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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
LP001674
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 2,600 | 2,500 | 90 | 360 | 1 |
Semiurban
|
Y
|
LP001677
|
Male
|
No
|
2
|
Graduate
|
No
| 4,923 | 0 | 166 | 360 | 0 |
Semiurban
|
Y
|
LP001682
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 3,992 | 0 | null | 180 | 1 |
Urban
|
N
|
LP001688
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 3,500 | 1,083 | 135 | 360 | 1 |
Urban
|
Y
|
LP001691
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 3,917 | 0 | 124 | 360 | 1 |
Semiurban
|
Y
|
LP001692
|
Female
|
No
|
0
|
Not Graduate
|
No
| 4,408 | 0 | 120 | 360 | 1 |
Semiurban
|
Y
|
LP001693
|
Female
|
No
|
0
|
Graduate
|
No
| 3,244 | 0 | 80 | 360 | 1 |
Urban
|
Y
|
LP001698
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,975 | 2,531 | 55 | 360 | 1 |
Rural
|
Y
|
LP001699
|
Male
|
No
|
0
|
Graduate
|
No
| 2,479 | 0 | 59 | 360 | 1 |
Urban
|
Y
|
LP001702
|
Male
|
No
|
0
|
Graduate
|
No
| 3,418 | 0 | 127 | 360 | 1 |
Semiurban
|
N
|
LP001708
|
Female
|
No
|
0
|
Graduate
|
No
| 10,000 | 0 | 214 | 360 | 1 |
Semiurban
|
N
|
LP001711
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 3,430 | 1,250 | 128 | 360 | 0 |
Semiurban
|
N
|
LP001713
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 7,787 | 0 | 240 | 360 | 1 |
Urban
|
Y
|
LP001715
|
Male
|
Yes
|
3+
|
Not Graduate
|
Yes
| 5,703 | 0 | 130 | 360 | 1 |
Rural
|
Y
|
LP001716
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,173 | 3,021 | 137 | 360 | 1 |
Urban
|
Y
|
LP001720
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 3,850 | 983 | 100 | 360 | 1 |
Semiurban
|
Y
|
LP001722
|
Male
|
Yes
|
0
|
Graduate
|
No
| 150 | 1,800 | 135 | 360 | 1 |
Rural
|
N
|
LP001726
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,727 | 1,775 | 131 | 360 | 1 |
Semiurban
|
Y
|
LP001732
|
Male
|
Yes
|
2
|
Graduate
| null | 5,000 | 0 | 72 | 360 | 0 |
Semiurban
|
N
|
LP001734
|
Female
|
Yes
|
2
|
Graduate
|
No
| 4,283 | 2,383 | 127 | 360 | null |
Semiurban
|
Y
|
LP001736
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,221 | 0 | 60 | 360 | 0 |
Urban
|
N
|
LP001743
|
Male
|
Yes
|
2
|
Graduate
|
No
| 4,009 | 1,717 | 116 | 360 | 1 |
Semiurban
|
Y
|
LP001744
|
Male
|
No
|
0
|
Graduate
|
No
| 2,971 | 2,791 | 144 | 360 | 1 |
Semiurban
|
Y
|
LP001749
|
Male
|
Yes
|
0
|
Graduate
|
No
| 7,578 | 1,010 | 175 | null | 1 |
Semiurban
|
Y
|
LP001750
|
Male
|
Yes
|
0
|
Graduate
|
No
| 6,250 | 0 | 128 | 360 | 1 |
Semiurban
|
Y
|
LP001751
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,250 | 0 | 170 | 360 | 1 |
Rural
|
N
|
LP001754
|
Male
|
Yes
| null |
Not Graduate
|
Yes
| 4,735 | 0 | 138 | 360 | 1 |
Urban
|
N
|
LP001758
|
Male
|
Yes
|
2
|
Graduate
|
No
| 6,250 | 1,695 | 210 | 360 | 1 |
Semiurban
|
Y
|
LP001760
|
Male
| null | null |
Graduate
|
No
| 4,758 | 0 | 158 | 480 | 1 |
Semiurban
|
Y
|
LP001761
|
Male
|
No
|
0
|
Graduate
|
Yes
| 6,400 | 0 | 200 | 360 | 1 |
Rural
|
Y
|
LP001765
|
Male
|
Yes
|
1
|
Graduate
|
No
| 2,491 | 2,054 | 104 | 360 | 1 |
Semiurban
|
Y
|
LP001768
|
Male
|
Yes
|
0
|
Graduate
| null | 3,716 | 0 | 42 | 180 | 1 |
Rural
|
Y
|
LP001770
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,189 | 2,598 | 120 | null | 1 |
Rural
|
Y
|
LP001776
|
Female
|
No
|
0
|
Graduate
|
No
| 8,333 | 0 | 280 | 360 | 1 |
Semiurban
|
Y
|
LP001778
|
Male
|
Yes
|
1
|
Graduate
|
No
| 3,155 | 1,779 | 140 | 360 | 1 |
Semiurban
|
Y
|
LP001784
|
Male
|
Yes
|
1
|
Graduate
|
No
| 5,500 | 1,260 | 170 | 360 | 1 |
Rural
|
Y
|
LP001786
|
Male
|
Yes
|
0
|
Graduate
| null | 5,746 | 0 | 255 | 360 | null |
Urban
|
N
|
LP001788
|
Female
|
No
|
0
|
Graduate
|
Yes
| 3,463 | 0 | 122 | 360 | null |
Urban
|
Y
|
LP001790
|
Female
|
No
|
1
|
Graduate
|
No
| 3,812 | 0 | 112 | 360 | 1 |
Rural
|
Y
|
LP001792
|
Male
|
Yes
|
1
|
Graduate
|
No
| 3,315 | 0 | 96 | 360 | 1 |
Semiurban
|
Y
|
LP001798
|
Male
|
Yes
|
2
|
Graduate
|
No
| 5,819 | 5,000 | 120 | 360 | 1 |
Rural
|
Y
|
LP001800
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 2,510 | 1,983 | 140 | 180 | 1 |
Urban
|
N
|
LP001806
|
Male
|
No
|
0
|
Graduate
|
No
| 2,965 | 5,701 | 155 | 60 | 1 |
Urban
|
Y
|
LP001807
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 6,250 | 1,300 | 108 | 360 | 1 |
Rural
|
Y
|
LP001811
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 3,406 | 4,417 | 123 | 360 | 1 |
Semiurban
|
Y
|
LP001813
|
Male
|
No
|
0
|
Graduate
|
Yes
| 6,050 | 4,333 | 120 | 180 | 1 |
Urban
|
N
|
LP001814
|
Male
|
Yes
|
2
|
Graduate
|
No
| 9,703 | 0 | 112 | 360 | 1 |
Urban
|
Y
|
LP001819
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 6,608 | 0 | 137 | 180 | 1 |
Urban
|
Y
|
LP001824
|
Male
|
Yes
|
1
|
Graduate
|
No
| 2,882 | 1,843 | 123 | 480 | 1 |
Semiurban
|
Y
|
LP001825
|
Male
|
Yes
|
0
|
Graduate
|
No
| 1,809 | 1,868 | 90 | 360 | 1 |
Urban
|
Y
|
LP001835
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 1,668 | 3,890 | 201 | 360 | 0 |
Semiurban
|
N
|
LP001836
|
Female
|
No
|
2
|
Graduate
|
No
| 3,427 | 0 | 138 | 360 | 1 |
Urban
|
N
|
LP001841
|
Male
|
No
|
0
|
Not Graduate
|
Yes
| 2,583 | 2,167 | 104 | 360 | 1 |
Rural
|
Y
|
LP001843
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 2,661 | 7,101 | 279 | 180 | 1 |
Semiurban
|
Y
|
LP001844
|
Male
|
No
|
0
|
Graduate
|
Yes
| 16,250 | 0 | 192 | 360 | 0 |
Urban
|
N
|
LP001846
|
Female
|
No
|
3+
|
Graduate
|
No
| 3,083 | 0 | 255 | 360 | 1 |
Rural
|
Y
|
LP001849
|
Male
|
No
|
0
|
Not Graduate
|
No
| 6,045 | 0 | 115 | 360 | 0 |
Rural
|
N
|
LP001854
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 5,250 | 0 | 94 | 360 | 1 |
Urban
|
N
|
LP001859
|
Male
|
Yes
|
0
|
Graduate
|
No
| 14,683 | 2,100 | 304 | 360 | 1 |
Rural
|
N
|
LP001864
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 4,931 | 0 | 128 | 360 | null |
Semiurban
|
N
|
LP001865
|
Male
|
Yes
|
1
|
Graduate
|
No
| 6,083 | 4,250 | 330 | 360 | null |
Urban
|
Y
|
LP001868
|
Male
|
No
|
0
|
Graduate
|
No
| 2,060 | 2,209 | 134 | 360 | 1 |
Semiurban
|
Y
|
LP001870
|
Female
|
No
|
1
|
Graduate
|
No
| 3,481 | 0 | 155 | 36 | 1 |
Semiurban
|
N
|
LP001871
|
Female
|
No
|
0
|
Graduate
|
No
| 7,200 | 0 | 120 | 360 | 1 |
Rural
|
Y
|
LP001872
|
Male
|
No
|
0
|
Graduate
|
Yes
| 5,166 | 0 | 128 | 360 | 1 |
Semiurban
|
Y
|
LP001875
|
Male
|
No
|
0
|
Graduate
|
No
| 4,095 | 3,447 | 151 | 360 | 1 |
Rural
|
Y
|
LP001877
|
Male
|
Yes
|
2
|
Graduate
|
No
| 4,708 | 1,387 | 150 | 360 | 1 |
Semiurban
|
Y
|
LP001882
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 4,333 | 1,811 | 160 | 360 | 0 |
Urban
|
Y
|
LP001883
|
Female
|
No
|
0
|
Graduate
| null | 3,418 | 0 | 135 | 360 | 1 |
Rural
|
N
|
LP001884
|
Female
|
No
|
1
|
Graduate
|
No
| 2,876 | 1,560 | 90 | 360 | 1 |
Urban
|
Y
|
LP001888
|
Female
|
No
|
0
|
Graduate
|
No
| 3,237 | 0 | 30 | 360 | 1 |
Urban
|
Y
|
LP001891
|
Male
|
Yes
|
0
|
Graduate
|
No
| 11,146 | 0 | 136 | 360 | 1 |
Urban
|
Y
|
LP001892
|
Male
|
No
|
0
|
Graduate
|
No
| 2,833 | 1,857 | 126 | 360 | 1 |
Rural
|
Y
|
LP001894
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,620 | 2,223 | 150 | 360 | 1 |
Semiurban
|
Y
|
LP001896
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,900 | 0 | 90 | 360 | 1 |
Semiurban
|
Y
|
LP001900
|
Male
|
Yes
|
1
|
Graduate
|
No
| 2,750 | 1,842 | 115 | 360 | 1 |
Semiurban
|
Y
|
LP001903
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,993 | 3,274 | 207 | 360 | 1 |
Semiurban
|
Y
|
LP001904
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,103 | 1,300 | 80 | 360 | 1 |
Urban
|
Y
|
LP001907
|
Male
|
Yes
|
0
|
Graduate
|
No
| 14,583 | 0 | 436 | 360 | 1 |
Semiurban
|
Y
|
LP001908
|
Female
|
Yes
|
0
|
Not Graduate
|
No
| 4,100 | 0 | 124 | 360 | null |
Rural
|
Y
|
LP001910
|
Male
|
No
|
1
|
Not Graduate
|
Yes
| 4,053 | 2,426 | 158 | 360 | 0 |
Urban
|
N
|
LP001914
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,927 | 800 | 112 | 360 | 1 |
Semiurban
|
Y
|
LP001915
|
Male
|
Yes
|
2
|
Graduate
|
No
| 2,301 | 985.799988 | 78 | 180 | 1 |
Urban
|
Y
|
LP001917
|
Female
|
No
|
0
|
Graduate
|
No
| 1,811 | 1,666 | 54 | 360 | 1 |
Urban
|
Y
|
LP001922
|
Male
|
Yes
|
0
|
Graduate
|
No
| 20,667 | 0 | null | 360 | 1 |
Rural
|
N
|
LP001924
|
Male
|
No
|
0
|
Graduate
|
No
| 3,158 | 3,053 | 89 | 360 | 1 |
Rural
|
Y
|
LP001925
|
Female
|
No
|
0
|
Graduate
|
Yes
| 2,600 | 1,717 | 99 | 300 | 1 |
Semiurban
|
N
|
LP001926
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,704 | 2,000 | 120 | 360 | 1 |
Rural
|
Y
|
LP001931
|
Female
|
No
|
0
|
Graduate
|
No
| 4,124 | 0 | 115 | 360 | 1 |
Semiurban
|
Y
|
LP001935
|
Male
|
No
|
0
|
Graduate
|
No
| 9,508 | 0 | 187 | 360 | 1 |
Rural
|
Y
|
LP001936
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,075 | 2,416 | 139 | 360 | 1 |
Rural
|
Y
|
LP001938
|
Male
|
Yes
|
2
|
Graduate
|
No
| 4,400 | 0 | 127 | 360 | 0 |
Semiurban
|
N
|
LP001940
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,153 | 1,560 | 134 | 360 | 1 |
Urban
|
Y
|
LP001945
|
Female
|
No
| null |
Graduate
|
No
| 5,417 | 0 | 143 | 480 | 0 |
Urban
|
N
|
LP001947
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,383 | 3,334 | 172 | 360 | 1 |
Semiurban
|
Y
|
LP001949
|
Male
|
Yes
|
3+
|
Graduate
| null | 4,416 | 1,250 | 110 | 360 | 1 |
Urban
|
Y
|
LP001953
|
Male
|
Yes
|
1
|
Graduate
|
No
| 6,875 | 0 | 200 | 360 | 1 |
Semiurban
|
Y
|
LP001954
|
Female
|
Yes
|
1
|
Graduate
|
No
| 4,666 | 0 | 135 | 360 | 1 |
Urban
|
Y
|
LP001955
|
Female
|
No
|
0
|
Graduate
|
No
| 5,000 | 2,541 | 151 | 480 | 1 |
Rural
|
N
|
LP001963
|
Male
|
Yes
|
1
|
Graduate
|
No
| 2,014 | 2,925 | 113 | 360 | 1 |
Urban
|
N
|
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