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