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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
LP001002
|
Male
|
No
|
0
|
Graduate
|
No
| 5,849 | 0 | null | 360 | 1 |
Urban
|
Y
|
LP001003
|
Male
|
Yes
|
1
|
Graduate
|
No
| 4,583 | 1,508 | 128 | 360 | 1 |
Rural
|
N
|
LP001005
|
Male
|
Yes
|
0
|
Graduate
|
Yes
| 3,000 | 0 | 66 | 360 | 1 |
Urban
|
Y
|
LP001006
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,583 | 2,358 | 120 | 360 | 1 |
Urban
|
Y
|
LP001008
|
Male
|
No
|
0
|
Graduate
|
No
| 6,000 | 0 | 141 | 360 | 1 |
Urban
|
Y
|
LP001011
|
Male
|
Yes
|
2
|
Graduate
|
Yes
| 5,417 | 4,196 | 267 | 360 | 1 |
Urban
|
Y
|
LP001013
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,333 | 1,516 | 95 | 360 | 1 |
Urban
|
Y
|
LP001014
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 3,036 | 2,504 | 158 | 360 | 0 |
Semiurban
|
N
|
LP001018
|
Male
|
Yes
|
2
|
Graduate
|
No
| 4,006 | 1,526 | 168 | 360 | 1 |
Urban
|
Y
|
LP001020
|
Male
|
Yes
|
1
|
Graduate
|
No
| 12,841 | 10,968 | 349 | 360 | 1 |
Semiurban
|
N
|
LP001024
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,200 | 700 | 70 | 360 | 1 |
Urban
|
Y
|
LP001027
|
Male
|
Yes
|
2
|
Graduate
| null | 2,500 | 1,840 | 109 | 360 | 1 |
Urban
|
Y
|
LP001028
|
Male
|
Yes
|
2
|
Graduate
|
No
| 3,073 | 8,106 | 200 | 360 | 1 |
Urban
|
Y
|
LP001029
|
Male
|
No
|
0
|
Graduate
|
No
| 1,853 | 2,840 | 114 | 360 | 1 |
Rural
|
N
|
LP001030
|
Male
|
Yes
|
2
|
Graduate
|
No
| 1,299 | 1,086 | 17 | 120 | 1 |
Urban
|
Y
|
LP001032
|
Male
|
No
|
0
|
Graduate
|
No
| 4,950 | 0 | 125 | 360 | 1 |
Urban
|
Y
|
LP001034
|
Male
|
No
|
1
|
Not Graduate
|
No
| 3,596 | 0 | 100 | 240 | null |
Urban
|
Y
|
LP001036
|
Female
|
No
|
0
|
Graduate
|
No
| 3,510 | 0 | 76 | 360 | 0 |
Urban
|
N
|
LP001038
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 4,887 | 0 | 133 | 360 | 1 |
Rural
|
N
|
LP001041
|
Male
|
Yes
|
0
|
Graduate
| null | 2,600 | 3,500 | 115 | null | 1 |
Urban
|
Y
|
LP001043
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 7,660 | 0 | 104 | 360 | 0 |
Urban
|
N
|
LP001046
|
Male
|
Yes
|
1
|
Graduate
|
No
| 5,955 | 5,625 | 315 | 360 | 1 |
Urban
|
Y
|
LP001047
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 2,600 | 1,911 | 116 | 360 | 0 |
Semiurban
|
N
|
LP001050
| null |
Yes
|
2
|
Not Graduate
|
No
| 3,365 | 1,917 | 112 | 360 | 0 |
Rural
|
N
|
LP001052
|
Male
|
Yes
|
1
|
Graduate
| null | 3,717 | 2,925 | 151 | 360 | null |
Semiurban
|
N
|
LP001066
|
Male
|
Yes
|
0
|
Graduate
|
Yes
| 9,560 | 0 | 191 | 360 | 1 |
Semiurban
|
Y
|
LP001068
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,799 | 2,253 | 122 | 360 | 1 |
Semiurban
|
Y
|
LP001073
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 4,226 | 1,040 | 110 | 360 | 1 |
Urban
|
Y
|
LP001086
|
Male
|
No
|
0
|
Not Graduate
|
No
| 1,442 | 0 | 35 | 360 | 1 |
Urban
|
N
|
LP001087
|
Female
|
No
|
2
|
Graduate
| null | 3,750 | 2,083 | 120 | 360 | 1 |
Semiurban
|
Y
|
LP001091
|
Male
|
Yes
|
1
|
Graduate
| null | 4,166 | 3,369 | 201 | 360 | null |
Urban
|
N
|
LP001095
|
Male
|
No
|
0
|
Graduate
|
No
| 3,167 | 0 | 74 | 360 | 1 |
Urban
|
N
|
LP001097
|
Male
|
No
|
1
|
Graduate
|
Yes
| 4,692 | 0 | 106 | 360 | 1 |
Rural
|
N
|
LP001098
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,500 | 1,667 | 114 | 360 | 1 |
Semiurban
|
Y
|
LP001100
|
Male
|
No
|
3+
|
Graduate
|
No
| 12,500 | 3,000 | 320 | 360 | 1 |
Rural
|
N
|
LP001106
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,275 | 2,067 | null | 360 | 1 |
Urban
|
Y
|
LP001109
|
Male
|
Yes
|
0
|
Graduate
|
No
| 1,828 | 1,330 | 100 | null | 0 |
Urban
|
N
|
LP001112
|
Female
|
Yes
|
0
|
Graduate
|
No
| 3,667 | 1,459 | 144 | 360 | 1 |
Semiurban
|
Y
|
LP001114
|
Male
|
No
|
0
|
Graduate
|
No
| 4,166 | 7,210 | 184 | 360 | 1 |
Urban
|
Y
|
LP001116
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,748 | 1,668 | 110 | 360 | 1 |
Semiurban
|
Y
|
LP001119
|
Male
|
No
|
0
|
Graduate
|
No
| 3,600 | 0 | 80 | 360 | 1 |
Urban
|
N
|
LP001120
|
Male
|
No
|
0
|
Graduate
|
No
| 1,800 | 1,213 | 47 | 360 | 1 |
Urban
|
Y
|
LP001123
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,400 | 0 | 75 | 360 | null |
Urban
|
Y
|
LP001131
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,941 | 2,336 | 134 | 360 | 1 |
Semiurban
|
Y
|
LP001136
|
Male
|
Yes
|
0
|
Not Graduate
|
Yes
| 4,695 | 0 | 96 | null | 1 |
Urban
|
Y
|
LP001137
|
Female
|
No
|
0
|
Graduate
|
No
| 3,410 | 0 | 88 | null | 1 |
Urban
|
Y
|
LP001138
|
Male
|
Yes
|
1
|
Graduate
|
No
| 5,649 | 0 | 44 | 360 | 1 |
Urban
|
Y
|
LP001144
|
Male
|
Yes
|
0
|
Graduate
|
No
| 5,821 | 0 | 144 | 360 | 1 |
Urban
|
Y
|
LP001146
|
Female
|
Yes
|
0
|
Graduate
|
No
| 2,645 | 3,440 | 120 | 360 | 0 |
Urban
|
N
|
LP001151
|
Female
|
No
|
0
|
Graduate
|
No
| 4,000 | 2,275 | 144 | 360 | 1 |
Semiurban
|
Y
|
LP001155
|
Female
|
Yes
|
0
|
Not Graduate
|
No
| 1,928 | 1,644 | 100 | 360 | 1 |
Semiurban
|
Y
|
LP001157
|
Female
|
No
|
0
|
Graduate
|
No
| 3,086 | 0 | 120 | 360 | 1 |
Semiurban
|
Y
|
LP001164
|
Female
|
No
|
0
|
Graduate
|
No
| 4,230 | 0 | 112 | 360 | 1 |
Semiurban
|
N
|
LP001179
|
Male
|
Yes
|
2
|
Graduate
|
No
| 4,616 | 0 | 134 | 360 | 1 |
Urban
|
N
|
LP001186
|
Female
|
Yes
|
1
|
Graduate
|
Yes
| 11,500 | 0 | 286 | 360 | 0 |
Urban
|
N
|
LP001194
|
Male
|
Yes
|
2
|
Graduate
|
No
| 2,708 | 1,167 | 97 | 360 | 1 |
Semiurban
|
Y
|
LP001195
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,132 | 1,591 | 96 | 360 | 1 |
Semiurban
|
Y
|
LP001197
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,366 | 2,200 | 135 | 360 | 1 |
Rural
|
N
|
LP001198
|
Male
|
Yes
|
1
|
Graduate
|
No
| 8,080 | 2,250 | 180 | 360 | 1 |
Urban
|
Y
|
LP001199
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 3,357 | 2,859 | 144 | 360 | 1 |
Urban
|
Y
|
LP001205
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,500 | 3,796 | 120 | 360 | 1 |
Urban
|
Y
|
LP001206
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 3,029 | 0 | 99 | 360 | 1 |
Urban
|
Y
|
LP001207
|
Male
|
Yes
|
0
|
Not Graduate
|
Yes
| 2,609 | 3,449 | 165 | 180 | 0 |
Rural
|
N
|
LP001213
|
Male
|
Yes
|
1
|
Graduate
|
No
| 4,945 | 0 | null | 360 | 0 |
Rural
|
N
|
LP001222
|
Female
|
No
|
0
|
Graduate
|
No
| 4,166 | 0 | 116 | 360 | 0 |
Semiurban
|
N
|
LP001225
|
Male
|
Yes
|
0
|
Graduate
|
No
| 5,726 | 4,595 | 258 | 360 | 1 |
Semiurban
|
N
|
LP001228
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,200 | 2,254 | 126 | 180 | 0 |
Urban
|
N
|
LP001233
|
Male
|
Yes
|
1
|
Graduate
|
No
| 10,750 | 0 | 312 | 360 | 1 |
Urban
|
Y
|
LP001238
|
Male
|
Yes
|
3+
|
Not Graduate
|
Yes
| 7,100 | 0 | 125 | 60 | 1 |
Urban
|
Y
|
LP001241
|
Female
|
No
|
0
|
Graduate
|
No
| 4,300 | 0 | 136 | 360 | 0 |
Semiurban
|
N
|
LP001243
|
Male
|
Yes
|
0
|
Graduate
|
No
| 3,208 | 3,066 | 172 | 360 | 1 |
Urban
|
Y
|
LP001245
|
Male
|
Yes
|
2
|
Not Graduate
|
Yes
| 1,875 | 1,875 | 97 | 360 | 1 |
Semiurban
|
Y
|
LP001248
|
Male
|
No
|
0
|
Graduate
|
No
| 3,500 | 0 | 81 | 300 | 1 |
Semiurban
|
Y
|
LP001250
|
Male
|
Yes
|
3+
|
Not Graduate
|
No
| 4,755 | 0 | 95 | null | 0 |
Semiurban
|
N
|
LP001253
|
Male
|
Yes
|
3+
|
Graduate
|
Yes
| 5,266 | 1,774 | 187 | 360 | 1 |
Semiurban
|
Y
|
LP001255
|
Male
|
No
|
0
|
Graduate
|
No
| 3,750 | 0 | 113 | 480 | 1 |
Urban
|
N
|
LP001256
|
Male
|
No
|
0
|
Graduate
|
No
| 3,750 | 4,750 | 176 | 360 | 1 |
Urban
|
N
|
LP001259
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 1,000 | 3,022 | 110 | 360 | 1 |
Urban
|
N
|
LP001263
|
Male
|
Yes
|
3+
|
Graduate
|
No
| 3,167 | 4,000 | 180 | 300 | 0 |
Semiurban
|
N
|
LP001264
|
Male
|
Yes
|
3+
|
Not Graduate
|
Yes
| 3,333 | 2,166 | 130 | 360 | null |
Semiurban
|
Y
|
LP001265
|
Female
|
No
|
0
|
Graduate
|
No
| 3,846 | 0 | 111 | 360 | 1 |
Semiurban
|
Y
|
LP001266
|
Male
|
Yes
|
1
|
Graduate
|
Yes
| 2,395 | 0 | null | 360 | 1 |
Semiurban
|
Y
|
LP001267
|
Female
|
Yes
|
2
|
Graduate
|
No
| 1,378 | 1,881 | 167 | 360 | 1 |
Urban
|
N
|
LP001273
|
Male
|
Yes
|
0
|
Graduate
|
No
| 6,000 | 2,250 | 265 | 360 | null |
Semiurban
|
N
|
LP001275
|
Male
|
Yes
|
1
|
Graduate
|
No
| 3,988 | 0 | 50 | 240 | 1 |
Urban
|
Y
|
LP001279
|
Male
|
No
|
0
|
Graduate
|
No
| 2,366 | 2,531 | 136 | 360 | 1 |
Semiurban
|
Y
|
LP001280
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 3,333 | 2,000 | 99 | 360 | null |
Semiurban
|
Y
|
LP001282
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,500 | 2,118 | 104 | 360 | 1 |
Semiurban
|
Y
|
LP001289
|
Male
|
No
|
0
|
Graduate
|
No
| 8,566 | 0 | 210 | 360 | 1 |
Urban
|
Y
|
LP001310
|
Male
|
Yes
|
0
|
Graduate
|
No
| 5,695 | 4,167 | 175 | 360 | 1 |
Semiurban
|
Y
|
LP001316
|
Male
|
Yes
|
0
|
Graduate
|
No
| 2,958 | 2,900 | 131 | 360 | 1 |
Semiurban
|
Y
|
LP001318
|
Male
|
Yes
|
2
|
Graduate
|
No
| 6,250 | 5,654 | 188 | 180 | 1 |
Semiurban
|
Y
|
LP001319
|
Male
|
Yes
|
2
|
Not Graduate
|
No
| 3,273 | 1,820 | 81 | 360 | 1 |
Urban
|
Y
|
LP001322
|
Male
|
No
|
0
|
Graduate
|
No
| 4,133 | 0 | 122 | 360 | 1 |
Semiurban
|
Y
|
LP001325
|
Male
|
No
|
0
|
Not Graduate
|
No
| 3,620 | 0 | 25 | 120 | 1 |
Semiurban
|
Y
|
LP001326
|
Male
|
No
|
0
|
Graduate
| null | 6,782 | 0 | null | 360 | null |
Urban
|
N
|
LP001327
|
Female
|
Yes
|
0
|
Graduate
|
No
| 2,484 | 2,302 | 137 | 360 | 1 |
Semiurban
|
Y
|
LP001333
|
Male
|
Yes
|
0
|
Graduate
|
No
| 1,977 | 997 | 50 | 360 | 1 |
Semiurban
|
Y
|
LP001334
|
Male
|
Yes
|
0
|
Not Graduate
|
No
| 4,188 | 0 | 115 | 180 | 1 |
Semiurban
|
Y
|
LP001343
|
Male
|
Yes
|
0
|
Graduate
|
No
| 1,759 | 3,541 | 131 | 360 | 1 |
Semiurban
|
Y
|
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