├── README.md ├── Loan_Prediction_SampleSubmission.csv ├── Loan_Prediction_Test.csv └── Loan_Prediction_Train.csv /README.md: -------------------------------------------------------------------------------- 1 | # Analytics_Vidhya_India_ML_Hiring_Hackathon2019 2 | ## Loan Delinquency Prediction 3 | 4 | Loan default prediction is one of the most critical and crucial problem faced by financial institutions and organizations as it has a noteworthy effect on the profitability of these institutions. In recent years, there is a tremendous increase in the volume of non – performing loans which results in a jeopardizing effect on the growth of these institutions. 5 | Therefore, to maintain a healthy portfolio, the banks put stringent monitoring and evaluation measures in place to ensure timely repayment of loans by borrowers. Despite these measures, a major proportion of loans become delinquent. Delinquency occurs when a borrower misses a payment against his/her loan. 6 | 7 | Given the information like mortgage details, borrowers related details and payment details, our objective is to identify the delinquency status of loans for the next month given the delinquency status for the previous 12 months (in number of months) 8 | 9 | ## Data Description 10 | train.zip 11 | train.zip contains train.csv. train.csv contains the training data with details on loan as described in the last section 12 | 13 | ## Data Dictionary 14 | * loan_id Unique loan ID 15 | * source Loan origination channel 16 | * financial_institution Name of the bank 17 | * interest_rate Loan interest rate 18 | * unpaid_principal_bal Loan unpaid principal balance 19 | * loan_term Loan term (in days) 20 | * origination_date Loan origination date (YYYY-MM-DD) 21 | * first_payment_date First instalment payment date 22 | * loan_to_value Loan to value ratio 23 | * number_of_borrowers Number of borrowers 24 | * debt_to_income_ratio Debt-to-income ratio 25 | * borrower_credit_score Borrower credit score 26 | * loan_purpose Loan purpose 27 | * insurance_percent Loan Amount percent covered by insurance 28 | * co-borrower_credit_score Co-borrower credit score 29 | * insurance_type 0 - Premium paid by borrower, 1 - Premium paid by Lender 30 | * m1 to m12 Month-wise loan performance (deliquency in months) 31 | * m13 target, loan deliquency status (0 = non deliquent, 1 = deliquent) 32 | 33 | ## test.zip 34 | test.zip contains test.csv which has details of all loans for which the participants are to submit the delinquency status - 0/1 (not probability) 35 | 36 | ## sample_submission.zip 37 | sample_submission.zip contains the submission format for the predictions against the test set. A single csv needs to be submitted as a solution. 38 | 39 | ## Evaluation Metric 40 | Submissions are evaluated on F1-Score between the predicted class and the observed target. 41 | 42 | # F1-Score: 0.3448 43 | -------------------------------------------------------------------------------- /Loan_Prediction_SampleSubmission.csv: -------------------------------------------------------------------------------- 1 | ,Loan_ID,Loan_Status 2 | 0,LP001015,Y 3 | 1,LP001022,Y 4 | 2,LP001031,Y 5 | 3,LP001035,Y 6 | 4,LP001051,Y 7 | 5,LP001054,Y 8 | 6,LP001055,N 9 | 7,LP001056,N 10 | 8,LP001059,Y 11 | 9,LP001067,Y 12 | 10,LP001078,Y 13 | 11,LP001082,Y 14 | 12,LP001083,Y 15 | 13,LP001094,Y 16 | 14,LP001096,Y 17 | 15,LP001099,Y 18 | 16,LP001105,Y 19 | 17,LP001107,Y 20 | 18,LP001108,Y 21 | 19,LP001115,Y 22 | 20,LP001121,Y 23 | 21,LP001124,Y 24 | 22,LP001128,Y 25 | 23,LP001135,Y 26 | 24,LP001149,Y 27 | 25,LP001153,N 28 | 26,LP001163,Y 29 | 27,LP001169,Y 30 | 28,LP001174,Y 31 | 29,LP001176,Y 32 | 30,LP001177,Y 33 | 31,LP001183,Y 34 | 32,LP001185,Y 35 | 33,LP001187,Y 36 | 34,LP001190,Y 37 | 35,LP001203,N 38 | 36,LP001208,Y 39 | 37,LP001210,Y 40 | 38,LP001211,Y 41 | 39,LP001219,Y 42 | 40,LP001220,Y 43 | 41,LP001221,Y 44 | 42,LP001226,Y 45 | 43,LP001230,Y 46 | 44,LP001231,Y 47 | 45,LP001232,Y 48 | 46,LP001237,Y 49 | 47,LP001242,Y 50 | 48,LP001268,Y 51 | 49,LP001270,Y 52 | 50,LP001284,Y 53 | 51,LP001287,Y 54 | 52,LP001291,Y 55 | 53,LP001298,Y 56 | 54,LP001312,Y 57 | 55,LP001313,N 58 | 56,LP001317,N 59 | 57,LP001321,Y 60 | 58,LP001323,Y 61 | 59,LP001324,Y 62 | 60,LP001332,Y 63 | 61,LP001335,Y 64 | 62,LP001338,Y 65 | 63,LP001347,N 66 | 64,LP001348,Y 67 | 65,LP001351,Y 68 | 66,LP001352,N 69 | 67,LP001358,Y 70 | 68,LP001359,Y 71 | 69,LP001361,Y 72 | 70,LP001366,Y 73 | 71,LP001368,Y 74 | 72,LP001375,Y 75 | 73,LP001380,Y 76 | 74,LP001386,Y 77 | 75,LP001400,Y 78 | 76,LP001407,Y 79 | 77,LP001413,Y 80 | 78,LP001415,Y 81 | 79,LP001419,Y 82 | 80,LP001420,Y 83 | 81,LP001428,Y 84 | 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225,LP002257,Y 228 | 226,LP002264,Y 229 | 227,LP002270,Y 230 | 228,LP002279,Y 231 | 229,LP002286,N 232 | 230,LP002294,Y 233 | 231,LP002298,Y 234 | 232,LP002306,Y 235 | 233,LP002310,Y 236 | 234,LP002311,Y 237 | 235,LP002316,N 238 | 236,LP002321,N 239 | 237,LP002325,Y 240 | 238,LP002326,Y 241 | 239,LP002329,Y 242 | 240,LP002333,Y 243 | 241,LP002339,Y 244 | 242,LP002344,Y 245 | 243,LP002346,Y 246 | 244,LP002354,Y 247 | 245,LP002355,N 248 | 246,LP002358,Y 249 | 247,LP002360,Y 250 | 248,LP002375,Y 251 | 249,LP002376,Y 252 | 250,LP002383,Y 253 | 251,LP002385,Y 254 | 252,LP002389,N 255 | 253,LP002394,Y 256 | 254,LP002397,Y 257 | 255,LP002399,N 258 | 256,LP002400,Y 259 | 257,LP002402,Y 260 | 258,LP002412,Y 261 | 259,LP002415,Y 262 | 260,LP002417,Y 263 | 261,LP002420,Y 264 | 262,LP002425,Y 265 | 263,LP002433,Y 266 | 264,LP002440,Y 267 | 265,LP002441,Y 268 | 266,LP002442,N 269 | 267,LP002445,N 270 | 268,LP002450,Y 271 | 269,LP002471,Y 272 | 270,LP002476,Y 273 | 271,LP002482,Y 274 | 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319,LP002781,Y 322 | 320,LP002782,Y 323 | 321,LP002786,Y 324 | 322,LP002790,Y 325 | 323,LP002791,Y 326 | 324,LP002793,Y 327 | 325,LP002802,N 328 | 326,LP002803,Y 329 | 327,LP002805,Y 330 | 328,LP002806,Y 331 | 329,LP002816,Y 332 | 330,LP002823,Y 333 | 331,LP002825,Y 334 | 332,LP002826,Y 335 | 333,LP002843,Y 336 | 334,LP002849,Y 337 | 335,LP002850,Y 338 | 336,LP002853,Y 339 | 337,LP002856,Y 340 | 338,LP002857,Y 341 | 339,LP002858,N 342 | 340,LP002860,Y 343 | 341,LP002867,Y 344 | 342,LP002869,Y 345 | 343,LP002870,Y 346 | 344,LP002876,Y 347 | 345,LP002878,Y 348 | 346,LP002879,Y 349 | 347,LP002885,Y 350 | 348,LP002890,Y 351 | 349,LP002891,Y 352 | 350,LP002899,Y 353 | 351,LP002901,Y 354 | 352,LP002907,Y 355 | 353,LP002920,Y 356 | 354,LP002921,N 357 | 355,LP002932,Y 358 | 356,LP002935,Y 359 | 357,LP002952,Y 360 | 358,LP002954,Y 361 | 359,LP002962,Y 362 | 360,LP002965,Y 363 | 361,LP002969,Y 364 | 362,LP002971,Y 365 | 363,LP002975,Y 366 | 364,LP002980,Y 367 | 365,LP002986,Y 368 | 366,LP002989,Y 369 | -------------------------------------------------------------------------------- /Loan_Prediction_Test.csv: -------------------------------------------------------------------------------- 1 | Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area 2 | LP001015,Male,Yes,0,Graduate,No,5720,0,110,360,1,Urban 3 | LP001022,Male,Yes,1,Graduate,No,3076,1500,126,360,1,Urban 4 | LP001031,Male,Yes,2,Graduate,No,5000,1800,208,360,1,Urban 5 | LP001035,Male,Yes,2,Graduate,No,2340,2546,100,360,,Urban 6 | LP001051,Male,No,0,Not Graduate,No,3276,0,78,360,1,Urban 7 | LP001054,Male,Yes,0,Not Graduate,Yes,2165,3422,152,360,1,Urban 8 | LP001055,Female,No,1,Not Graduate,No,2226,0,59,360,1,Semiurban 9 | LP001056,Male,Yes,2,Not Graduate,No,3881,0,147,360,0,Rural 10 | LP001059,Male,Yes,2,Graduate,,13633,0,280,240,1,Urban 11 | LP001067,Male,No,0,Not Graduate,No,2400,2400,123,360,1,Semiurban 12 | LP001078,Male,No,0,Not Graduate,No,3091,0,90,360,1,Urban 13 | LP001082,Male,Yes,1,Graduate,,2185,1516,162,360,1,Semiurban 14 | LP001083,Male,No,3+,Graduate,No,4166,0,40,180,,Urban 15 | LP001094,Male,Yes,2,Graduate,,12173,0,166,360,0,Semiurban 16 | LP001096,Female,No,0,Graduate,No,4666,0,124,360,1,Semiurban 17 | LP001099,Male,No,1,Graduate,No,5667,0,131,360,1,Urban 18 | LP001105,Male,Yes,2,Graduate,No,4583,2916,200,360,1,Urban 19 | LP001107,Male,Yes,3+,Graduate,No,3786,333,126,360,1,Semiurban 20 | LP001108,Male,Yes,0,Graduate,No,9226,7916,300,360,1,Urban 21 | LP001115,Male,No,0,Graduate,No,1300,3470,100,180,1,Semiurban 22 | LP001121,Male,Yes,1,Not Graduate,No,1888,1620,48,360,1,Urban 23 | LP001124,Female,No,3+,Not Graduate,No,2083,0,28,180,1,Urban 24 | LP001128,,No,0,Graduate,No,3909,0,101,360,1,Urban 25 | LP001135,Female,No,0,Not Graduate,No,3765,0,125,360,1,Urban 26 | LP001149,Male,Yes,0,Graduate,No,5400,4380,290,360,1,Urban 27 | LP001153,Male,No,0,Graduate,No,0,24000,148,360,0,Rural 28 | LP001163,Male,Yes,2,Graduate,No,4363,1250,140,360,,Urban 29 | LP001169,Male,Yes,0,Graduate,No,7500,3750,275,360,1,Urban 30 | LP001174,Male,Yes,0,Graduate,No,3772,833,57,360,,Semiurban 31 | LP001176,Male,No,0,Graduate,No,2942,2382,125,180,1,Urban 32 | LP001177,Female,No,0,Not Graduate,No,2478,0,75,360,1,Semiurban 33 | LP001183,Male,Yes,2,Graduate,No,6250,820,192,360,1,Urban 34 | LP001185,Male,No,0,Graduate,No,3268,1683,152,360,1,Semiurban 35 | LP001187,Male,Yes,0,Graduate,No,2783,2708,158,360,1,Urban 36 | LP001190,Male,Yes,0,Graduate,No,2740,1541,101,360,1,Urban 37 | LP001203,Male,No,0,Graduate,No,3150,0,176,360,0,Semiurban 38 | LP001208,Male,Yes,2,Graduate,,7350,4029,185,180,1,Urban 39 | LP001210,Male,Yes,0,Graduate,Yes,2267,2792,90,360,1,Urban 40 | LP001211,Male,No,0,Graduate,Yes,5833,0,116,360,1,Urban 41 | LP001219,Male,No,0,Graduate,No,3643,1963,138,360,1,Urban 42 | LP001220,Male,Yes,0,Graduate,No,5629,818,100,360,1,Urban 43 | LP001221,Female,No,0,Graduate,No,3644,0,110,360,1,Urban 44 | LP001226,Male,Yes,0,Not Graduate,No,1750,2024,90,360,1,Semiurban 45 | LP001230,Male,No,0,Graduate,No,6500,2600,200,360,1,Semiurban 46 | LP001231,Female,No,0,Graduate,No,3666,0,84,360,1,Urban 47 | LP001232,Male,Yes,0,Graduate,No,4260,3900,185,,,Urban 48 | LP001237,Male,Yes,,Not Graduate,No,4163,1475,162,360,1,Urban 49 | LP001242,Male,No,0,Not Graduate,No,2356,1902,108,360,1,Semiurban 50 | LP001268,Male,No,0,Graduate,No,6792,3338,187,,1,Urban 51 | LP001270,Male,Yes,3+,Not Graduate,Yes,8000,250,187,360,1,Semiurban 52 | LP001284,Male,Yes,1,Graduate,No,2419,1707,124,360,1,Urban 53 | LP001287,,Yes,3+,Not Graduate,No,3500,833,120,360,1,Semiurban 54 | LP001291,Male,Yes,1,Graduate,No,3500,3077,160,360,1,Semiurban 55 | LP001298,Male,Yes,2,Graduate,No,4116,1000,30,180,1,Urban 56 | LP001312,Male,Yes,0,Not Graduate,Yes,5293,0,92,360,1,Urban 57 | LP001313,Male,No,0,Graduate,No,2750,0,130,360,0,Urban 58 | LP001317,Female,No,0,Not Graduate,No,4402,0,130,360,1,Rural 59 | LP001321,Male,Yes,2,Graduate,No,3613,3539,134,180,1,Semiurban 60 | LP001323,Female,Yes,2,Graduate,No,2779,3664,176,360,0,Semiurban 61 | LP001324,Male,Yes,3+,Graduate,No,4720,0,90,180,1,Semiurban 62 | LP001332,Male,Yes,0,Not Graduate,No,2415,1721,110,360,1,Semiurban 63 | LP001335,Male,Yes,0,Graduate,Yes,7016,292,125,360,1,Urban 64 | LP001338,Female,No,2,Graduate,No,4968,0,189,360,1,Semiurban 65 | LP001347,Female,No,0,Graduate,No,2101,1500,108,360,0,Rural 66 | LP001348,Male,Yes,3+,Not Graduate,No,4490,0,125,360,1,Urban 67 | LP001351,Male,Yes,0,Graduate,No,2917,3583,138,360,1,Semiurban 68 | LP001352,Male,Yes,0,Not Graduate,No,4700,0,135,360,0,Semiurban 69 | LP001358,Male,Yes,0,Graduate,No,3445,0,130,360,0,Semiurban 70 | LP001359,Male,Yes,0,Graduate,No,7666,0,187,360,1,Semiurban 71 | LP001361,Male,Yes,0,Graduate,No,2458,5105,188,360,0,Rural 72 | LP001366,Female,No,,Graduate,No,3250,0,95,360,1,Semiurban 73 | LP001368,Male,No,0,Graduate,No,4463,0,65,360,1,Semiurban 74 | LP001375,Male,Yes,1,Graduate,,4083,1775,139,60,1,Urban 75 | LP001380,Male,Yes,0,Graduate,Yes,3900,2094,232,360,1,Rural 76 | LP001386,Male,Yes,0,Not Graduate,No,4750,3583,144,360,1,Semiurban 77 | LP001400,Male,No,0,Graduate,No,3583,3435,155,360,1,Urban 78 | LP001407,Male,Yes,0,Graduate,No,3189,2367,186,360,1,Urban 79 | LP001413,Male,No,0,Graduate,Yes,6356,0,50,360,1,Rural 80 | LP001415,Male,Yes,1,Graduate,No,3413,4053,,360,1,Semiurban 81 | LP001419,Female,Yes,0,Graduate,No,7950,0,185,360,1,Urban 82 | LP001420,Male,Yes,3+,Graduate,No,3829,1103,163,360,0,Urban 83 | LP001428,Male,Yes,3+,Graduate,No,72529,0,360,360,1,Urban 84 | LP001445,Male,Yes,2,Not Graduate,No,4136,0,149,480,0,Rural 85 | LP001446,Male,Yes,0,Graduate,No,8449,0,257,360,1,Rural 86 | LP001450,Male,Yes,0,Graduate,No,4456,0,131,180,0,Semiurban 87 | LP001452,Male,Yes,2,Graduate,No,4635,8000,102,180,1,Rural 88 | LP001455,Male,Yes,0,Graduate,No,3571,1917,135,360,1,Urban 89 | LP001466,Male,No,0,Graduate,No,3066,0,95,360,1,Semiurban 90 | LP001471,Male,No,2,Not Graduate,No,3235,2015,77,360,1,Semiurban 91 | LP001472,Female,No,0,Graduate,,5058,0,200,360,1,Rural 92 | LP001475,Male,Yes,0,Graduate,Yes,3188,2286,130,360,,Rural 93 | LP001483,Male,Yes,3+,Graduate,No,13518,0,390,360,1,Rural 94 | LP001486,Male,Yes,1,Graduate,No,4364,2500,185,360,1,Semiurban 95 | LP001490,Male,Yes,2,Not Graduate,No,4766,1646,100,360,1,Semiurban 96 | LP001496,Male,Yes,1,Graduate,No,4609,2333,123,360,0,Semiurban 97 | LP001499,Female,Yes,3+,Graduate,No,6260,0,110,360,1,Semiurban 98 | LP001500,Male,Yes,1,Graduate,No,3333,4200,256,360,1,Urban 99 | LP001501,Male,Yes,0,Graduate,No,3500,3250,140,360,1,Semiurban 100 | LP001517,Male,Yes,3+,Graduate,No,9719,0,61,360,1,Urban 101 | LP001527,Male,Yes,3+,Graduate,No,6835,0,188,360,,Semiurban 102 | LP001534,Male,No,0,Graduate,No,4452,0,131,360,1,Rural 103 | LP001542,Female,Yes,0,Graduate,No,2262,0,,480,0,Semiurban 104 | LP001547,Male,Yes,1,Graduate,No,3901,0,116,360,1,Urban 105 | LP001548,Male,Yes,2,Not Graduate,No,2687,0,50,180,1,Rural 106 | LP001558,Male,No,0,Graduate,No,2243,2233,107,360,,Semiurban 107 | LP001561,Female,Yes,0,Graduate,No,3417,1287,200,360,1,Semiurban 108 | LP001563,,No,0,Graduate,No,1596,1760,119,360,0,Urban 109 | LP001567,Male,Yes,3+,Graduate,No,4513,0,120,360,1,Rural 110 | LP001568,Male,Yes,0,Graduate,No,4500,0,140,360,1,Semiurban 111 | LP001573,Male,Yes,0,Not Graduate,No,4523,1350,165,360,1,Urban 112 | LP001584,Female,No,0,Graduate,Yes,4742,0,108,360,1,Semiurban 113 | LP001587,Male,Yes,,Graduate,No,4082,0,93,360,1,Semiurban 114 | LP001589,Female,No,0,Graduate,No,3417,0,102,360,1,Urban 115 | LP001591,Female,Yes,2,Graduate,No,2922,3396,122,360,1,Semiurban 116 | LP001599,Male,Yes,0,Graduate,No,4167,4754,160,360,1,Rural 117 | LP001601,Male,No,3+,Graduate,No,4243,4123,157,360,,Semiurban 118 | LP001607,Female,No,0,Not Graduate,No,0,1760,180,360,1,Semiurban 119 | LP001611,Male,Yes,1,Graduate,No,1516,2900,80,,0,Rural 120 | LP001613,Female,No,0,Graduate,No,1762,2666,104,360,0,Urban 121 | LP001622,Male,Yes,2,Graduate,No,724,3510,213,360,0,Rural 122 | LP001627,Male,No,0,Graduate,No,3125,0,65,360,1,Urban 123 | LP001650,Male,Yes,0,Graduate,No,2333,3803,146,360,1,Rural 124 | LP001651,Male,Yes,3+,Graduate,No,3350,1560,135,360,1,Urban 125 | LP001652,Male,No,0,Graduate,No,2500,6414,187,360,0,Rural 126 | LP001655,Female,No,0,Graduate,No,12500,0,300,360,0,Urban 127 | LP001660,Male,No,0,Graduate,No,4667,0,120,360,1,Semiurban 128 | LP001662,Male,No,0,Graduate,No,6500,0,71,360,0,Urban 129 | LP001663,Male,Yes,2,Graduate,No,7500,0,225,360,1,Urban 130 | LP001667,Male,No,0,Graduate,No,3073,0,70,180,1,Urban 131 | LP001695,Male,Yes,1,Not Graduate,No,3321,2088,70,,1,Semiurban 132 | LP001703,Male,Yes,0,Graduate,No,3333,1270,124,360,1,Urban 133 | LP001718,Male,No,0,Graduate,No,3391,0,132,360,1,Rural 134 | LP001728,Male,Yes,1,Graduate,Yes,3343,1517,105,360,1,Rural 135 | LP001735,Female,No,1,Graduate,No,3620,0,90,360,1,Urban 136 | LP001737,Male,No,0,Graduate,No,4000,0,83,84,1,Urban 137 | LP001739,Male,Yes,0,Graduate,No,4258,0,125,360,1,Urban 138 | LP001742,Male,Yes,2,Graduate,No,4500,0,147,360,1,Rural 139 | LP001757,Male,Yes,1,Graduate,No,2014,2925,120,360,1,Rural 140 | LP001769,,No,,Graduate,No,3333,1250,110,360,1,Semiurban 141 | LP001771,Female,No,3+,Graduate,No,4083,0,103,360,,Semiurban 142 | LP001785,Male,No,0,Graduate,No,4727,0,150,360,0,Rural 143 | LP001787,Male,Yes,3+,Graduate,No,3089,2999,100,240,1,Rural 144 | LP001789,Male,Yes,3+,Not Graduate,,6794,528,139,360,0,Urban 145 | LP001791,Male,Yes,0,Graduate,Yes,32000,0,550,360,,Semiurban 146 | LP001794,Male,Yes,2,Graduate,Yes,10890,0,260,12,1,Rural 147 | LP001797,Female,No,0,Graduate,No,12941,0,150,300,1,Urban 148 | LP001815,Male,No,0,Not Graduate,No,3276,0,90,360,1,Semiurban 149 | LP001817,Male,No,0,Not Graduate,Yes,8703,0,199,360,0,Rural 150 | LP001818,Male,Yes,1,Graduate,No,4742,717,139,360,1,Semiurban 151 | LP001822,Male,No,0,Graduate,No,5900,0,150,360,1,Urban 152 | LP001827,Male,No,0,Graduate,No,3071,4309,180,360,1,Urban 153 | LP001831,Male,Yes,0,Graduate,No,2783,1456,113,360,1,Urban 154 | LP001842,Male,No,0,Graduate,No,5000,0,148,360,1,Rural 155 | LP001853,Male,Yes,1,Not Graduate,No,2463,2360,117,360,0,Urban 156 | LP001855,Male,Yes,2,Graduate,No,4855,0,72,360,1,Rural 157 | LP001857,Male,No,0,Not Graduate,Yes,1599,2474,125,300,1,Semiurban 158 | LP001862,Male,Yes,2,Graduate,Yes,4246,4246,214,360,1,Urban 159 | LP001867,Male,Yes,0,Graduate,No,4333,2291,133,350,1,Rural 160 | LP001878,Male,No,1,Graduate,No,5823,2529,187,360,1,Semiurban 161 | LP001881,Male,Yes,0,Not Graduate,No,7895,0,143,360,1,Rural 162 | LP001886,Male,No,0,Graduate,No,4150,4256,209,360,1,Rural 163 | LP001906,Male,No,0,Graduate,,2964,0,84,360,0,Semiurban 164 | LP001909,Male,No,0,Graduate,No,5583,0,116,360,1,Urban 165 | LP001911,Female,No,0,Graduate,No,2708,0,65,360,1,Rural 166 | LP001921,Male,No,1,Graduate,No,3180,2370,80,240,,Rural 167 | LP001923,Male,No,0,Not Graduate,No,2268,0,170,360,0,Semiurban 168 | LP001933,Male,No,2,Not Graduate,No,1141,2017,120,360,0,Urban 169 | LP001943,Male,Yes,0,Graduate,No,3042,3167,135,360,1,Urban 170 | LP001950,Female,Yes,3+,Graduate,,1750,2935,94,360,0,Semiurban 171 | LP001959,Female,Yes,1,Graduate,No,3564,0,79,360,1,Rural 172 | LP001961,Female,No,0,Graduate,No,3958,0,110,360,1,Rural 173 | LP001973,Male,Yes,2,Not Graduate,No,4483,0,130,360,1,Rural 174 | LP001975,Male,Yes,0,Graduate,No,5225,0,143,360,1,Rural 175 | LP001979,Male,No,0,Graduate,No,3017,2845,159,180,0,Urban 176 | LP001995,Male,Yes,0,Not Graduate,No,2431,1820,110,360,0,Rural 177 | LP001999,Male,Yes,2,Graduate,,4912,4614,160,360,1,Rural 178 | LP002007,Male,Yes,2,Not Graduate,No,2500,3333,131,360,1,Urban 179 | LP002009,Female,No,0,Graduate,No,2918,0,65,360,,Rural 180 | LP002016,Male,Yes,2,Graduate,No,5128,0,143,360,1,Rural 181 | LP002017,Male,Yes,3+,Graduate,No,15312,0,187,360,,Urban 182 | LP002018,Male,Yes,2,Graduate,No,3958,2632,160,360,1,Semiurban 183 | LP002027,Male,Yes,0,Graduate,No,4334,2945,165,360,1,Semiurban 184 | LP002028,Male,Yes,2,Graduate,No,4358,0,110,360,1,Urban 185 | LP002042,Female,Yes,1,Graduate,No,4000,3917,173,360,1,Rural 186 | LP002045,Male,Yes,3+,Graduate,No,10166,750,150,,1,Urban 187 | LP002046,Male,Yes,0,Not Graduate,No,4483,0,135,360,,Semiurban 188 | LP002047,Male,Yes,2,Not Graduate,No,4521,1184,150,360,1,Semiurban 189 | LP002056,Male,Yes,2,Graduate,No,9167,0,235,360,1,Semiurban 190 | LP002057,Male,Yes,0,Not Graduate,No,13083,0,,360,1,Rural 191 | LP002059,Male,Yes,2,Graduate,No,7874,3967,336,360,1,Rural 192 | LP002062,Female,Yes,1,Graduate,No,4333,0,132,84,1,Rural 193 | LP002064,Male,No,0,Graduate,No,4083,0,96,360,1,Urban 194 | LP002069,Male,Yes,2,Not Graduate,,3785,2912,180,360,0,Rural 195 | LP002070,Male,Yes,3+,Not Graduate,No,2654,1998,128,360,0,Rural 196 | LP002077,Male,Yes,1,Graduate,No,10000,2690,412,360,1,Semiurban 197 | LP002083,Male,No,0,Graduate,Yes,5833,0,116,360,1,Urban 198 | LP002090,Male,Yes,1,Graduate,No,4796,0,114,360,0,Semiurban 199 | LP002096,Male,Yes,0,Not Graduate,No,2000,1600,115,360,1,Rural 200 | LP002099,Male,Yes,2,Graduate,No,2540,700,104,360,0,Urban 201 | LP002102,Male,Yes,0,Graduate,Yes,1900,1442,88,360,1,Rural 202 | LP002105,Male,Yes,0,Graduate,Yes,8706,0,108,480,1,Rural 203 | LP002107,Male,Yes,3+,Not Graduate,No,2855,542,90,360,1,Urban 204 | LP002111,Male,Yes,,Graduate,No,3016,1300,100,360,,Urban 205 | LP002117,Female,Yes,0,Graduate,No,3159,2374,108,360,1,Semiurban 206 | LP002118,Female,No,0,Graduate,No,1937,1152,78,360,1,Semiurban 207 | LP002123,Male,Yes,0,Graduate,No,2613,2417,123,360,1,Semiurban 208 | LP002125,Male,Yes,1,Graduate,No,4960,2600,187,360,1,Semiurban 209 | LP002148,Male,Yes,1,Graduate,No,3074,1083,146,360,1,Semiurban 210 | LP002152,Female,No,0,Graduate,No,4213,0,80,360,1,Urban 211 | LP002165,,No,1,Not Graduate,No,2038,4027,100,360,1,Rural 212 | LP002167,Female,No,0,Graduate,No,2362,0,55,360,1,Urban 213 | LP002168,Male,No,0,Graduate,No,5333,2400,200,360,0,Rural 214 | LP002172,Male,Yes,3+,Graduate,Yes,5384,0,150,360,1,Semiurban 215 | LP002176,Male,No,0,Graduate,No,5708,0,150,360,1,Rural 216 | LP002183,Male,Yes,0,Not Graduate,No,3754,3719,118,,1,Rural 217 | LP002184,Male,Yes,0,Not Graduate,No,2914,2130,150,300,1,Urban 218 | LP002186,Male,Yes,0,Not Graduate,No,2747,2458,118,36,1,Semiurban 219 | LP002192,Male,Yes,0,Graduate,No,7830,2183,212,360,1,Rural 220 | LP002195,Male,Yes,1,Graduate,Yes,3507,3148,212,360,1,Rural 221 | LP002208,Male,Yes,1,Graduate,No,3747,2139,125,360,1,Urban 222 | LP002212,Male,Yes,0,Graduate,No,2166,2166,108,360,,Urban 223 | LP002240,Male,Yes,0,Not Graduate,No,3500,2168,149,360,1,Rural 224 | LP002245,Male,Yes,2,Not Graduate,No,2896,0,80,480,1,Urban 225 | LP002253,Female,No,1,Graduate,No,5062,0,152,300,1,Rural 226 | LP002256,Female,No,2,Graduate,Yes,5184,0,187,360,0,Semiurban 227 | LP002257,Female,No,0,Graduate,No,2545,0,74,360,1,Urban 228 | LP002264,Male,Yes,0,Graduate,No,2553,1768,102,360,1,Urban 229 | LP002270,Male,Yes,1,Graduate,No,3436,3809,100,360,1,Rural 230 | LP002279,Male,No,0,Graduate,No,2412,2755,130,360,1,Rural 231 | LP002286,Male,Yes,3+,Not Graduate,No,5180,0,125,360,0,Urban 232 | LP002294,Male,No,0,Graduate,No,14911,14507,130,360,1,Semiurban 233 | LP002298,,No,0,Graduate,Yes,2860,2988,138,360,1,Urban 234 | LP002306,Male,Yes,0,Graduate,No,1173,1594,28,180,1,Rural 235 | LP002310,Female,No,1,Graduate,No,7600,0,92,360,1,Semiurban 236 | LP002311,Female,Yes,0,Graduate,No,2157,1788,104,360,1,Urban 237 | LP002316,Male,No,0,Graduate,No,2231,2774,176,360,0,Urban 238 | LP002321,Female,No,0,Graduate,No,2274,5211,117,360,0,Semiurban 239 | LP002325,Male,Yes,2,Not Graduate,No,6166,13983,102,360,1,Rural 240 | LP002326,Male,Yes,2,Not Graduate,No,2513,1110,107,360,1,Semiurban 241 | LP002329,Male,No,0,Graduate,No,4333,0,66,480,1,Urban 242 | LP002333,Male,No,0,Not Graduate,No,3844,0,105,360,1,Urban 243 | LP002339,Male,Yes,0,Graduate,No,3887,1517,105,360,0,Semiurban 244 | LP002344,Male,Yes,0,Graduate,No,3510,828,105,360,1,Semiurban 245 | LP002346,Male,Yes,0,Graduate,,2539,1704,125,360,0,Rural 246 | LP002354,Female,No,0,Not Graduate,No,2107,0,64,360,1,Semiurban 247 | LP002355,,Yes,0,Graduate,No,3186,3145,150,180,0,Semiurban 248 | LP002358,Male,Yes,2,Graduate,Yes,5000,2166,150,360,1,Urban 249 | LP002360,Male,Yes,,Graduate,No,10000,0,,360,1,Urban 250 | LP002375,Male,Yes,0,Not Graduate,Yes,3943,0,64,360,1,Semiurban 251 | LP002376,Male,No,0,Graduate,No,2925,0,40,180,1,Rural 252 | LP002383,Male,Yes,3+,Graduate,No,3242,437,142,480,0,Urban 253 | LP002385,Male,Yes,,Graduate,No,3863,0,70,300,1,Semiurban 254 | LP002389,Female,No,1,Graduate,No,4028,0,131,360,1,Semiurban 255 | LP002394,Male,Yes,2,Graduate,No,4010,1025,120,360,1,Urban 256 | LP002397,Female,Yes,1,Graduate,No,3719,1585,114,360,1,Urban 257 | LP002399,Male,No,0,Graduate,,2858,0,123,360,0,Rural 258 | LP002400,Female,Yes,0,Graduate,No,3833,0,92,360,1,Rural 259 | LP002402,Male,Yes,0,Graduate,No,3333,4288,160,360,1,Urban 260 | LP002412,Male,Yes,0,Graduate,No,3007,3725,151,360,1,Rural 261 | LP002415,Female,No,1,Graduate,,1850,4583,81,360,,Rural 262 | LP002417,Male,Yes,3+,Not Graduate,No,2792,2619,171,360,1,Semiurban 263 | LP002420,Male,Yes,0,Graduate,No,2982,1550,110,360,1,Semiurban 264 | LP002425,Male,No,0,Graduate,No,3417,738,100,360,,Rural 265 | LP002433,Male,Yes,1,Graduate,No,18840,0,234,360,1,Rural 266 | LP002440,Male,Yes,2,Graduate,No,2995,1120,184,360,1,Rural 267 | LP002441,Male,No,,Graduate,No,3579,3308,138,360,,Semiurban 268 | LP002442,Female,Yes,1,Not Graduate,No,3835,1400,112,480,0,Urban 269 | LP002445,Female,No,1,Not Graduate,No,3854,3575,117,360,1,Rural 270 | LP002450,Male,Yes,2,Graduate,No,5833,750,49,360,0,Rural 271 | LP002471,Male,No,0,Graduate,No,3508,0,99,360,1,Rural 272 | LP002476,Female,Yes,3+,Not Graduate,No,1635,2444,99,360,1,Urban 273 | LP002482,Female,No,0,Graduate,Yes,3333,3916,212,360,1,Rural 274 | LP002485,Male,No,1,Graduate,No,24797,0,240,360,1,Semiurban 275 | LP002495,Male,Yes,2,Graduate,No,5667,440,130,360,0,Semiurban 276 | LP002496,Female,No,0,Graduate,No,3500,0,94,360,0,Semiurban 277 | LP002523,Male,Yes,3+,Graduate,No,2773,1497,108,360,1,Semiurban 278 | LP002542,Male,Yes,0,Graduate,,6500,0,144,360,1,Urban 279 | LP002550,Female,No,0,Graduate,No,5769,0,110,180,1,Semiurban 280 | LP002551,Male,Yes,3+,Not Graduate,,3634,910,176,360,0,Semiurban 281 | LP002553,,No,0,Graduate,No,29167,0,185,360,1,Semiurban 282 | LP002554,Male,No,0,Graduate,No,2166,2057,122,360,1,Semiurban 283 | LP002561,Male,Yes,0,Graduate,No,5000,0,126,360,1,Rural 284 | LP002566,Female,No,0,Graduate,No,5530,0,135,360,,Urban 285 | LP002568,Male,No,0,Not Graduate,No,9000,0,122,360,1,Rural 286 | LP002570,Female,Yes,2,Graduate,No,10000,11666,460,360,1,Urban 287 | LP002572,Male,Yes,1,Graduate,,8750,0,297,360,1,Urban 288 | LP002581,Male,Yes,0,Not Graduate,No,2157,2730,140,360,,Rural 289 | LP002584,Male,No,0,Graduate,,1972,4347,106,360,1,Rural 290 | LP002592,Male,No,0,Graduate,No,4983,0,141,360,1,Urban 291 | LP002593,Male,Yes,1,Graduate,No,8333,4000,,360,1,Urban 292 | LP002599,Male,Yes,0,Graduate,No,3667,2000,170,360,1,Semiurban 293 | LP002604,Male,Yes,2,Graduate,No,3166,2833,145,360,1,Urban 294 | LP002605,Male,No,0,Not Graduate,No,3271,0,90,360,1,Rural 295 | LP002609,Female,Yes,0,Graduate,No,2241,2000,88,360,0,Urban 296 | LP002610,Male,Yes,1,Not Graduate,,1792,2565,128,360,1,Urban 297 | LP002612,Female,Yes,0,Graduate,No,2666,0,84,480,1,Semiurban 298 | LP002614,,No,0,Graduate,No,6478,0,108,360,1,Semiurban 299 | LP002630,Male,No,0,Not Graduate,,3808,0,83,360,1,Rural 300 | LP002635,Female,Yes,2,Not Graduate,No,3729,0,117,360,1,Semiurban 301 | LP002639,Male,Yes,2,Graduate,No,4120,0,128,360,1,Rural 302 | LP002644,Male,Yes,1,Graduate,Yes,7500,0,75,360,1,Urban 303 | LP002651,Male,Yes,1,Graduate,,6300,0,125,360,0,Urban 304 | LP002654,Female,No,,Graduate,Yes,14987,0,177,360,1,Rural 305 | LP002657,,Yes,1,Not Graduate,Yes,570,2125,68,360,1,Rural 306 | LP002711,Male,Yes,0,Graduate,No,2600,700,96,360,1,Semiurban 307 | LP002712,Male,No,2,Not Graduate,No,2733,1083,180,360,,Semiurban 308 | LP002721,Male,Yes,2,Graduate,Yes,7500,0,183,360,1,Rural 309 | LP002735,Male,Yes,2,Not Graduate,No,3859,0,121,360,1,Rural 310 | LP002744,Male,Yes,1,Graduate,No,6825,0,162,360,1,Rural 311 | LP002745,Male,Yes,0,Graduate,No,3708,4700,132,360,1,Semiurban 312 | LP002746,Male,No,0,Graduate,No,5314,0,147,360,1,Urban 313 | LP002747,Female,No,3+,Graduate,No,2366,5272,153,360,0,Rural 314 | LP002754,Male,No,,Graduate,No,2066,2108,104,84,1,Urban 315 | LP002759,Male,Yes,2,Graduate,No,5000,0,149,360,1,Rural 316 | LP002760,Female,No,0,Graduate,No,3767,0,134,300,1,Urban 317 | LP002766,Female,Yes,0,Graduate,No,7859,879,165,180,1,Semiurban 318 | LP002769,Female,Yes,0,Graduate,No,4283,0,120,360,1,Rural 319 | LP002774,Male,Yes,0,Not Graduate,No,1700,2900,67,360,0,Urban 320 | LP002775,,No,0,Not Graduate,No,4768,0,125,360,1,Rural 321 | LP002781,Male,No,0,Graduate,No,3083,2738,120,360,1,Urban 322 | LP002782,Male,Yes,1,Graduate,No,2667,1542,148,360,1,Rural 323 | LP002786,Female,Yes,0,Not Graduate,No,1647,1762,181,360,1,Urban 324 | LP002790,Male,Yes,3+,Graduate,No,3400,0,80,120,1,Urban 325 | LP002791,Male,No,1,Graduate,,16000,5000,40,360,1,Semiurban 326 | LP002793,Male,Yes,0,Graduate,No,5333,0,90,360,1,Rural 327 | LP002802,Male,No,0,Graduate,No,2875,2416,95,6,0,Semiurban 328 | LP002803,Male,Yes,1,Not Graduate,,2600,618,122,360,1,Semiurban 329 | LP002805,Male,Yes,2,Graduate,No,5041,700,150,360,1,Urban 330 | LP002806,Male,Yes,3+,Graduate,Yes,6958,1411,150,360,1,Rural 331 | LP002816,Male,Yes,1,Graduate,No,3500,1658,104,360,,Semiurban 332 | LP002823,Male,Yes,0,Graduate,No,5509,0,143,360,1,Rural 333 | LP002825,Male,Yes,3+,Graduate,No,9699,0,300,360,1,Urban 334 | LP002826,Female,Yes,1,Not Graduate,No,3621,2717,171,360,1,Urban 335 | LP002843,Female,Yes,0,Graduate,No,4709,0,113,360,1,Semiurban 336 | LP002849,Male,Yes,0,Graduate,No,1516,1951,35,360,1,Semiurban 337 | LP002850,Male,No,2,Graduate,No,2400,0,46,360,1,Urban 338 | LP002853,Female,No,0,Not Graduate,No,3015,2000,145,360,,Urban 339 | LP002856,Male,Yes,0,Graduate,No,2292,1558,119,360,1,Urban 340 | LP002857,Male,Yes,1,Graduate,Yes,2360,3355,87,240,1,Rural 341 | LP002858,Female,No,0,Graduate,No,4333,2333,162,360,0,Rural 342 | LP002860,Male,Yes,0,Graduate,Yes,2623,4831,122,180,1,Semiurban 343 | LP002867,Male,No,0,Graduate,Yes,3972,4275,187,360,1,Rural 344 | LP002869,Male,Yes,3+,Not Graduate,No,3522,0,81,180,1,Rural 345 | LP002870,Male,Yes,1,Graduate,No,4700,0,80,360,1,Urban 346 | LP002876,Male,No,0,Graduate,No,6858,0,176,360,1,Rural 347 | LP002878,Male,Yes,3+,Graduate,No,8334,0,260,360,1,Urban 348 | LP002879,Male,Yes,0,Graduate,No,3391,1966,133,360,0,Rural 349 | LP002885,Male,No,0,Not Graduate,No,2868,0,70,360,1,Urban 350 | LP002890,Male,Yes,2,Not Graduate,No,3418,1380,135,360,1,Urban 351 | LP002891,Male,Yes,0,Graduate,Yes,2500,296,137,300,1,Rural 352 | LP002899,Male,Yes,2,Graduate,No,8667,0,254,360,1,Rural 353 | LP002901,Male,No,0,Graduate,No,2283,15000,106,360,,Rural 354 | LP002907,Male,Yes,0,Graduate,No,5817,910,109,360,1,Urban 355 | LP002920,Male,Yes,0,Graduate,No,5119,3769,120,360,1,Rural 356 | LP002921,Male,Yes,3+,Not Graduate,No,5316,187,158,180,0,Semiurban 357 | LP002932,Male,Yes,3+,Graduate,No,7603,1213,197,360,1,Urban 358 | LP002935,Male,Yes,1,Graduate,No,3791,1936,85,360,1,Urban 359 | LP002952,Male,No,0,Graduate,No,2500,0,60,360,1,Urban 360 | LP002954,Male,Yes,2,Not Graduate,No,3132,0,76,360,,Rural 361 | LP002962,Male,No,0,Graduate,No,4000,2667,152,360,1,Semiurban 362 | LP002965,Female,Yes,0,Graduate,No,8550,4255,96,360,,Urban 363 | LP002969,Male,Yes,1,Graduate,No,2269,2167,99,360,1,Semiurban 364 | LP002971,Male,Yes,3+,Not Graduate,Yes,4009,1777,113,360,1,Urban 365 | LP002975,Male,Yes,0,Graduate,No,4158,709,115,360,1,Urban 366 | LP002980,Male,No,0,Graduate,No,3250,1993,126,360,,Semiurban 367 | LP002986,Male,Yes,0,Graduate,No,5000,2393,158,360,1,Rural 368 | LP002989,Male,No,0,Graduate,Yes,9200,0,98,180,1,Rural 369 | -------------------------------------------------------------------------------- /Loan_Prediction_Train.csv: -------------------------------------------------------------------------------- 1 | Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status 2 | LP001002,Male,No,0,Graduate,No,5849,0,,360,1,Urban,Y 3 | LP001003,Male,Yes,1,Graduate,No,4583,1508,128,360,1,Rural,N 4 | LP001005,Male,Yes,0,Graduate,Yes,3000,0,66,360,1,Urban,Y 5 | LP001006,Male,Yes,0,Not Graduate,No,2583,2358,120,360,1,Urban,Y 6 | LP001008,Male,No,0,Graduate,No,6000,0,141,360,1,Urban,Y 7 | LP001011,Male,Yes,2,Graduate,Yes,5417,4196,267,360,1,Urban,Y 8 | LP001013,Male,Yes,0,Not Graduate,No,2333,1516,95,360,1,Urban,Y 9 | LP001014,Male,Yes,3+,Graduate,No,3036,2504,158,360,0,Semiurban,N 10 | LP001018,Male,Yes,2,Graduate,No,4006,1526,168,360,1,Urban,Y 11 | LP001020,Male,Yes,1,Graduate,No,12841,10968,349,360,1,Semiurban,N 12 | LP001024,Male,Yes,2,Graduate,No,3200,700,70,360,1,Urban,Y 13 | LP001027,Male,Yes,2,Graduate,,2500,1840,109,360,1,Urban,Y 14 | LP001028,Male,Yes,2,Graduate,No,3073,8106,200,360,1,Urban,Y 15 | LP001029,Male,No,0,Graduate,No,1853,2840,114,360,1,Rural,N 16 | LP001030,Male,Yes,2,Graduate,No,1299,1086,17,120,1,Urban,Y 17 | LP001032,Male,No,0,Graduate,No,4950,0,125,360,1,Urban,Y 18 | LP001034,Male,No,1,Not Graduate,No,3596,0,100,240,,Urban,Y 19 | LP001036,Female,No,0,Graduate,No,3510,0,76,360,0,Urban,N 20 | LP001038,Male,Yes,0,Not Graduate,No,4887,0,133,360,1,Rural,N 21 | LP001041,Male,Yes,0,Graduate,,2600,3500,115,,1,Urban,Y 22 | LP001043,Male,Yes,0,Not Graduate,No,7660,0,104,360,0,Urban,N 23 | LP001046,Male,Yes,1,Graduate,No,5955,5625,315,360,1,Urban,Y 24 | LP001047,Male,Yes,0,Not Graduate,No,2600,1911,116,360,0,Semiurban,N 25 | LP001050,,Yes,2,Not Graduate,No,3365,1917,112,360,0,Rural,N 26 | LP001052,Male,Yes,1,Graduate,,3717,2925,151,360,,Semiurban,N 27 | LP001066,Male,Yes,0,Graduate,Yes,9560,0,191,360,1,Semiurban,Y 28 | LP001068,Male,Yes,0,Graduate,No,2799,2253,122,360,1,Semiurban,Y 29 | LP001073,Male,Yes,2,Not Graduate,No,4226,1040,110,360,1,Urban,Y 30 | LP001086,Male,No,0,Not Graduate,No,1442,0,35,360,1,Urban,N 31 | LP001087,Female,No,2,Graduate,,3750,2083,120,360,1,Semiurban,Y 32 | LP001091,Male,Yes,1,Graduate,,4166,3369,201,360,,Urban,N 33 | LP001095,Male,No,0,Graduate,No,3167,0,74,360,1,Urban,N 34 | LP001097,Male,No,1,Graduate,Yes,4692,0,106,360,1,Rural,N 35 | LP001098,Male,Yes,0,Graduate,No,3500,1667,114,360,1,Semiurban,Y 36 | LP001100,Male,No,3+,Graduate,No,12500,3000,320,360,1,Rural,N 37 | LP001106,Male,Yes,0,Graduate,No,2275,2067,,360,1,Urban,Y 38 | LP001109,Male,Yes,0,Graduate,No,1828,1330,100,,0,Urban,N 39 | LP001112,Female,Yes,0,Graduate,No,3667,1459,144,360,1,Semiurban,Y 40 | LP001114,Male,No,0,Graduate,No,4166,7210,184,360,1,Urban,Y 41 | LP001116,Male,No,0,Not Graduate,No,3748,1668,110,360,1,Semiurban,Y 42 | LP001119,Male,No,0,Graduate,No,3600,0,80,360,1,Urban,N 43 | LP001120,Male,No,0,Graduate,No,1800,1213,47,360,1,Urban,Y 44 | LP001123,Male,Yes,0,Graduate,No,2400,0,75,360,,Urban,Y 45 | LP001131,Male,Yes,0,Graduate,No,3941,2336,134,360,1,Semiurban,Y 46 | LP001136,Male,Yes,0,Not Graduate,Yes,4695,0,96,,1,Urban,Y 47 | LP001137,Female,No,0,Graduate,No,3410,0,88,,1,Urban,Y 48 | LP001138,Male,Yes,1,Graduate,No,5649,0,44,360,1,Urban,Y 49 | LP001144,Male,Yes,0,Graduate,No,5821,0,144,360,1,Urban,Y 50 | LP001146,Female,Yes,0,Graduate,No,2645,3440,120,360,0,Urban,N 51 | LP001151,Female,No,0,Graduate,No,4000,2275,144,360,1,Semiurban,Y 52 | LP001155,Female,Yes,0,Not Graduate,No,1928,1644,100,360,1,Semiurban,Y 53 | LP001157,Female,No,0,Graduate,No,3086,0,120,360,1,Semiurban,Y 54 | LP001164,Female,No,0,Graduate,No,4230,0,112,360,1,Semiurban,N 55 | LP001179,Male,Yes,2,Graduate,No,4616,0,134,360,1,Urban,N 56 | LP001186,Female,Yes,1,Graduate,Yes,11500,0,286,360,0,Urban,N 57 | LP001194,Male,Yes,2,Graduate,No,2708,1167,97,360,1,Semiurban,Y 58 | LP001195,Male,Yes,0,Graduate,No,2132,1591,96,360,1,Semiurban,Y 59 | LP001197,Male,Yes,0,Graduate,No,3366,2200,135,360,1,Rural,N 60 | LP001198,Male,Yes,1,Graduate,No,8080,2250,180,360,1,Urban,Y 61 | LP001199,Male,Yes,2,Not Graduate,No,3357,2859,144,360,1,Urban,Y 62 | LP001205,Male,Yes,0,Graduate,No,2500,3796,120,360,1,Urban,Y 63 | LP001206,Male,Yes,3+,Graduate,No,3029,0,99,360,1,Urban,Y 64 | LP001207,Male,Yes,0,Not Graduate,Yes,2609,3449,165,180,0,Rural,N 65 | LP001213,Male,Yes,1,Graduate,No,4945,0,,360,0,Rural,N 66 | LP001222,Female,No,0,Graduate,No,4166,0,116,360,0,Semiurban,N 67 | LP001225,Male,Yes,0,Graduate,No,5726,4595,258,360,1,Semiurban,N 68 | LP001228,Male,No,0,Not Graduate,No,3200,2254,126,180,0,Urban,N 69 | LP001233,Male,Yes,1,Graduate,No,10750,0,312,360,1,Urban,Y 70 | LP001238,Male,Yes,3+,Not Graduate,Yes,7100,0,125,60,1,Urban,Y 71 | LP001241,Female,No,0,Graduate,No,4300,0,136,360,0,Semiurban,N 72 | LP001243,Male,Yes,0,Graduate,No,3208,3066,172,360,1,Urban,Y 73 | LP001245,Male,Yes,2,Not Graduate,Yes,1875,1875,97,360,1,Semiurban,Y 74 | LP001248,Male,No,0,Graduate,No,3500,0,81,300,1,Semiurban,Y 75 | LP001250,Male,Yes,3+,Not Graduate,No,4755,0,95,,0,Semiurban,N 76 | LP001253,Male,Yes,3+,Graduate,Yes,5266,1774,187,360,1,Semiurban,Y 77 | LP001255,Male,No,0,Graduate,No,3750,0,113,480,1,Urban,N 78 | LP001256,Male,No,0,Graduate,No,3750,4750,176,360,1,Urban,N 79 | LP001259,Male,Yes,1,Graduate,Yes,1000,3022,110,360,1,Urban,N 80 | LP001263,Male,Yes,3+,Graduate,No,3167,4000,180,300,0,Semiurban,N 81 | LP001264,Male,Yes,3+,Not Graduate,Yes,3333,2166,130,360,,Semiurban,Y 82 | LP001265,Female,No,0,Graduate,No,3846,0,111,360,1,Semiurban,Y 83 | LP001266,Male,Yes,1,Graduate,Yes,2395,0,,360,1,Semiurban,Y 84 | LP001267,Female,Yes,2,Graduate,No,1378,1881,167,360,1,Urban,N 85 | LP001273,Male,Yes,0,Graduate,No,6000,2250,265,360,,Semiurban,N 86 | LP001275,Male,Yes,1,Graduate,No,3988,0,50,240,1,Urban,Y 87 | LP001279,Male,No,0,Graduate,No,2366,2531,136,360,1,Semiurban,Y 88 | LP001280,Male,Yes,2,Not Graduate,No,3333,2000,99,360,,Semiurban,Y 89 | LP001282,Male,Yes,0,Graduate,No,2500,2118,104,360,1,Semiurban,Y 90 | LP001289,Male,No,0,Graduate,No,8566,0,210,360,1,Urban,Y 91 | LP001310,Male,Yes,0,Graduate,No,5695,4167,175,360,1,Semiurban,Y 92 | LP001316,Male,Yes,0,Graduate,No,2958,2900,131,360,1,Semiurban,Y 93 | LP001318,Male,Yes,2,Graduate,No,6250,5654,188,180,1,Semiurban,Y 94 | LP001319,Male,Yes,2,Not Graduate,No,3273,1820,81,360,1,Urban,Y 95 | LP001322,Male,No,0,Graduate,No,4133,0,122,360,1,Semiurban,Y 96 | LP001325,Male,No,0,Not Graduate,No,3620,0,25,120,1,Semiurban,Y 97 | LP001326,Male,No,0,Graduate,,6782,0,,360,,Urban,N 98 | LP001327,Female,Yes,0,Graduate,No,2484,2302,137,360,1,Semiurban,Y 99 | LP001333,Male,Yes,0,Graduate,No,1977,997,50,360,1,Semiurban,Y 100 | LP001334,Male,Yes,0,Not Graduate,No,4188,0,115,180,1,Semiurban,Y 101 | LP001343,Male,Yes,0,Graduate,No,1759,3541,131,360,1,Semiurban,Y 102 | LP001345,Male,Yes,2,Not Graduate,No,4288,3263,133,180,1,Urban,Y 103 | LP001349,Male,No,0,Graduate,No,4843,3806,151,360,1,Semiurban,Y 104 | LP001350,Male,Yes,,Graduate,No,13650,0,,360,1,Urban,Y 105 | LP001356,Male,Yes,0,Graduate,No,4652,3583,,360,1,Semiurban,Y 106 | LP001357,Male,,,Graduate,No,3816,754,160,360,1,Urban,Y 107 | LP001367,Male,Yes,1,Graduate,No,3052,1030,100,360,1,Urban,Y 108 | LP001369,Male,Yes,2,Graduate,No,11417,1126,225,360,1,Urban,Y 109 | LP001370,Male,No,0,Not Graduate,,7333,0,120,360,1,Rural,N 110 | LP001379,Male,Yes,2,Graduate,No,3800,3600,216,360,0,Urban,N 111 | LP001384,Male,Yes,3+,Not Graduate,No,2071,754,94,480,1,Semiurban,Y 112 | LP001385,Male,No,0,Graduate,No,5316,0,136,360,1,Urban,Y 113 | LP001387,Female,Yes,0,Graduate,,2929,2333,139,360,1,Semiurban,Y 114 | LP001391,Male,Yes,0,Not Graduate,No,3572,4114,152,,0,Rural,N 115 | LP001392,Female,No,1,Graduate,Yes,7451,0,,360,1,Semiurban,Y 116 | LP001398,Male,No,0,Graduate,,5050,0,118,360,1,Semiurban,Y 117 | LP001401,Male,Yes,1,Graduate,No,14583,0,185,180,1,Rural,Y 118 | LP001404,Female,Yes,0,Graduate,No,3167,2283,154,360,1,Semiurban,Y 119 | LP001405,Male,Yes,1,Graduate,No,2214,1398,85,360,,Urban,Y 120 | LP001421,Male,Yes,0,Graduate,No,5568,2142,175,360,1,Rural,N 121 | LP001422,Female,No,0,Graduate,No,10408,0,259,360,1,Urban,Y 122 | LP001426,Male,Yes,,Graduate,No,5667,2667,180,360,1,Rural,Y 123 | LP001430,Female,No,0,Graduate,No,4166,0,44,360,1,Semiurban,Y 124 | LP001431,Female,No,0,Graduate,No,2137,8980,137,360,0,Semiurban,Y 125 | LP001432,Male,Yes,2,Graduate,No,2957,0,81,360,1,Semiurban,Y 126 | LP001439,Male,Yes,0,Not Graduate,No,4300,2014,194,360,1,Rural,Y 127 | LP001443,Female,No,0,Graduate,No,3692,0,93,360,,Rural,Y 128 | LP001448,,Yes,3+,Graduate,No,23803,0,370,360,1,Rural,Y 129 | LP001449,Male,No,0,Graduate,No,3865,1640,,360,1,Rural,Y 130 | LP001451,Male,Yes,1,Graduate,Yes,10513,3850,160,180,0,Urban,N 131 | LP001465,Male,Yes,0,Graduate,No,6080,2569,182,360,,Rural,N 132 | LP001469,Male,No,0,Graduate,Yes,20166,0,650,480,,Urban,Y 133 | LP001473,Male,No,0,Graduate,No,2014,1929,74,360,1,Urban,Y 134 | LP001478,Male,No,0,Graduate,No,2718,0,70,360,1,Semiurban,Y 135 | LP001482,Male,Yes,0,Graduate,Yes,3459,0,25,120,1,Semiurban,Y 136 | LP001487,Male,No,0,Graduate,No,4895,0,102,360,1,Semiurban,Y 137 | LP001488,Male,Yes,3+,Graduate,No,4000,7750,290,360,1,Semiurban,N 138 | LP001489,Female,Yes,0,Graduate,No,4583,0,84,360,1,Rural,N 139 | LP001491,Male,Yes,2,Graduate,Yes,3316,3500,88,360,1,Urban,Y 140 | LP001492,Male,No,0,Graduate,No,14999,0,242,360,0,Semiurban,N 141 | LP001493,Male,Yes,2,Not Graduate,No,4200,1430,129,360,1,Rural,N 142 | LP001497,Male,Yes,2,Graduate,No,5042,2083,185,360,1,Rural,N 143 | LP001498,Male,No,0,Graduate,No,5417,0,168,360,1,Urban,Y 144 | LP001504,Male,No,0,Graduate,Yes,6950,0,175,180,1,Semiurban,Y 145 | LP001507,Male,Yes,0,Graduate,No,2698,2034,122,360,1,Semiurban,Y 146 | LP001508,Male,Yes,2,Graduate,No,11757,0,187,180,1,Urban,Y 147 | LP001514,Female,Yes,0,Graduate,No,2330,4486,100,360,1,Semiurban,Y 148 | LP001516,Female,Yes,2,Graduate,No,14866,0,70,360,1,Urban,Y 149 | LP001518,Male,Yes,1,Graduate,No,1538,1425,30,360,1,Urban,Y 150 | LP001519,Female,No,0,Graduate,No,10000,1666,225,360,1,Rural,N 151 | LP001520,Male,Yes,0,Graduate,No,4860,830,125,360,1,Semiurban,Y 152 | LP001528,Male,No,0,Graduate,No,6277,0,118,360,0,Rural,N 153 | LP001529,Male,Yes,0,Graduate,Yes,2577,3750,152,360,1,Rural,Y 154 | LP001531,Male,No,0,Graduate,No,9166,0,244,360,1,Urban,N 155 | LP001532,Male,Yes,2,Not Graduate,No,2281,0,113,360,1,Rural,N 156 | LP001535,Male,No,0,Graduate,No,3254,0,50,360,1,Urban,Y 157 | LP001536,Male,Yes,3+,Graduate,No,39999,0,600,180,0,Semiurban,Y 158 | LP001541,Male,Yes,1,Graduate,No,6000,0,160,360,,Rural,Y 159 | LP001543,Male,Yes,1,Graduate,No,9538,0,187,360,1,Urban,Y 160 | LP001546,Male,No,0,Graduate,,2980,2083,120,360,1,Rural,Y 161 | LP001552,Male,Yes,0,Graduate,No,4583,5625,255,360,1,Semiurban,Y 162 | LP001560,Male,Yes,0,Not Graduate,No,1863,1041,98,360,1,Semiurban,Y 163 | LP001562,Male,Yes,0,Graduate,No,7933,0,275,360,1,Urban,N 164 | LP001565,Male,Yes,1,Graduate,No,3089,1280,121,360,0,Semiurban,N 165 | LP001570,Male,Yes,2,Graduate,No,4167,1447,158,360,1,Rural,Y 166 | LP001572,Male,Yes,0,Graduate,No,9323,0,75,180,1,Urban,Y 167 | LP001574,Male,Yes,0,Graduate,No,3707,3166,182,,1,Rural,Y 168 | LP001577,Female,Yes,0,Graduate,No,4583,0,112,360,1,Rural,N 169 | LP001578,Male,Yes,0,Graduate,No,2439,3333,129,360,1,Rural,Y 170 | LP001579,Male,No,0,Graduate,No,2237,0,63,480,0,Semiurban,N 171 | LP001580,Male,Yes,2,Graduate,No,8000,0,200,360,1,Semiurban,Y 172 | LP001581,Male,Yes,0,Not Graduate,,1820,1769,95,360,1,Rural,Y 173 | LP001585,,Yes,3+,Graduate,No,51763,0,700,300,1,Urban,Y 174 | LP001586,Male,Yes,3+,Not Graduate,No,3522,0,81,180,1,Rural,N 175 | LP001594,Male,Yes,0,Graduate,No,5708,5625,187,360,1,Semiurban,Y 176 | LP001603,Male,Yes,0,Not Graduate,Yes,4344,736,87,360,1,Semiurban,N 177 | LP001606,Male,Yes,0,Graduate,No,3497,1964,116,360,1,Rural,Y 178 | LP001608,Male,Yes,2,Graduate,No,2045,1619,101,360,1,Rural,Y 179 | LP001610,Male,Yes,3+,Graduate,No,5516,11300,495,360,0,Semiurban,N 180 | LP001616,Male,Yes,1,Graduate,No,3750,0,116,360,1,Semiurban,Y 181 | LP001630,Male,No,0,Not Graduate,No,2333,1451,102,480,0,Urban,N 182 | LP001633,Male,Yes,1,Graduate,No,6400,7250,180,360,0,Urban,N 183 | LP001634,Male,No,0,Graduate,No,1916,5063,67,360,,Rural,N 184 | LP001636,Male,Yes,0,Graduate,No,4600,0,73,180,1,Semiurban,Y 185 | LP001637,Male,Yes,1,Graduate,No,33846,0,260,360,1,Semiurban,N 186 | LP001639,Female,Yes,0,Graduate,No,3625,0,108,360,1,Semiurban,Y 187 | LP001640,Male,Yes,0,Graduate,Yes,39147,4750,120,360,1,Semiurban,Y 188 | LP001641,Male,Yes,1,Graduate,Yes,2178,0,66,300,0,Rural,N 189 | LP001643,Male,Yes,0,Graduate,No,2383,2138,58,360,,Rural,Y 190 | LP001644,,Yes,0,Graduate,Yes,674,5296,168,360,1,Rural,Y 191 | LP001647,Male,Yes,0,Graduate,No,9328,0,188,180,1,Rural,Y 192 | LP001653,Male,No,0,Not Graduate,No,4885,0,48,360,1,Rural,Y 193 | LP001656,Male,No,0,Graduate,No,12000,0,164,360,1,Semiurban,N 194 | LP001657,Male,Yes,0,Not Graduate,No,6033,0,160,360,1,Urban,N 195 | LP001658,Male,No,0,Graduate,No,3858,0,76,360,1,Semiurban,Y 196 | LP001664,Male,No,0,Graduate,No,4191,0,120,360,1,Rural,Y 197 | LP001665,Male,Yes,1,Graduate,No,3125,2583,170,360,1,Semiurban,N 198 | LP001666,Male,No,0,Graduate,No,8333,3750,187,360,1,Rural,Y 199 | LP001669,Female,No,0,Not Graduate,No,1907,2365,120,,1,Urban,Y 200 | LP001671,Female,Yes,0,Graduate,No,3416,2816,113,360,,Semiurban,Y 201 | LP001673,Male,No,0,Graduate,Yes,11000,0,83,360,1,Urban,N 202 | LP001674,Male,Yes,1,Not Graduate,No,2600,2500,90,360,1,Semiurban,Y 203 | LP001677,Male,No,2,Graduate,No,4923,0,166,360,0,Semiurban,Y 204 | LP001682,Male,Yes,3+,Not Graduate,No,3992,0,,180,1,Urban,N 205 | LP001688,Male,Yes,1,Not Graduate,No,3500,1083,135,360,1,Urban,Y 206 | LP001691,Male,Yes,2,Not Graduate,No,3917,0,124,360,1,Semiurban,Y 207 | LP001692,Female,No,0,Not Graduate,No,4408,0,120,360,1,Semiurban,Y 208 | LP001693,Female,No,0,Graduate,No,3244,0,80,360,1,Urban,Y 209 | LP001698,Male,No,0,Not Graduate,No,3975,2531,55,360,1,Rural,Y 210 | LP001699,Male,No,0,Graduate,No,2479,0,59,360,1,Urban,Y 211 | LP001702,Male,No,0,Graduate,No,3418,0,127,360,1,Semiurban,N 212 | LP001708,Female,No,0,Graduate,No,10000,0,214,360,1,Semiurban,N 213 | LP001711,Male,Yes,3+,Graduate,No,3430,1250,128,360,0,Semiurban,N 214 | LP001713,Male,Yes,1,Graduate,Yes,7787,0,240,360,1,Urban,Y 215 | LP001715,Male,Yes,3+,Not Graduate,Yes,5703,0,130,360,1,Rural,Y 216 | LP001716,Male,Yes,0,Graduate,No,3173,3021,137,360,1,Urban,Y 217 | LP001720,Male,Yes,3+,Not Graduate,No,3850,983,100,360,1,Semiurban,Y 218 | LP001722,Male,Yes,0,Graduate,No,150,1800,135,360,1,Rural,N 219 | LP001726,Male,Yes,0,Graduate,No,3727,1775,131,360,1,Semiurban,Y 220 | LP001732,Male,Yes,2,Graduate,,5000,0,72,360,0,Semiurban,N 221 | LP001734,Female,Yes,2,Graduate,No,4283,2383,127,360,,Semiurban,Y 222 | LP001736,Male,Yes,0,Graduate,No,2221,0,60,360,0,Urban,N 223 | LP001743,Male,Yes,2,Graduate,No,4009,1717,116,360,1,Semiurban,Y 224 | LP001744,Male,No,0,Graduate,No,2971,2791,144,360,1,Semiurban,Y 225 | LP001749,Male,Yes,0,Graduate,No,7578,1010,175,,1,Semiurban,Y 226 | LP001750,Male,Yes,0,Graduate,No,6250,0,128,360,1,Semiurban,Y 227 | LP001751,Male,Yes,0,Graduate,No,3250,0,170,360,1,Rural,N 228 | LP001754,Male,Yes,,Not Graduate,Yes,4735,0,138,360,1,Urban,N 229 | LP001758,Male,Yes,2,Graduate,No,6250,1695,210,360,1,Semiurban,Y 230 | LP001760,Male,,,Graduate,No,4758,0,158,480,1,Semiurban,Y 231 | LP001761,Male,No,0,Graduate,Yes,6400,0,200,360,1,Rural,Y 232 | LP001765,Male,Yes,1,Graduate,No,2491,2054,104,360,1,Semiurban,Y 233 | LP001768,Male,Yes,0,Graduate,,3716,0,42,180,1,Rural,Y 234 | LP001770,Male,No,0,Not Graduate,No,3189,2598,120,,1,Rural,Y 235 | LP001776,Female,No,0,Graduate,No,8333,0,280,360,1,Semiurban,Y 236 | LP001778,Male,Yes,1,Graduate,No,3155,1779,140,360,1,Semiurban,Y 237 | LP001784,Male,Yes,1,Graduate,No,5500,1260,170,360,1,Rural,Y 238 | LP001786,Male,Yes,0,Graduate,,5746,0,255,360,,Urban,N 239 | LP001788,Female,No,0,Graduate,Yes,3463,0,122,360,,Urban,Y 240 | LP001790,Female,No,1,Graduate,No,3812,0,112,360,1,Rural,Y 241 | LP001792,Male,Yes,1,Graduate,No,3315,0,96,360,1,Semiurban,Y 242 | LP001798,Male,Yes,2,Graduate,No,5819,5000,120,360,1,Rural,Y 243 | LP001800,Male,Yes,1,Not Graduate,No,2510,1983,140,180,1,Urban,N 244 | LP001806,Male,No,0,Graduate,No,2965,5701,155,60,1,Urban,Y 245 | LP001807,Male,Yes,2,Graduate,Yes,6250,1300,108,360,1,Rural,Y 246 | LP001811,Male,Yes,0,Not Graduate,No,3406,4417,123,360,1,Semiurban,Y 247 | LP001813,Male,No,0,Graduate,Yes,6050,4333,120,180,1,Urban,N 248 | LP001814,Male,Yes,2,Graduate,No,9703,0,112,360,1,Urban,Y 249 | LP001819,Male,Yes,1,Not Graduate,No,6608,0,137,180,1,Urban,Y 250 | LP001824,Male,Yes,1,Graduate,No,2882,1843,123,480,1,Semiurban,Y 251 | LP001825,Male,Yes,0,Graduate,No,1809,1868,90,360,1,Urban,Y 252 | LP001835,Male,Yes,0,Not Graduate,No,1668,3890,201,360,0,Semiurban,N 253 | LP001836,Female,No,2,Graduate,No,3427,0,138,360,1,Urban,N 254 | LP001841,Male,No,0,Not Graduate,Yes,2583,2167,104,360,1,Rural,Y 255 | LP001843,Male,Yes,1,Not Graduate,No,2661,7101,279,180,1,Semiurban,Y 256 | LP001844,Male,No,0,Graduate,Yes,16250,0,192,360,0,Urban,N 257 | LP001846,Female,No,3+,Graduate,No,3083,0,255,360,1,Rural,Y 258 | LP001849,Male,No,0,Not Graduate,No,6045,0,115,360,0,Rural,N 259 | LP001854,Male,Yes,3+,Graduate,No,5250,0,94,360,1,Urban,N 260 | LP001859,Male,Yes,0,Graduate,No,14683,2100,304,360,1,Rural,N 261 | LP001864,Male,Yes,3+,Not Graduate,No,4931,0,128,360,,Semiurban,N 262 | LP001865,Male,Yes,1,Graduate,No,6083,4250,330,360,,Urban,Y 263 | LP001868,Male,No,0,Graduate,No,2060,2209,134,360,1,Semiurban,Y 264 | LP001870,Female,No,1,Graduate,No,3481,0,155,36,1,Semiurban,N 265 | LP001871,Female,No,0,Graduate,No,7200,0,120,360,1,Rural,Y 266 | LP001872,Male,No,0,Graduate,Yes,5166,0,128,360,1,Semiurban,Y 267 | LP001875,Male,No,0,Graduate,No,4095,3447,151,360,1,Rural,Y 268 | LP001877,Male,Yes,2,Graduate,No,4708,1387,150,360,1,Semiurban,Y 269 | LP001882,Male,Yes,3+,Graduate,No,4333,1811,160,360,0,Urban,Y 270 | LP001883,Female,No,0,Graduate,,3418,0,135,360,1,Rural,N 271 | LP001884,Female,No,1,Graduate,No,2876,1560,90,360,1,Urban,Y 272 | LP001888,Female,No,0,Graduate,No,3237,0,30,360,1,Urban,Y 273 | LP001891,Male,Yes,0,Graduate,No,11146,0,136,360,1,Urban,Y 274 | LP001892,Male,No,0,Graduate,No,2833,1857,126,360,1,Rural,Y 275 | LP001894,Male,Yes,0,Graduate,No,2620,2223,150,360,1,Semiurban,Y 276 | LP001896,Male,Yes,2,Graduate,No,3900,0,90,360,1,Semiurban,Y 277 | LP001900,Male,Yes,1,Graduate,No,2750,1842,115,360,1,Semiurban,Y 278 | LP001903,Male,Yes,0,Graduate,No,3993,3274,207,360,1,Semiurban,Y 279 | LP001904,Male,Yes,0,Graduate,No,3103,1300,80,360,1,Urban,Y 280 | LP001907,Male,Yes,0,Graduate,No,14583,0,436,360,1,Semiurban,Y 281 | LP001908,Female,Yes,0,Not Graduate,No,4100,0,124,360,,Rural,Y 282 | LP001910,Male,No,1,Not Graduate,Yes,4053,2426,158,360,0,Urban,N 283 | LP001914,Male,Yes,0,Graduate,No,3927,800,112,360,1,Semiurban,Y 284 | LP001915,Male,Yes,2,Graduate,No,2301,985.7999878,78,180,1,Urban,Y 285 | LP001917,Female,No,0,Graduate,No,1811,1666,54,360,1,Urban,Y 286 | LP001922,Male,Yes,0,Graduate,No,20667,0,,360,1,Rural,N 287 | LP001924,Male,No,0,Graduate,No,3158,3053,89,360,1,Rural,Y 288 | LP001925,Female,No,0,Graduate,Yes,2600,1717,99,300,1,Semiurban,N 289 | LP001926,Male,Yes,0,Graduate,No,3704,2000,120,360,1,Rural,Y 290 | LP001931,Female,No,0,Graduate,No,4124,0,115,360,1,Semiurban,Y 291 | LP001935,Male,No,0,Graduate,No,9508,0,187,360,1,Rural,Y 292 | LP001936,Male,Yes,0,Graduate,No,3075,2416,139,360,1,Rural,Y 293 | LP001938,Male,Yes,2,Graduate,No,4400,0,127,360,0,Semiurban,N 294 | LP001940,Male,Yes,2,Graduate,No,3153,1560,134,360,1,Urban,Y 295 | LP001945,Female,No,,Graduate,No,5417,0,143,480,0,Urban,N 296 | LP001947,Male,Yes,0,Graduate,No,2383,3334,172,360,1,Semiurban,Y 297 | LP001949,Male,Yes,3+,Graduate,,4416,1250,110,360,1,Urban,Y 298 | LP001953,Male,Yes,1,Graduate,No,6875,0,200,360,1,Semiurban,Y 299 | LP001954,Female,Yes,1,Graduate,No,4666,0,135,360,1,Urban,Y 300 | LP001955,Female,No,0,Graduate,No,5000,2541,151,480,1,Rural,N 301 | LP001963,Male,Yes,1,Graduate,No,2014,2925,113,360,1,Urban,N 302 | LP001964,Male,Yes,0,Not Graduate,No,1800,2934,93,360,0,Urban,N 303 | LP001972,Male,Yes,,Not Graduate,No,2875,1750,105,360,1,Semiurban,Y 304 | LP001974,Female,No,0,Graduate,No,5000,0,132,360,1,Rural,Y 305 | LP001977,Male,Yes,1,Graduate,No,1625,1803,96,360,1,Urban,Y 306 | LP001978,Male,No,0,Graduate,No,4000,2500,140,360,1,Rural,Y 307 | LP001990,Male,No,0,Not Graduate,No,2000,0,,360,1,Urban,N 308 | LP001993,Female,No,0,Graduate,No,3762,1666,135,360,1,Rural,Y 309 | LP001994,Female,No,0,Graduate,No,2400,1863,104,360,0,Urban,N 310 | LP001996,Male,No,0,Graduate,No,20233,0,480,360,1,Rural,N 311 | LP001998,Male,Yes,2,Not Graduate,No,7667,0,185,360,,Rural,Y 312 | LP002002,Female,No,0,Graduate,No,2917,0,84,360,1,Semiurban,Y 313 | LP002004,Male,No,0,Not Graduate,No,2927,2405,111,360,1,Semiurban,Y 314 | LP002006,Female,No,0,Graduate,No,2507,0,56,360,1,Rural,Y 315 | LP002008,Male,Yes,2,Graduate,Yes,5746,0,144,84,,Rural,Y 316 | LP002024,,Yes,0,Graduate,No,2473,1843,159,360,1,Rural,N 317 | LP002031,Male,Yes,1,Not Graduate,No,3399,1640,111,180,1,Urban,Y 318 | LP002035,Male,Yes,2,Graduate,No,3717,0,120,360,1,Semiurban,Y 319 | LP002036,Male,Yes,0,Graduate,No,2058,2134,88,360,,Urban,Y 320 | LP002043,Female,No,1,Graduate,No,3541,0,112,360,,Semiurban,Y 321 | LP002050,Male,Yes,1,Graduate,Yes,10000,0,155,360,1,Rural,N 322 | LP002051,Male,Yes,0,Graduate,No,2400,2167,115,360,1,Semiurban,Y 323 | LP002053,Male,Yes,3+,Graduate,No,4342,189,124,360,1,Semiurban,Y 324 | LP002054,Male,Yes,2,Not Graduate,No,3601,1590,,360,1,Rural,Y 325 | LP002055,Female,No,0,Graduate,No,3166,2985,132,360,,Rural,Y 326 | LP002065,Male,Yes,3+,Graduate,No,15000,0,300,360,1,Rural,Y 327 | LP002067,Male,Yes,1,Graduate,Yes,8666,4983,376,360,0,Rural,N 328 | LP002068,Male,No,0,Graduate,No,4917,0,130,360,0,Rural,Y 329 | LP002082,Male,Yes,0,Graduate,Yes,5818,2160,184,360,1,Semiurban,Y 330 | LP002086,Female,Yes,0,Graduate,No,4333,2451,110,360,1,Urban,N 331 | LP002087,Female,No,0,Graduate,No,2500,0,67,360,1,Urban,Y 332 | LP002097,Male,No,1,Graduate,No,4384,1793,117,360,1,Urban,Y 333 | LP002098,Male,No,0,Graduate,No,2935,0,98,360,1,Semiurban,Y 334 | LP002100,Male,No,,Graduate,No,2833,0,71,360,1,Urban,Y 335 | LP002101,Male,Yes,0,Graduate,,63337,0,490,180,1,Urban,Y 336 | LP002103,,Yes,1,Graduate,Yes,9833,1833,182,180,1,Urban,Y 337 | LP002106,Male,Yes,,Graduate,Yes,5503,4490,70,,1,Semiurban,Y 338 | LP002110,Male,Yes,1,Graduate,,5250,688,160,360,1,Rural,Y 339 | LP002112,Male,Yes,2,Graduate,Yes,2500,4600,176,360,1,Rural,Y 340 | LP002113,Female,No,3+,Not Graduate,No,1830,0,,360,0,Urban,N 341 | LP002114,Female,No,0,Graduate,No,4160,0,71,360,1,Semiurban,Y 342 | LP002115,Male,Yes,3+,Not Graduate,No,2647,1587,173,360,1,Rural,N 343 | LP002116,Female,No,0,Graduate,No,2378,0,46,360,1,Rural,N 344 | LP002119,Male,Yes,1,Not Graduate,No,4554,1229,158,360,1,Urban,Y 345 | LP002126,Male,Yes,3+,Not Graduate,No,3173,0,74,360,1,Semiurban,Y 346 | LP002128,Male,Yes,2,Graduate,,2583,2330,125,360,1,Rural,Y 347 | LP002129,Male,Yes,0,Graduate,No,2499,2458,160,360,1,Semiurban,Y 348 | LP002130,Male,Yes,,Not Graduate,No,3523,3230,152,360,0,Rural,N 349 | LP002131,Male,Yes,2,Not Graduate,No,3083,2168,126,360,1,Urban,Y 350 | LP002137,Male,Yes,0,Graduate,No,6333,4583,259,360,,Semiurban,Y 351 | LP002138,Male,Yes,0,Graduate,No,2625,6250,187,360,1,Rural,Y 352 | LP002139,Male,Yes,0,Graduate,No,9083,0,228,360,1,Semiurban,Y 353 | LP002140,Male,No,0,Graduate,No,8750,4167,308,360,1,Rural,N 354 | LP002141,Male,Yes,3+,Graduate,No,2666,2083,95,360,1,Rural,Y 355 | LP002142,Female,Yes,0,Graduate,Yes,5500,0,105,360,0,Rural,N 356 | LP002143,Female,Yes,0,Graduate,No,2423,505,130,360,1,Semiurban,Y 357 | LP002144,Female,No,,Graduate,No,3813,0,116,180,1,Urban,Y 358 | LP002149,Male,Yes,2,Graduate,No,8333,3167,165,360,1,Rural,Y 359 | LP002151,Male,Yes,1,Graduate,No,3875,0,67,360,1,Urban,N 360 | LP002158,Male,Yes,0,Not Graduate,No,3000,1666,100,480,0,Urban,N 361 | LP002160,Male,Yes,3+,Graduate,No,5167,3167,200,360,1,Semiurban,Y 362 | LP002161,Female,No,1,Graduate,No,4723,0,81,360,1,Semiurban,N 363 | LP002170,Male,Yes,2,Graduate,No,5000,3667,236,360,1,Semiurban,Y 364 | LP002175,Male,Yes,0,Graduate,No,4750,2333,130,360,1,Urban,Y 365 | LP002178,Male,Yes,0,Graduate,No,3013,3033,95,300,,Urban,Y 366 | LP002180,Male,No,0,Graduate,Yes,6822,0,141,360,1,Rural,Y 367 | LP002181,Male,No,0,Not Graduate,No,6216,0,133,360,1,Rural,N 368 | LP002187,Male,No,0,Graduate,No,2500,0,96,480,1,Semiurban,N 369 | LP002188,Male,No,0,Graduate,No,5124,0,124,,0,Rural,N 370 | LP002190,Male,Yes,1,Graduate,No,6325,0,175,360,1,Semiurban,Y 371 | LP002191,Male,Yes,0,Graduate,No,19730,5266,570,360,1,Rural,N 372 | LP002194,Female,No,0,Graduate,Yes,15759,0,55,360,1,Semiurban,Y 373 | LP002197,Male,Yes,2,Graduate,No,5185,0,155,360,1,Semiurban,Y 374 | LP002201,Male,Yes,2,Graduate,Yes,9323,7873,380,300,1,Rural,Y 375 | LP002205,Male,No,1,Graduate,No,3062,1987,111,180,0,Urban,N 376 | LP002209,Female,No,0,Graduate,,2764,1459,110,360,1,Urban,Y 377 | LP002211,Male,Yes,0,Graduate,No,4817,923,120,180,1,Urban,Y 378 | LP002219,Male,Yes,3+,Graduate,No,8750,4996,130,360,1,Rural,Y 379 | LP002223,Male,Yes,0,Graduate,No,4310,0,130,360,,Semiurban,Y 380 | LP002224,Male,No,0,Graduate,No,3069,0,71,480,1,Urban,N 381 | LP002225,Male,Yes,2,Graduate,No,5391,0,130,360,1,Urban,Y 382 | LP002226,Male,Yes,0,Graduate,,3333,2500,128,360,1,Semiurban,Y 383 | LP002229,Male,No,0,Graduate,No,5941,4232,296,360,1,Semiurban,Y 384 | LP002231,Female,No,0,Graduate,No,6000,0,156,360,1,Urban,Y 385 | LP002234,Male,No,0,Graduate,Yes,7167,0,128,360,1,Urban,Y 386 | LP002236,Male,Yes,2,Graduate,No,4566,0,100,360,1,Urban,N 387 | LP002237,Male,No,1,Graduate,,3667,0,113,180,1,Urban,Y 388 | LP002239,Male,No,0,Not Graduate,No,2346,1600,132,360,1,Semiurban,Y 389 | LP002243,Male,Yes,0,Not Graduate,No,3010,3136,,360,0,Urban,N 390 | LP002244,Male,Yes,0,Graduate,No,2333,2417,136,360,1,Urban,Y 391 | LP002250,Male,Yes,0,Graduate,No,5488,0,125,360,1,Rural,Y 392 | LP002255,Male,No,3+,Graduate,No,9167,0,185,360,1,Rural,Y 393 | LP002262,Male,Yes,3+,Graduate,No,9504,0,275,360,1,Rural,Y 394 | LP002263,Male,Yes,0,Graduate,No,2583,2115,120,360,,Urban,Y 395 | LP002265,Male,Yes,2,Not Graduate,No,1993,1625,113,180,1,Semiurban,Y 396 | LP002266,Male,Yes,2,Graduate,No,3100,1400,113,360,1,Urban,Y 397 | LP002272,Male,Yes,2,Graduate,No,3276,484,135,360,,Semiurban,Y 398 | LP002277,Female,No,0,Graduate,No,3180,0,71,360,0,Urban,N 399 | LP002281,Male,Yes,0,Graduate,No,3033,1459,95,360,1,Urban,Y 400 | LP002284,Male,No,0,Not Graduate,No,3902,1666,109,360,1,Rural,Y 401 | LP002287,Female,No,0,Graduate,No,1500,1800,103,360,0,Semiurban,N 402 | LP002288,Male,Yes,2,Not Graduate,No,2889,0,45,180,0,Urban,N 403 | LP002296,Male,No,0,Not Graduate,No,2755,0,65,300,1,Rural,N 404 | LP002297,Male,No,0,Graduate,No,2500,20000,103,360,1,Semiurban,Y 405 | LP002300,Female,No,0,Not Graduate,No,1963,0,53,360,1,Semiurban,Y 406 | LP002301,Female,No,0,Graduate,Yes,7441,0,194,360,1,Rural,N 407 | LP002305,Female,No,0,Graduate,No,4547,0,115,360,1,Semiurban,Y 408 | LP002308,Male,Yes,0,Not Graduate,No,2167,2400,115,360,1,Urban,Y 409 | LP002314,Female,No,0,Not Graduate,No,2213,0,66,360,1,Rural,Y 410 | LP002315,Male,Yes,1,Graduate,No,8300,0,152,300,0,Semiurban,N 411 | LP002317,Male,Yes,3+,Graduate,No,81000,0,360,360,0,Rural,N 412 | LP002318,Female,No,1,Not Graduate,Yes,3867,0,62,360,1,Semiurban,N 413 | LP002319,Male,Yes,0,Graduate,,6256,0,160,360,,Urban,Y 414 | LP002328,Male,Yes,0,Not Graduate,No,6096,0,218,360,0,Rural,N 415 | LP002332,Male,Yes,0,Not Graduate,No,2253,2033,110,360,1,Rural,Y 416 | LP002335,Female,Yes,0,Not Graduate,No,2149,3237,178,360,0,Semiurban,N 417 | LP002337,Female,No,0,Graduate,No,2995,0,60,360,1,Urban,Y 418 | LP002341,Female,No,1,Graduate,No,2600,0,160,360,1,Urban,N 419 | LP002342,Male,Yes,2,Graduate,Yes,1600,20000,239,360,1,Urban,N 420 | LP002345,Male,Yes,0,Graduate,No,1025,2773,112,360,1,Rural,Y 421 | LP002347,Male,Yes,0,Graduate,No,3246,1417,138,360,1,Semiurban,Y 422 | LP002348,Male,Yes,0,Graduate,No,5829,0,138,360,1,Rural,Y 423 | LP002357,Female,No,0,Not Graduate,No,2720,0,80,,0,Urban,N 424 | LP002361,Male,Yes,0,Graduate,No,1820,1719,100,360,1,Urban,Y 425 | LP002362,Male,Yes,1,Graduate,No,7250,1667,110,,0,Urban,N 426 | LP002364,Male,Yes,0,Graduate,No,14880,0,96,360,1,Semiurban,Y 427 | LP002366,Male,Yes,0,Graduate,No,2666,4300,121,360,1,Rural,Y 428 | LP002367,Female,No,1,Not Graduate,No,4606,0,81,360,1,Rural,N 429 | LP002368,Male,Yes,2,Graduate,No,5935,0,133,360,1,Semiurban,Y 430 | LP002369,Male,Yes,0,Graduate,No,2920,16.12000084,87,360,1,Rural,Y 431 | LP002370,Male,No,0,Not Graduate,No,2717,0,60,180,1,Urban,Y 432 | LP002377,Female,No,1,Graduate,Yes,8624,0,150,360,1,Semiurban,Y 433 | LP002379,Male,No,0,Graduate,No,6500,0,105,360,0,Rural,N 434 | LP002386,Male,No,0,Graduate,,12876,0,405,360,1,Semiurban,Y 435 | LP002387,Male,Yes,0,Graduate,No,2425,2340,143,360,1,Semiurban,Y 436 | LP002390,Male,No,0,Graduate,No,3750,0,100,360,1,Urban,Y 437 | LP002393,Female,,,Graduate,No,10047,0,,240,1,Semiurban,Y 438 | LP002398,Male,No,0,Graduate,No,1926,1851,50,360,1,Semiurban,Y 439 | LP002401,Male,Yes,0,Graduate,No,2213,1125,,360,1,Urban,Y 440 | LP002403,Male,No,0,Graduate,Yes,10416,0,187,360,0,Urban,N 441 | LP002407,Female,Yes,0,Not Graduate,Yes,7142,0,138,360,1,Rural,Y 442 | LP002408,Male,No,0,Graduate,No,3660,5064,187,360,1,Semiurban,Y 443 | LP002409,Male,Yes,0,Graduate,No,7901,1833,180,360,1,Rural,Y 444 | LP002418,Male,No,3+,Not Graduate,No,4707,1993,148,360,1,Semiurban,Y 445 | LP002422,Male,No,1,Graduate,No,37719,0,152,360,1,Semiurban,Y 446 | LP002424,Male,Yes,0,Graduate,No,7333,8333,175,300,,Rural,Y 447 | LP002429,Male,Yes,1,Graduate,Yes,3466,1210,130,360,1,Rural,Y 448 | LP002434,Male,Yes,2,Not Graduate,No,4652,0,110,360,1,Rural,Y 449 | LP002435,Male,Yes,0,Graduate,,3539,1376,55,360,1,Rural,N 450 | LP002443,Male,Yes,2,Graduate,No,3340,1710,150,360,0,Rural,N 451 | LP002444,Male,No,1,Not Graduate,Yes,2769,1542,190,360,,Semiurban,N 452 | LP002446,Male,Yes,2,Not Graduate,No,2309,1255,125,360,0,Rural,N 453 | LP002447,Male,Yes,2,Not Graduate,No,1958,1456,60,300,,Urban,Y 454 | LP002448,Male,Yes,0,Graduate,No,3948,1733,149,360,0,Rural,N 455 | LP002449,Male,Yes,0,Graduate,No,2483,2466,90,180,0,Rural,Y 456 | LP002453,Male,No,0,Graduate,Yes,7085,0,84,360,1,Semiurban,Y 457 | LP002455,Male,Yes,2,Graduate,No,3859,0,96,360,1,Semiurban,Y 458 | LP002459,Male,Yes,0,Graduate,No,4301,0,118,360,1,Urban,Y 459 | LP002467,Male,Yes,0,Graduate,No,3708,2569,173,360,1,Urban,N 460 | LP002472,Male,No,2,Graduate,No,4354,0,136,360,1,Rural,Y 461 | LP002473,Male,Yes,0,Graduate,No,8334,0,160,360,1,Semiurban,N 462 | LP002478,,Yes,0,Graduate,Yes,2083,4083,160,360,,Semiurban,Y 463 | LP002484,Male,Yes,3+,Graduate,No,7740,0,128,180,1,Urban,Y 464 | LP002487,Male,Yes,0,Graduate,No,3015,2188,153,360,1,Rural,Y 465 | LP002489,Female,No,1,Not Graduate,,5191,0,132,360,1,Semiurban,Y 466 | LP002493,Male,No,0,Graduate,No,4166,0,98,360,0,Semiurban,N 467 | LP002494,Male,No,0,Graduate,No,6000,0,140,360,1,Rural,Y 468 | LP002500,Male,Yes,3+,Not Graduate,No,2947,1664,70,180,0,Urban,N 469 | LP002501,,Yes,0,Graduate,No,16692,0,110,360,1,Semiurban,Y 470 | LP002502,Female,Yes,2,Not Graduate,,210,2917,98,360,1,Semiurban,Y 471 | LP002505,Male,Yes,0,Graduate,No,4333,2451,110,360,1,Urban,N 472 | LP002515,Male,Yes,1,Graduate,Yes,3450,2079,162,360,1,Semiurban,Y 473 | LP002517,Male,Yes,1,Not Graduate,No,2653,1500,113,180,0,Rural,N 474 | LP002519,Male,Yes,3+,Graduate,No,4691,0,100,360,1,Semiurban,Y 475 | LP002522,Female,No,0,Graduate,Yes,2500,0,93,360,,Urban,Y 476 | LP002524,Male,No,2,Graduate,No,5532,4648,162,360,1,Rural,Y 477 | LP002527,Male,Yes,2,Graduate,Yes,16525,1014,150,360,1,Rural,Y 478 | LP002529,Male,Yes,2,Graduate,No,6700,1750,230,300,1,Semiurban,Y 479 | LP002530,,Yes,2,Graduate,No,2873,1872,132,360,0,Semiurban,N 480 | LP002531,Male,Yes,1,Graduate,Yes,16667,2250,86,360,1,Semiurban,Y 481 | LP002533,Male,Yes,2,Graduate,No,2947,1603,,360,1,Urban,N 482 | LP002534,Female,No,0,Not Graduate,No,4350,0,154,360,1,Rural,Y 483 | LP002536,Male,Yes,3+,Not Graduate,No,3095,0,113,360,1,Rural,Y 484 | LP002537,Male,Yes,0,Graduate,No,2083,3150,128,360,1,Semiurban,Y 485 | LP002541,Male,Yes,0,Graduate,No,10833,0,234,360,1,Semiurban,Y 486 | LP002543,Male,Yes,2,Graduate,No,8333,0,246,360,1,Semiurban,Y 487 | LP002544,Male,Yes,1,Not Graduate,No,1958,2436,131,360,1,Rural,Y 488 | LP002545,Male,No,2,Graduate,No,3547,0,80,360,0,Rural,N 489 | LP002547,Male,Yes,1,Graduate,No,18333,0,500,360,1,Urban,N 490 | LP002555,Male,Yes,2,Graduate,Yes,4583,2083,160,360,1,Semiurban,Y 491 | LP002556,Male,No,0,Graduate,No,2435,0,75,360,1,Urban,N 492 | LP002560,Male,No,0,Not Graduate,No,2699,2785,96,360,,Semiurban,Y 493 | LP002562,Male,Yes,1,Not Graduate,No,5333,1131,186,360,,Urban,Y 494 | LP002571,Male,No,0,Not Graduate,No,3691,0,110,360,1,Rural,Y 495 | LP002582,Female,No,0,Not Graduate,Yes,17263,0,225,360,1,Semiurban,Y 496 | LP002585,Male,Yes,0,Graduate,No,3597,2157,119,360,0,Rural,N 497 | LP002586,Female,Yes,1,Graduate,No,3326,913,105,84,1,Semiurban,Y 498 | LP002587,Male,Yes,0,Not Graduate,No,2600,1700,107,360,1,Rural,Y 499 | LP002588,Male,Yes,0,Graduate,No,4625,2857,111,12,,Urban,Y 500 | LP002600,Male,Yes,1,Graduate,Yes,2895,0,95,360,1,Semiurban,Y 501 | LP002602,Male,No,0,Graduate,No,6283,4416,209,360,0,Rural,N 502 | LP002603,Female,No,0,Graduate,No,645,3683,113,480,1,Rural,Y 503 | LP002606,Female,No,0,Graduate,No,3159,0,100,360,1,Semiurban,Y 504 | LP002615,Male,Yes,2,Graduate,No,4865,5624,208,360,1,Semiurban,Y 505 | LP002618,Male,Yes,1,Not Graduate,No,4050,5302,138,360,,Rural,N 506 | LP002619,Male,Yes,0,Not Graduate,No,3814,1483,124,300,1,Semiurban,Y 507 | LP002622,Male,Yes,2,Graduate,No,3510,4416,243,360,1,Rural,Y 508 | LP002624,Male,Yes,0,Graduate,No,20833,6667,480,360,,Urban,Y 509 | LP002625,,No,0,Graduate,No,3583,0,96,360,1,Urban,N 510 | LP002626,Male,Yes,0,Graduate,Yes,2479,3013,188,360,1,Urban,Y 511 | LP002634,Female,No,1,Graduate,No,13262,0,40,360,1,Urban,Y 512 | LP002637,Male,No,0,Not Graduate,No,3598,1287,100,360,1,Rural,N 513 | LP002640,Male,Yes,1,Graduate,No,6065,2004,250,360,1,Semiurban,Y 514 | LP002643,Male,Yes,2,Graduate,No,3283,2035,148,360,1,Urban,Y 515 | LP002648,Male,Yes,0,Graduate,No,2130,6666,70,180,1,Semiurban,N 516 | LP002652,Male,No,0,Graduate,No,5815,3666,311,360,1,Rural,N 517 | LP002659,Male,Yes,3+,Graduate,No,3466,3428,150,360,1,Rural,Y 518 | LP002670,Female,Yes,2,Graduate,No,2031,1632,113,480,1,Semiurban,Y 519 | LP002682,Male,Yes,,Not Graduate,No,3074,1800,123,360,0,Semiurban,N 520 | LP002683,Male,No,0,Graduate,No,4683,1915,185,360,1,Semiurban,N 521 | LP002684,Female,No,0,Not Graduate,No,3400,0,95,360,1,Rural,N 522 | LP002689,Male,Yes,2,Not Graduate,No,2192,1742,45,360,1,Semiurban,Y 523 | LP002690,Male,No,0,Graduate,No,2500,0,55,360,1,Semiurban,Y 524 | LP002692,Male,Yes,3+,Graduate,Yes,5677,1424,100,360,1,Rural,Y 525 | LP002693,Male,Yes,2,Graduate,Yes,7948,7166,480,360,1,Rural,Y 526 | LP002697,Male,No,0,Graduate,No,4680,2087,,360,1,Semiurban,N 527 | LP002699,Male,Yes,2,Graduate,Yes,17500,0,400,360,1,Rural,Y 528 | LP002705,Male,Yes,0,Graduate,No,3775,0,110,360,1,Semiurban,Y 529 | LP002706,Male,Yes,1,Not Graduate,No,5285,1430,161,360,0,Semiurban,Y 530 | LP002714,Male,No,1,Not Graduate,No,2679,1302,94,360,1,Semiurban,Y 531 | LP002716,Male,No,0,Not Graduate,No,6783,0,130,360,1,Semiurban,Y 532 | LP002717,Male,Yes,0,Graduate,No,1025,5500,216,360,,Rural,Y 533 | LP002720,Male,Yes,3+,Graduate,No,4281,0,100,360,1,Urban,Y 534 | LP002723,Male,No,2,Graduate,No,3588,0,110,360,0,Rural,N 535 | LP002729,Male,No,1,Graduate,No,11250,0,196,360,,Semiurban,N 536 | LP002731,Female,No,0,Not Graduate,Yes,18165,0,125,360,1,Urban,Y 537 | LP002732,Male,No,0,Not Graduate,,2550,2042,126,360,1,Rural,Y 538 | LP002734,Male,Yes,0,Graduate,No,6133,3906,324,360,1,Urban,Y 539 | LP002738,Male,No,2,Graduate,No,3617,0,107,360,1,Semiurban,Y 540 | LP002739,Male,Yes,0,Not Graduate,No,2917,536,66,360,1,Rural,N 541 | LP002740,Male,Yes,3+,Graduate,No,6417,0,157,180,1,Rural,Y 542 | LP002741,Female,Yes,1,Graduate,No,4608,2845,140,180,1,Semiurban,Y 543 | LP002743,Female,No,0,Graduate,No,2138,0,99,360,0,Semiurban,N 544 | LP002753,Female,No,1,Graduate,,3652,0,95,360,1,Semiurban,Y 545 | LP002755,Male,Yes,1,Not Graduate,No,2239,2524,128,360,1,Urban,Y 546 | LP002757,Female,Yes,0,Not Graduate,No,3017,663,102,360,,Semiurban,Y 547 | LP002767,Male,Yes,0,Graduate,No,2768,1950,155,360,1,Rural,Y 548 | LP002768,Male,No,0,Not Graduate,No,3358,0,80,36,1,Semiurban,N 549 | LP002772,Male,No,0,Graduate,No,2526,1783,145,360,1,Rural,Y 550 | LP002776,Female,No,0,Graduate,No,5000,0,103,360,0,Semiurban,N 551 | LP002777,Male,Yes,0,Graduate,No,2785,2016,110,360,1,Rural,Y 552 | LP002778,Male,Yes,2,Graduate,Yes,6633,0,,360,0,Rural,N 553 | LP002784,Male,Yes,1,Not Graduate,No,2492,2375,,360,1,Rural,Y 554 | LP002785,Male,Yes,1,Graduate,No,3333,3250,158,360,1,Urban,Y 555 | LP002788,Male,Yes,0,Not Graduate,No,2454,2333,181,360,0,Urban,N 556 | LP002789,Male,Yes,0,Graduate,No,3593,4266,132,180,0,Rural,N 557 | LP002792,Male,Yes,1,Graduate,No,5468,1032,26,360,1,Semiurban,Y 558 | LP002794,Female,No,0,Graduate,No,2667,1625,84,360,,Urban,Y 559 | LP002795,Male,Yes,3+,Graduate,Yes,10139,0,260,360,1,Semiurban,Y 560 | LP002798,Male,Yes,0,Graduate,No,3887,2669,162,360,1,Semiurban,Y 561 | LP002804,Female,Yes,0,Graduate,No,4180,2306,182,360,1,Semiurban,Y 562 | LP002807,Male,Yes,2,Not Graduate,No,3675,242,108,360,1,Semiurban,Y 563 | LP002813,Female,Yes,1,Graduate,Yes,19484,0,600,360,1,Semiurban,Y 564 | LP002820,Male,Yes,0,Graduate,No,5923,2054,211,360,1,Rural,Y 565 | LP002821,Male,No,0,Not Graduate,Yes,5800,0,132,360,1,Semiurban,Y 566 | LP002832,Male,Yes,2,Graduate,No,8799,0,258,360,0,Urban,N 567 | LP002833,Male,Yes,0,Not Graduate,No,4467,0,120,360,,Rural,Y 568 | LP002836,Male,No,0,Graduate,No,3333,0,70,360,1,Urban,Y 569 | LP002837,Male,Yes,3+,Graduate,No,3400,2500,123,360,0,Rural,N 570 | LP002840,Female,No,0,Graduate,No,2378,0,9,360,1,Urban,N 571 | LP002841,Male,Yes,0,Graduate,No,3166,2064,104,360,0,Urban,N 572 | LP002842,Male,Yes,1,Graduate,No,3417,1750,186,360,1,Urban,Y 573 | LP002847,Male,Yes,,Graduate,No,5116,1451,165,360,0,Urban,N 574 | LP002855,Male,Yes,2,Graduate,No,16666,0,275,360,1,Urban,Y 575 | LP002862,Male,Yes,2,Not Graduate,No,6125,1625,187,480,1,Semiurban,N 576 | LP002863,Male,Yes,3+,Graduate,No,6406,0,150,360,1,Semiurban,N 577 | LP002868,Male,Yes,2,Graduate,No,3159,461,108,84,1,Urban,Y 578 | LP002872,,Yes,0,Graduate,No,3087,2210,136,360,0,Semiurban,N 579 | LP002874,Male,No,0,Graduate,No,3229,2739,110,360,1,Urban,Y 580 | LP002877,Male,Yes,1,Graduate,No,1782,2232,107,360,1,Rural,Y 581 | LP002888,Male,No,0,Graduate,,3182,2917,161,360,1,Urban,Y 582 | LP002892,Male,Yes,2,Graduate,No,6540,0,205,360,1,Semiurban,Y 583 | LP002893,Male,No,0,Graduate,No,1836,33837,90,360,1,Urban,N 584 | LP002894,Female,Yes,0,Graduate,No,3166,0,36,360,1,Semiurban,Y 585 | LP002898,Male,Yes,1,Graduate,No,1880,0,61,360,,Rural,N 586 | LP002911,Male,Yes,1,Graduate,No,2787,1917,146,360,0,Rural,N 587 | LP002912,Male,Yes,1,Graduate,No,4283,3000,172,84,1,Rural,N 588 | LP002916,Male,Yes,0,Graduate,No,2297,1522,104,360,1,Urban,Y 589 | LP002917,Female,No,0,Not Graduate,No,2165,0,70,360,1,Semiurban,Y 590 | LP002925,,No,0,Graduate,No,4750,0,94,360,1,Semiurban,Y 591 | LP002926,Male,Yes,2,Graduate,Yes,2726,0,106,360,0,Semiurban,N 592 | LP002928,Male,Yes,0,Graduate,No,3000,3416,56,180,1,Semiurban,Y 593 | LP002931,Male,Yes,2,Graduate,Yes,6000,0,205,240,1,Semiurban,N 594 | LP002933,,No,3+,Graduate,Yes,9357,0,292,360,1,Semiurban,Y 595 | LP002936,Male,Yes,0,Graduate,No,3859,3300,142,180,1,Rural,Y 596 | LP002938,Male,Yes,0,Graduate,Yes,16120,0,260,360,1,Urban,Y 597 | LP002940,Male,No,0,Not Graduate,No,3833,0,110,360,1,Rural,Y 598 | LP002941,Male,Yes,2,Not Graduate,Yes,6383,1000,187,360,1,Rural,N 599 | LP002943,Male,No,,Graduate,No,2987,0,88,360,0,Semiurban,N 600 | LP002945,Male,Yes,0,Graduate,Yes,9963,0,180,360,1,Rural,Y 601 | LP002948,Male,Yes,2,Graduate,No,5780,0,192,360,1,Urban,Y 602 | LP002949,Female,No,3+,Graduate,,416,41667,350,180,,Urban,N 603 | LP002950,Male,Yes,0,Not Graduate,,2894,2792,155,360,1,Rural,Y 604 | LP002953,Male,Yes,3+,Graduate,No,5703,0,128,360,1,Urban,Y 605 | LP002958,Male,No,0,Graduate,No,3676,4301,172,360,1,Rural,Y 606 | LP002959,Female,Yes,1,Graduate,No,12000,0,496,360,1,Semiurban,Y 607 | LP002960,Male,Yes,0,Not Graduate,No,2400,3800,,180,1,Urban,N 608 | LP002961,Male,Yes,1,Graduate,No,3400,2500,173,360,1,Semiurban,Y 609 | LP002964,Male,Yes,2,Not Graduate,No,3987,1411,157,360,1,Rural,Y 610 | LP002974,Male,Yes,0,Graduate,No,3232,1950,108,360,1,Rural,Y 611 | LP002978,Female,No,0,Graduate,No,2900,0,71,360,1,Rural,Y 612 | LP002979,Male,Yes,3+,Graduate,No,4106,0,40,180,1,Rural,Y 613 | LP002983,Male,Yes,1,Graduate,No,8072,240,253,360,1,Urban,Y 614 | LP002984,Male,Yes,2,Graduate,No,7583,0,187,360,1,Urban,Y 615 | LP002990,Female,No,0,Graduate,Yes,4583,0,133,360,0,Semiurban,N 616 | --------------------------------------------------------------------------------