4,652 | 0 | 110 | 360 | 1 |
Rural
|
Y
|
LP002435
|
Male
|
Yes
|
0
|
Graduate
| null | 3,539 | 1,376 | 55 | 360 | 1 |
Rural
|
N
|
LP002443
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,340 | 1,710 | 150 | 360 | 0 |
Rural
|
N
|
LP002444
|
Male
|
No
|
1
|
Not Graduate
|
Yes
| 2,769 | 1,542 | 190 | 360 | null |
Semiurban
|
N
|
LP002446
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 2,309 | 1,255 | 125 | 360 | 0 |
Rural
|
N
|
LP002447
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 1,958 | 1,456 | 60 | 300 | null |
Urban
|
Y
|
LP002448
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,948 | 1,733 | 149 | 360 | 0 |
Rural
|
N
|
LP002449
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,483 | 2,466 | 90 | 180 | 0 |
Rural
|
Y
|
LP002453
|
Male
|
No
|
0
|
Graduate
|
Yes
| 7,085 | 0 | 84 | 360 | 1 |
Semiurban
|
Y
|
LP002455
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,859 | 0 | 96 | 360 | 1 |
Semiurban
|
Y
|
LP002459
|
Male
|
Yes
|
0
|
Graduate
|
No
| 4,301 | 0 | 118 | 360 | 1 |
Urban
|
Y
|
LP002467
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,708 | 2,569 | 173 | 360 | 1 |
Urban
|
N
|
LP002472
|
Male
|
No
|
2
|
Graduate
|
No
| 4,354 | 0 | 136 | 360 | 1 |
Rural
|
Y
|
LP002473
|
Male
|
Yes
|
0
|
Graduate
|
No
| 8,334 | 0 | 160 | 360 | 1 |
Semiurban
|
N
|
LP002478
| null |
Yes
|
0
|
Graduate
|
Yes
| 2,083 | 4,083 | 160 | 360 | null |
Semiurban
|
Y
|
LP002484
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 7,740 | 0 | 128 | 180 | 1 |
Urban
|
Y
|
LP002487
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,015 | 2,188 | 153 | 360 | 1 |
Rural
|
Y
|
LP002489
|
Female
|
No
|
1
|
Not Graduate
| null | 5,191 | 0 | 132 | 360 | 1 |
Semiurban
|
Y
|
LP002493
|
Male
|
No
|
0
|
Graduate
|
No
| 4,166 | 0 | 98 | 360 | 0 |
Semiurban
|
N
|
LP002494
|
Male
|
No
|
0
|
Graduate
|
No
| 6,000 | 0 | 140 | 360 | 1 |
Rural
|
Y
|
LP002500
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 2,947 | 1,664 | 70 | 180 | 0 |
Urban
|
N
|
LP002501
| null |
Yes
|
0
|
Graduate
|
No
| 16,692 | 0 | 110 | 360 | 1 |
Semiurban
|
Y
|
LP002502
|
Female
|
Yes
|
2
|
Not Graduate
| null | 210 | 2,917 | 98 | 360 | 1 |
Semiurban
|
Y
|
LP002505
|
Male
|
Yes
|
0
|
Graduate
|
No
| 4,333 | 2,451 | 110 | 360 | 1 |
Urban
|
N
|
LP002515
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 3,450 | 2,079 | 162 | 360 | 1 |
Semiurban
|
Y
|
LP002517
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 2,653 | 1,500 | 113 | 180 | 0 |
Rural
|
N
|
LP002519
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 4,691 | 0 | 100 | 360 | 1 |
Semiurban
|
Y
|
LP002522
|
Female
|
No
|
0
|
Graduate
|
Yes
| 2,500 | 0 | 93 | 360 | null |
Urban
|
Y
|
LP002524
|
Male
|
No
|
2
|
Graduate
|
No
| 5,532 | 4,648 | 162 | 360 | 1 |
Rural
|
Y
|
LP002527
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 16,525 | 1,014 | 150 | 360 | 1 |
Rural
|
Y
|
LP002529
|
Male
|
Yes
|
2
|
Graduate
|
No
| 6,700 | 1,750 | 230 | 300 | 1 |
Semiurban
|
Y
|
LP002530
| null |
Yes
|
2
|
Graduate
|
No
| 2,873 | 1,872 | 132 | 360 | 0 |
Semiurban
|
N
|
LP002531
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 16,667 | 2,250 | 86 | 360 | 1 |
Semiurban
|
Y
|
LP002533
|
Male
|
Yes
|
2
|
Graduate
|
No
| 2,947 | 1,603 | null | 360 | 1 |
Urban
|
N
|
LP002534
|
Female
|
No
|
0
|
Not Graduate
|
No
| 4,350 | 0 | 154 | 360 | 1 |
Rural
|
Y
|
LP002536
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 3,095 | 0 | 113 | 360 | 1 |
Rural
|
Y
|
LP002537
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,083 | 3,150 | 128 | 360 | 1 |
Semiurban
|
Y
|
LP002541
|
Male
|
Yes
|
0
|
Graduate
|
No
| 10,833 | 0 | 234 | 360 | 1 |
Semiurban
|
Y
|
LP002543
|
Male
|
Yes
|
2
|
Graduate
|
No
| 8,333 | 0 | 246 | 360 | 1 |
Semiurban
|
Y
|
LP002544
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 1,958 | 2,436 | 131 | 360 | 1 |
Rural
|
Y
|
LP002545
|
Male
|
No
|
2
|
Graduate
|
No
| 3,547 | 0 | 80 | 360 | 0 |
Rural
|
N
|
LP002547
|
Male
|
Yes
|
1
|
Graduate
|
No
| 18,333 | 0 | 500 | 360 | 1 |
Urban
|
N
|
LP002555
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 4,583 | 2,083 | 160 | 360 | 1 |
Semiurban
|
Y
|
LP002556
|
Male
|
No
|
0
|
Graduate
|
No
| 2,435 | 0 | 75 | 360 | 1 |
Urban
|
N
|
LP002560
|
Male
|
No
|
0
|
Not Graduate
|
No
| 2,699 | 2,785 | 96 | 360 | null |
Semiurban
|
Y
|
LP002562
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 5,333 | 1,131 | 186 | 360 | null |
Urban
|
Y
|
LP002571
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,691 | 0 | 110 | 360 | 1 |
Rural
|
Y
|
LP002582
|
Female
|
No
|
0
|
Not Graduate
|
Yes
| 17,263 | 0 | 225 | 360 | 1 |
Semiurban
|
Y
|
LP002585
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,597 | 2,157 | 119 | 360 | 0 |
Rural
|
N
|
LP002586
|
Female
|
Yes
|
1
|
Graduate
|
No
| 3,326 | 913 | 105 | 84 | 1 |
Semiurban
|
Y
|
LP002587
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,600 | 1,700 | 107 | 360 | 1 |
Rural
|
Y
|
LP002588
|
Male
|
Yes
|
0
|
Graduate
|
No
| 4,625 | 2,857 | 111 | 12 | null |
Urban
|
Y
|
LP002600
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 2,895 | 0 | 95 | 360 | 1 |
Semiurban
|
Y
|
LP002602
|
Male
|
No
|
0
|
Graduate
|
No
| 6,283 | 4,416 | 209 | 360 | 0 |
Rural
|
N
|
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