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