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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
LP001964
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 1,800 | 2,934 | 93 | 360 | 0 |
Urban
|
N
|
LP001972
|
Male
|
Yes
| null |
Not Graduate
|
No
| 2,875 | 1,750 | 105 | 360 | 1 |
Semiurban
|
Y
|
LP001974
|
Female
|
No
|
0
|
Graduate
|
No
| 5,000 | 0 | 132 | 360 | 1 |
Rural
|
Y
|
LP001977
|
Male
|
Yes
|
1
|
Graduate
|
No
| 1,625 | 1,803 | 96 | 360 | 1 |
Urban
|
Y
|
LP001978
|
Male
|
No
|
0
|
Graduate
|
No
| 4,000 | 2,500 | 140 | 360 | 1 |
Rural
|
Y
|
LP001990
|
Male
|
No
|
0
|
Not Graduate
|
No
| 2,000 | 0 | null | 360 | 1 |
Urban
|
N
|
LP001993
|
Female
|
No
|
0
|
Graduate
|
No
| 3,762 | 1,666 | 135 | 360 | 1 |
Rural
|
Y
|
LP001994
|
Female
|
No
|
0
|
Graduate
|
No
| 2,400 | 1,863 | 104 | 360 | 0 |
Urban
|
N
|
LP001996
|
Male
|
No
|
0
|
Graduate
|
No
| 20,233 | 0 | 480 | 360 | 1 |
Rural
|
N
|
LP001998
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 7,667 | 0 | 185 | 360 | null |
Rural
|
Y
|
LP002002
|
Female
|
No
|
0
|
Graduate
|
No
| 2,917 | 0 | 84 | 360 | 1 |
Semiurban
|
Y
|
LP002004
|
Male
|
No
|
0
|
Not Graduate
|
No
| 2,927 | 2,405 | 111 | 360 | 1 |
Semiurban
|
Y
|
LP002006
|
Female
|
No
|
0
|
Graduate
|
No
| 2,507 | 0 | 56 | 360 | 1 |
Rural
|
Y
|
LP002008
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 5,746 | 0 | 144 | 84 | null |
Rural
|
Y
|
LP002024
| null |
Yes
|
0
|
Graduate
|
No
| 2,473 | 1,843 | 159 | 360 | 1 |
Rural
|
N
|
LP002031
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 3,399 | 1,640 | 111 | 180 | 1 |
Urban
|
Y
|
LP002035
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,717 | 0 | 120 | 360 | 1 |
Semiurban
|
Y
|
LP002036
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,058 | 2,134 | 88 | 360 | null |
Urban
|
Y
|
LP002043
|
Female
|
No
|
1
|
Graduate
|
No
| 3,541 | 0 | 112 | 360 | null |
Semiurban
|
Y
|
LP002050
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 10,000 | 0 | 155 | 360 | 1 |
Rural
|
N
|
LP002051
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,400 | 2,167 | 115 | 360 | 1 |
Semiurban
|
Y
|
LP002053
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 4,342 | 189 | 124 | 360 | 1 |
Semiurban
|
Y
|
LP002054
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 3,601 | 1,590 | null | 360 | 1 |
Rural
|
Y
|
LP002055
|
Female
|
No
|
0
|
Graduate
|
No
| 3,166 | 2,985 | 132 | 360 | null |
Rural
|
Y
|
LP002065
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 15,000 | 0 | 300 | 360 | 1 |
Rural
|
Y
|
LP002067
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 8,666 | 4,983 | 376 | 360 | 0 |
Rural
|
N
|
LP002068
|
Male
|
No
|
0
|
Graduate
|
No
| 4,917 | 0 | 130 | 360 | 0 |
Rural
|
Y
|
LP002082
|
Male
|
Yes
|
0
|
Graduate
|
Yes
| 5,818 | 2,160 | 184 | 360 | 1 |
Semiurban
|
Y
|
LP002086
|
Female
|
Yes
|
0
|
Graduate
|
No
| 4,333 | 2,451 | 110 | 360 | 1 |
Urban
|
N
|
LP002087
|
Female
|
No
|
0
|
Graduate
|
No
| 2,500 | 0 | 67 | 360 | 1 |
Urban
|
Y
|
LP002097
|
Male
|
No
|
1
|
Graduate
|
No
| 4,384 | 1,793 | 117 | 360 | 1 |
Urban
|
Y
|
LP002098
|
Male
|
No
|
0
|
Graduate
|
No
| 2,935 | 0 | 98 | 360 | 1 |
Semiurban
|
Y
|
LP002100
|
Male
|
No
| null |
Graduate
|
No
| 2,833 | 0 | 71 | 360 | 1 |
Urban
|
Y
|
LP002101
|
Male
|
Yes
|
0
|
Graduate
| null | 63,337 | 0 | 490 | 180 | 1 |
Urban
|
Y
|
LP002103
| null |
Yes
|
1
|
Graduate
|
Yes
| 9,833 | 1,833 | 182 | 180 | 1 |
Urban
|
Y
|
LP002106
|
Male
|
Yes
| null |
Graduate
|
Yes
| 5,503 | 4,490 | 70 | null | 1 |
Semiurban
|
Y
|
LP002110
|
Male
|
Yes
|
1
|
Graduate
| null | 5,250 | 688 | 160 | 360 | 1 |
Rural
|
Y
|
LP002112
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 2,500 | 4,600 | 176 | 360 | 1 |
Rural
|
Y
|
LP002113
|
Female
|
No
|
3+
|
Not Graduate
|
No
| 1,830 | 0 | null | 360 | 0 |
Urban
|
N
|
LP002114
|
Female
|
No
|
0
|
Graduate
|
No
| 4,160 | 0 | 71 | 360 | 1 |
Semiurban
|
Y
|
LP002115
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 2,647 | 1,587 | 173 | 360 | 1 |
Rural
|
N
|
LP002116
|
Female
|
No
|
0
|
Graduate
|
No
| 2,378 | 0 | 46 | 360 | 1 |
Rural
|
N
|
LP002119
|
Male
|
Yes
|
1
|
Not Graduate
|
No
| 4,554 | 1,229 | 158 | 360 | 1 |
Urban
|
Y
|
LP002126
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 3,173 | 0 | 74 | 360 | 1 |
Semiurban
|
Y
|
LP002128
|
Male
|
Yes
|
2
|
Graduate
| null | 2,583 | 2,330 | 125 | 360 | 1 |
Rural
|
Y
|
LP002129
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,499 | 2,458 | 160 | 360 | 1 |
Semiurban
|
Y
|
LP002130
|
Male
|
Yes
| null |
Not Graduate
|
No
| 3,523 | 3,230 | 152 | 360 | 0 |
Rural
|
N
|
LP002131
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 3,083 | 2,168 | 126 | 360 | 1 |
Urban
|
Y
|
LP002137
|
Male
|
Yes
|
0
|
Graduate
|
No
| 6,333 | 4,583 | 259 | 360 | null |
Semiurban
|
Y
|
LP002138
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,625 | 6,250 | 187 | 360 | 1 |
Rural
|
Y
|
LP002139
|
Male
|
Yes
|
0
|
Graduate
|
No
| 9,083 | 0 | 228 | 360 | 1 |
Semiurban
|
Y
|
LP002140
|
Male
|
No
|
0
|
Graduate
|
No
| 8,750 | 4,167 | 308 | 360 | 1 |
Rural
|
N
|
LP002141
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 2,666 | 2,083 | 95 | 360 | 1 |
Rural
|
Y
|
LP002142
|
Female
|
Yes
|
0
|
Graduate
|
Yes
| 5,500 | 0 | 105 | 360 | 0 |
Rural
|
N
|
LP002143
|
Female
|
Yes
|
0
|
Graduate
|
No
| 2,423 | 505 | 130 | 360 | 1 |
Semiurban
|
Y
|
LP002144
|
Female
|
No
| null |
Graduate
|
No
| 3,813 | 0 | 116 | 180 | 1 |
Urban
|
Y
|
LP002149
|
Male
|
Yes
|
2
|
Graduate
|
No
| 8,333 | 3,167 | 165 | 360 | 1 |
Rural
|
Y
|
LP002151
|
Male
|
Yes
|
1
|
Graduate
|
No
| 3,875 | 0 | 67 | 360 | 1 |
Urban
|
N
|
LP002158
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 3,000 | 1,666 | 100 | 480 | 0 |
Urban
|
N
|
LP002160
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 5,167 | 3,167 | 200 | 360 | 1 |
Semiurban
|
Y
|
LP002161
|
Female
|
No
|
1
|
Graduate
|
No
| 4,723 | 0 | 81 | 360 | 1 |
Semiurban
|
N
|
LP002170
|
Male
|
Yes
|
2
|
Graduate
|
No
| 5,000 | 3,667 | 236 | 360 | 1 |
Semiurban
|
Y
|
LP002175
|
Male
|
Yes
|
0
|
Graduate
|
No
| 4,750 | 2,333 | 130 | 360 | 1 |
Urban
|
Y
|
LP002178
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,013 | 3,033 | 95 | 300 | null |
Urban
|
Y
|
LP002180
|
Male
|
No
|
0
|
Graduate
|
Yes
| 6,822 | 0 | 141 | 360 | 1 |
Rural
|
Y
|
LP002181
|
Male
|
No
|
0
|
Not Graduate
|
No
| 6,216 | 0 | 133 | 360 | 1 |
Rural
|
N
|
LP002187
|
Male
|
No
|
0
|
Graduate
|
No
| 2,500 | 0 | 96 | 480 | 1 |
Semiurban
|
N
|
LP002188
|
Male
|
No
|
0
|
Graduate
|
No
| 5,124 | 0 | 124 | null | 0 |
Rural
|
N
|
LP002190
|
Male
|
Yes
|
1
|
Graduate
|
No
| 6,325 | 0 | 175 | 360 | 1 |
Semiurban
|
Y
|
LP002191
|
Male
|
Yes
|
0
|
Graduate
|
No
| 19,730 | 5,266 | 570 | 360 | 1 |
Rural
|
N
|
LP002194
|
Female
|
No
|
0
|
Graduate
|
Yes
| 15,759 | 0 | 55 | 360 | 1 |
Semiurban
|
Y
|
LP002197
|
Male
|
Yes
|
2
|
Graduate
|
No
| 5,185 | 0 | 155 | 360 | 1 |
Semiurban
|
Y
|
LP002201
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 9,323 | 7,873 | 380 | 300 | 1 |
Rural
|
Y
|
LP002205
|
Male
|
No
|
1
|
Graduate
|
No
| 3,062 | 1,987 | 111 | 180 | 0 |
Urban
|
N
|
LP002209
|
Female
|
No
|
0
|
Graduate
| null | 2,764 | 1,459 | 110 | 360 | 1 |
Urban
|
Y
|
LP002211
|
Male
|
Yes
|
0
|
Graduate
|
No
| 4,817 | 923 | 120 | 180 | 1 |
Urban
|
Y
|
LP002219
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 8,750 | 4,996 | 130 | 360 | 1 |
Rural
|
Y
|
LP002223
|
Male
|
Yes
|
0
|
Graduate
|
No
| 4,310 | 0 | 130 | 360 | null |
Semiurban
|
Y
|
LP002224
|
Male
|
No
|
0
|
Graduate
|
No
| 3,069 | 0 | 71 | 480 | 1 |
Urban
|
N
|
LP002225
|
Male
|
Yes
|
2
|
Graduate
|
No
| 5,391 | 0 | 130 | 360 | 1 |
Urban
|
Y
|
LP002226
|
Male
|
Yes
|
0
|
Graduate
| null | 3,333 | 2,500 | 128 | 360 | 1 |
Semiurban
|
Y
|
LP002229
|
Male
|
No
|
0
|
Graduate
|
No
| 5,941 | 4,232 | 296 | 360 | 1 |
Semiurban
|
Y
|
LP002231
|
Female
|
No
|
0
|
Graduate
|
No
| 6,000 | 0 | 156 | 360 | 1 |
Urban
|
Y
|
LP002234
|
Male
|
No
|
0
|
Graduate
|
Yes
| 7,167 | 0 | 128 | 360 | 1 |
Urban
|
Y
|
LP002236
|
Male
|
Yes
|
2
|
Graduate
|
No
| 4,566 | 0 | 100 | 360 | 1 |
Urban
|
N
|
LP002237
|
Male
|
No
|
1
|
Graduate
| null | 3,667 | 0 | 113 | 180 | 1 |
Urban
|
Y
|
LP002239
|
Male
|
No
|
0
|
Not Graduate
|
No
| 2,346 | 1,600 | 132 | 360 | 1 |
Semiurban
|
Y
|
LP002243
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 3,010 | 3,136 | null | 360 | 0 |
Urban
|
N
|
LP002244
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,333 | 2,417 | 136 | 360 | 1 |
Urban
|
Y
|
LP002250
|
Male
|
Yes
|
0
|
Graduate
|
No
| 5,488 | 0 | 125 | 360 | 1 |
Rural
|
Y
|
LP002255
|
Male
|
No
|
3+
|
Graduate
|
No
| 9,167 | 0 | 185 | 360 | 1 |
Rural
|
Y
|
LP002262
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 9,504 | 0 | 275 | 360 | 1 |
Rural
|
Y
|
LP002263
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,583 | 2,115 | 120 | 360 | null |
Urban
|
Y
|
LP002265
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 1,993 | 1,625 | 113 | 180 | 1 |
Semiurban
|
Y
|
LP002266
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,100 | 1,400 | 113 | 360 | 1 |
Urban
|
Y
|
LP002272
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,276 | 484 | 135 | 360 | null |
Semiurban
|
Y
|
LP002277
|
Female
|
No
|
0
|
Graduate
|
No
| 3,180 | 0 | 71 | 360 | 0 |
Urban
|
N
|
LP002281
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,033 | 1,459 | 95 | 360 | 1 |
Urban
|
Y
|
LP002284
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,902 | 1,666 | 109 | 360 | 1 |
Rural
|
Y
|
LP002287
|
Female
|
No
|
0
|
Graduate
|
No
| 1,500 | 1,800 | 103 | 360 | 0 |
Semiurban
|
N
|
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