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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
LP002603
|
Female
|
No
|
0
|
Graduate
|
No
| 645 | 3,683 | 113 | 480 | 1 |
Rural
|
Y
|
LP002606
|
Female
|
No
|
0
|
Graduate
|
No
| 3,159 | 0 | 100 | 360 | 1 |
Semiurban
|
Y
|
LP002615
|
Male
|
Yes
|
2
|
Graduate
|
No
| 4,865 | 5,624 | 208 | 360 | 1 |
Semiurban
|
Y
|
LP002618
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 4,050 | 5,302 | 138 | 360 | null |
Rural
|
N
|
LP002619
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 3,814 | 1,483 | 124 | 300 | 1 |
Semiurban
|
Y
|
LP002622
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,510 | 4,416 | 243 | 360 | 1 |
Rural
|
Y
|
LP002624
|
Male
|
Yes
|
0
|
Graduate
|
No
| 20,833 | 6,667 | 480 | 360 | null |
Urban
|
Y
|
LP002625
| null |
No
|
0
|
Graduate
|
No
| 3,583 | 0 | 96 | 360 | 1 |
Urban
|
N
|
LP002626
|
Male
|
Yes
|
0
|
Graduate
|
Yes
| 2,479 | 3,013 | 188 | 360 | 1 |
Urban
|
Y
|
LP002634
|
Female
|
No
|
1
|
Graduate
|
No
| 13,262 | 0 | 40 | 360 | 1 |
Urban
|
Y
|
LP002637
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,598 | 1,287 | 100 | 360 | 1 |
Rural
|
N
|
LP002640
|
Male
|
Yes
|
1
|
Graduate
|
No
| 6,065 | 2,004 | 250 | 360 | 1 |
Semiurban
|
Y
|
LP002643
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,283 | 2,035 | 148 | 360 | 1 |
Urban
|
Y
|
LP002648
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,130 | 6,666 | 70 | 180 | 1 |
Semiurban
|
N
|
LP002652
|
Male
|
No
|
0
|
Graduate
|
No
| 5,815 | 3,666 | 311 | 360 | 1 |
Rural
|
N
|
LP002659
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 3,466 | 3,428 | 150 | 360 | 1 |
Rural
|
Y
|
LP002670
|
Female
|
Yes
|
2
|
Graduate
|
No
| 2,031 | 1,632 | 113 | 480 | 1 |
Semiurban
|
Y
|
LP002682
|
Male
|
Yes
| null |
Not Graduate
|
No
| 3,074 | 1,800 | 123 | 360 | 0 |
Semiurban
|
N
|
LP002683
|
Male
|
No
|
0
|
Graduate
|
No
| 4,683 | 1,915 | 185 | 360 | 1 |
Semiurban
|
N
|
LP002684
|
Female
|
No
|
0
|
Not Graduate
|
No
| 3,400 | 0 | 95 | 360 | 1 |
Rural
|
N
|
LP002689
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 2,192 | 1,742 | 45 | 360 | 1 |
Semiurban
|
Y
|
LP002690
|
Male
|
No
|
0
|
Graduate
|
No
| 2,500 | 0 | 55 | 360 | 1 |
Semiurban
|
Y
|
LP002692
|
Male
|
Yes
|
3+
|
Graduate
|
Yes
| 5,677 | 1,424 | 100 | 360 | 1 |
Rural
|
Y
|
LP002693
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 7,948 | 7,166 | 480 | 360 | 1 |
Rural
|
Y
|
LP002697
|
Male
|
No
|
0
|
Graduate
|
No
| 4,680 | 2,087 | null | 360 | 1 |
Semiurban
|
N
|
LP002699
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 17,500 | 0 | 400 | 360 | 1 |
Rural
|
Y
|
LP002705
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,775 | 0 | 110 | 360 | 1 |
Semiurban
|
Y
|
LP002706
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 5,285 | 1,430 | 161 | 360 | 0 |
Semiurban
|
Y
|
LP002714
|
Male
|
No
|
1
|
Not Graduate
|
No
| 2,679 | 1,302 | 94 | 360 | 1 |
Semiurban
|
Y
|
LP002716
|
Male
|
No
|
0
|
Not Graduate
|
No
| 6,783 | 0 | 130 | 360 | 1 |
Semiurban
|
Y
|
LP002717
|
Male
|
Yes
|
0
|
Graduate
|
No
| 1,025 | 5,500 | 216 | 360 | null |
Rural
|
Y
|
LP002720
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 4,281 | 0 | 100 | 360 | 1 |
Urban
|
Y
|
LP002723
|
Male
|
No
|
2
|
Graduate
|
No
| 3,588 | 0 | 110 | 360 | 0 |
Rural
|
N
|
LP002729
|
Male
|
No
|
1
|
Graduate
|
No
| 11,250 | 0 | 196 | 360 | null |
Semiurban
|
N
|
LP002731
|
Female
|
No
|
0
|
Not Graduate
|
Yes
| 18,165 | 0 | 125 | 360 | 1 |
Urban
|
Y
|
LP002732
|
Male
|
No
|
0
|
Not Graduate
| null | 2,550 | 2,042 | 126 | 360 | 1 |
Rural
|
Y
|
LP002734
|
Male
|
Yes
|
0
|
Graduate
|
No
| 6,133 | 3,906 | 324 | 360 | 1 |
Urban
|
Y
|
LP002738
|
Male
|
No
|
2
|
Graduate
|
No
| 3,617 | 0 | 107 | 360 | 1 |
Semiurban
|
Y
|
LP002739
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,917 | 536 | 66 | 360 | 1 |
Rural
|
N
|
LP002740
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 6,417 | 0 | 157 | 180 | 1 |
Rural
|
Y
|
LP002741
|
Female
|
Yes
|
1
|
Graduate
|
No
| 4,608 | 2,845 | 140 | 180 | 1 |
Semiurban
|
Y
|
LP002743
|
Female
|
No
|
0
|
Graduate
|
No
| 2,138 | 0 | 99 | 360 | 0 |
Semiurban
|
N
|
LP002753
|
Female
|
No
|
1
|
Graduate
| null | 3,652 | 0 | 95 | 360 | 1 |
Semiurban
|
Y
|
LP002755
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 2,239 | 2,524 | 128 | 360 | 1 |
Urban
|
Y
|
LP002757
|
Female
|
Yes
|
0
|
Not Graduate
|
No
| 3,017 | 663 | 102 | 360 | null |
Semiurban
|
Y
|
LP002767
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,768 | 1,950 | 155 | 360 | 1 |
Rural
|
Y
|
LP002768
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,358 | 0 | 80 | 36 | 1 |
Semiurban
|
N
|
LP002772
|
Male
|
No
|
0
|
Graduate
|
No
| 2,526 | 1,783 | 145 | 360 | 1 |
Rural
|
Y
|
LP002776
|
Female
|
No
|
0
|
Graduate
|
No
| 5,000 | 0 | 103 | 360 | 0 |
Semiurban
|
N
|
LP002777
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,785 | 2,016 | 110 | 360 | 1 |
Rural
|
Y
|
LP002778
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 6,633 | 0 | null | 360 | 0 |
Rural
|
N
|
LP002784
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 2,492 | 2,375 | null | 360 | 1 |
Rural
|
Y
|
LP002785
|
Male
|
Yes
|
1
|
Graduate
|
No
| 3,333 | 3,250 | 158 | 360 | 1 |
Urban
|
Y
|
LP002788
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,454 | 2,333 | 181 | 360 | 0 |
Urban
|
N
|
LP002789
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,593 | 4,266 | 132 | 180 | 0 |
Rural
|
N
|
LP002792
|
Male
|
Yes
|
1
|
Graduate
|
No
| 5,468 | 1,032 | 26 | 360 | 1 |
Semiurban
|
Y
|
LP002794
|
Female
|
No
|
0
|
Graduate
|
No
| 2,667 | 1,625 | 84 | 360 | null |
Urban
|
Y
|
LP002795
|
Male
|
Yes
|
3+
|
Graduate
|
Yes
| 10,139 | 0 | 260 | 360 | 1 |
Semiurban
|
Y
|
LP002798
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,887 | 2,669 | 162 | 360 | 1 |
Semiurban
|
Y
|
LP002804
|
Female
|
Yes
|
0
|
Graduate
|
No
| 4,180 | 2,306 | 182 | 360 | 1 |
Semiurban
|
Y
|
LP002807
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 3,675 | 242 | 108 | 360 | 1 |
Semiurban
|
Y
|
LP002813
|
Female
|
Yes
|
1
|
Graduate
|
Yes
| 19,484 | 0 | 600 | 360 | 1 |
Semiurban
|
Y
|
LP002820
|
Male
|
Yes
|
0
|
Graduate
|
No
| 5,923 | 2,054 | 211 | 360 | 1 |
Rural
|
Y
|
LP002821
|
Male
|
No
|
0
|
Not Graduate
|
Yes
| 5,800 | 0 | 132 | 360 | 1 |
Semiurban
|
Y
|
LP002832
|
Male
|
Yes
|
2
|
Graduate
|
No
| 8,799 | 0 | 258 | 360 | 0 |
Urban
|
N
|
LP002833
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 4,467 | 0 | 120 | 360 | null |
Rural
|
Y
|
LP002836
|
Male
|
No
|
0
|
Graduate
|
No
| 3,333 | 0 | 70 | 360 | 1 |
Urban
|
Y
|
LP002837
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 3,400 | 2,500 | 123 | 360 | 0 |
Rural
|
N
|
LP002840
|
Female
|
No
|
0
|
Graduate
|
No
| 2,378 | 0 | 9 | 360 | 1 |
Urban
|
N
|
LP002841
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,166 | 2,064 | 104 | 360 | 0 |
Urban
|
N
|
LP002842
|
Male
|
Yes
|
1
|
Graduate
|
No
| 3,417 | 1,750 | 186 | 360 | 1 |
Urban
|
Y
|
LP002847
|
Male
|
Yes
| null |
Graduate
|
No
| 5,116 | 1,451 | 165 | 360 | 0 |
Urban
|
N
|
LP002855
|
Male
|
Yes
|
2
|
Graduate
|
No
| 16,666 | 0 | 275 | 360 | 1 |
Urban
|
Y
|
LP002862
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 6,125 | 1,625 | 187 | 480 | 1 |
Semiurban
|
N
|
LP002863
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 6,406 | 0 | 150 | 360 | 1 |
Semiurban
|
N
|
LP002868
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,159 | 461 | 108 | 84 | 1 |
Urban
|
Y
|
LP002872
| null |
Yes
|
0
|
Graduate
|
No
| 3,087 | 2,210 | 136 | 360 | 0 |
Semiurban
|
N
|
LP002874
|
Male
|
No
|
0
|
Graduate
|
No
| 3,229 | 2,739 | 110 | 360 | 1 |
Urban
|
Y
|
LP002877
|
Male
|
Yes
|
1
|
Graduate
|
No
| 1,782 | 2,232 | 107 | 360 | 1 |
Rural
|
Y
|
LP002888
|
Male
|
No
|
0
|
Graduate
| null | 3,182 | 2,917 | 161 | 360 | 1 |
Urban
|
Y
|
LP002892
|
Male
|
Yes
|
2
|
Graduate
|
No
| 6,540 | 0 | 205 | 360 | 1 |
Semiurban
|
Y
|
LP002893
|
Male
|
No
|
0
|
Graduate
|
No
| 1,836 | 33,837 | 90 | 360 | 1 |
Urban
|
N
|
LP002894
|
Female
|
Yes
|
0
|
Graduate
|
No
| 3,166 | 0 | 36 | 360 | 1 |
Semiurban
|
Y
|
LP002898
|
Male
|
Yes
|
1
|
Graduate
|
No
| 1,880 | 0 | 61 | 360 | null |
Rural
|
N
|
LP002911
|
Male
|
Yes
|
1
|
Graduate
|
No
| 2,787 | 1,917 | 146 | 360 | 0 |
Rural
|
N
|
LP002912
|
Male
|
Yes
|
1
|
Graduate
|
No
| 4,283 | 3,000 | 172 | 84 | 1 |
Rural
|
N
|
LP002916
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,297 | 1,522 | 104 | 360 | 1 |
Urban
|
Y
|
LP002917
|
Female
|
No
|
0
|
Not Graduate
|
No
| 2,165 | 0 | 70 | 360 | 1 |
Semiurban
|
Y
|
LP002925
| null |
No
|
0
|
Graduate
|
No
| 4,750 | 0 | 94 | 360 | 1 |
Semiurban
|
Y
|
LP002926
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 2,726 | 0 | 106 | 360 | 0 |
Semiurban
|
N
|
LP002928
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,000 | 3,416 | 56 | 180 | 1 |
Semiurban
|
Y
|
LP002931
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 6,000 | 0 | 205 | 240 | 1 |
Semiurban
|
N
|
LP002933
| null |
No
|
3+
|
Graduate
|
Yes
| 9,357 | 0 | 292 | 360 | 1 |
Semiurban
|
Y
|
LP002936
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,859 | 3,300 | 142 | 180 | 1 |
Rural
|
Y
|
LP002938
|
Male
|
Yes
|
0
|
Graduate
|
Yes
| 16,120 | 0 | 260 | 360 | 1 |
Urban
|
Y
|
LP002940
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,833 | 0 | 110 | 360 | 1 |
Rural
|
Y
|
LP002941
|
Male
|
Yes
|
2
|
Not Graduate
|
Yes
| 6,383 | 1,000 | 187 | 360 | 1 |
Rural
|
N
|
LP002943
|
Male
|
No
| null |
Graduate
|
No
| 2,987 | 0 | 88 | 360 | 0 |
Semiurban
|
N
|
LP002945
|
Male
|
Yes
|
0
|
Graduate
|
Yes
| 9,963 | 0 | 180 | 360 | 1 |
Rural
|
Y
|
LP002948
|
Male
|
Yes
|
2
|
Graduate
|
No
| 5,780 | 0 | 192 | 360 | 1 |
Urban
|
Y
|
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