Gender,Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status Male,LP002139,Male,Yes,0,Graduate,No,9083,0.0,228.0,360.0,1.0,Semiurban,Y Male,LP002223,Male,Yes,0,Graduate,No,4310,0.0,130.0,360.0,,Semiurban,Y Male,LP001570,Male,Yes,2,Graduate,No,4167,1447.0,158.0,360.0,1.0,Rural,Y Female,LP002978,Female,No,0,Graduate,No,2900,0.0,71.0,360.0,1.0,Rural,Y Male,LP001478,Male,No,0,Graduate,No,2718,0.0,70.0,360.0,1.0,Semiurban,Y Male,LP002877,Male,Yes,1,Graduate,No,1782,2232.0,107.0,360.0,1.0,Rural,Y Male,LP002035,Male,Yes,2,Graduate,No,3717,0.0,120.0,360.0,1.0,Semiurban,Y Male,LP001005,Male,Yes,0,Graduate,Yes,3000,0.0,66.0,360.0,1.0,Urban,Y Male,LP002115,Male,Yes,3+,Not Graduate,No,2647,1587.0,173.0,360.0,1.0,Rural,N Male,LP001259,Male,Yes,1,Graduate,Yes,1000,3022.0,110.0,360.0,1.0,Urban,N Male,LP001732,Male,Yes,2,Graduate,,5000,0.0,72.0,360.0,0.0,Semiurban,N Male,LP002487,Male,Yes,0,Graduate,No,3015,2188.0,153.0,360.0,1.0,Rural,Y Male,LP001384,Male,Yes,3+,Not Graduate,No,2071,754.0,94.0,480.0,1.0,Semiurban,Y Male,LP002054,Male,Yes,2,Not Graduate,No,3601,1590.0,,360.0,1.0,Rural,Y Male,LP001491,Male,Yes,2,Graduate,Yes,3316,3500.0,88.0,360.0,1.0,Urban,Y Male,LP002178,Male,Yes,0,Graduate,No,3013,3033.0,95.0,300.0,,Urban,Y Male,LP001699,Male,No,0,Graduate,No,2479,0.0,59.0,360.0,1.0,Urban,Y Male,LP001349,Male,No,0,Graduate,No,4843,3806.0,151.0,360.0,1.0,Semiurban,Y Male,LP001778,Male,Yes,1,Graduate,No,3155,1779.0,140.0,360.0,1.0,Semiurban,Y Male,LP001636,Male,Yes,0,Graduate,No,4600,0.0,73.0,180.0,1.0,Semiurban,Y Male,LP002401,Male,Yes,0,Graduate,No,2213,1125.0,,360.0,1.0,Urban,Y Male,LP002170,Male,Yes,2,Graduate,No,5000,3667.0,236.0,360.0,1.0,Semiurban,Y Male,LP001760,Male,,,Graduate,No,4758,0.0,158.0,480.0,1.0,Semiurban,Y Male,LP001953,Male,Yes,1,Graduate,No,6875,0.0,200.0,360.0,1.0,Semiurban,Y Female,LP002634,Female,No,1,Graduate,No,13262,0.0,40.0,360.0,1.0,Urban,Y Male,LP001666,Male,No,0,Graduate,No,8333,3750.0,187.0,360.0,1.0,Rural,Y Male,LP002544,Male,Yes,1,Not Graduate,No,1958,2436.0,131.0,360.0,1.0,Rural,Y Male,LP001702,Male,No,0,Graduate,No,3418,0.0,127.0,360.0,1.0,Semiurban,N Female,LP002144,Female,No,,Graduate,No,3813,0.0,116.0,180.0,1.0,Urban,Y Male,LP002979,Male,Yes,3+,Graduate,No,4106,0.0,40.0,180.0,1.0,Rural,Y Male,LP001024,Male,Yes,2,Graduate,No,3200,700.0,70.0,360.0,1.0,Urban,Y Female,LP001514,Female,Yes,0,Graduate,No,2330,4486.0,100.0,360.0,1.0,Semiurban,Y Male,LP001972,Male,Yes,,Not Graduate,No,2875,1750.0,105.0,360.0,1.0,Semiurban,Y Male,LP002874,Male,No,0,Graduate,No,3229,2739.0,110.0,360.0,1.0,Urban,Y Female,LP001519,Female,No,0,Graduate,No,10000,1666.0,225.0,360.0,1.0,Rural,N Male,LP002328,Male,Yes,0,Not Graduate,No,6096,0.0,218.0,360.0,0.0,Rural,N Male,LP002467,Male,Yes,0,Graduate,No,3708,2569.0,173.0,360.0,1.0,Urban,N Male,LP002953,Male,Yes,3+,Graduate,No,5703,0.0,128.0,360.0,1.0,Urban,Y Male,LP001194,Male,Yes,2,Graduate,No,2708,1167.0,97.0,360.0,1.0,Semiurban,Y Female,LP001267,Female,Yes,2,Graduate,No,1378,1881.0,167.0,360.0,1.0,Urban,N Male,LP001385,Male,No,0,Graduate,No,5316,0.0,136.0,360.0,1.0,Urban,Y Male,LP002755,Male,Yes,1,Not Graduate,No,2239,2524.0,128.0,360.0,1.0,Urban,Y Male,LP002050,Male,Yes,1,Graduate,Yes,10000,0.0,155.0,360.0,1.0,Rural,N Male,LP002777,Male,Yes,0,Graduate,No,2785,2016.0,110.0,360.0,1.0,Rural,Y Male,LP001473,Male,No,0,Graduate,No,2014,1929.0,74.0,360.0,1.0,Urban,Y Male,LP001691,Male,Yes,2,Not Graduate,No,3917,0.0,124.0,360.0,1.0,Semiurban,Y Male,LP001091,Male,Yes,1,Graduate,,4166,3369.0,201.0,360.0,,Urban,N Male,LP002841,Male,Yes,0,Graduate,No,3166,2064.0,104.0,360.0,0.0,Urban,N Male,LP002448,Male,Yes,0,Graduate,No,3948,1733.0,149.0,360.0,0.0,Rural,N Female,LP002776,Female,No,0,Graduate,No,5000,0.0,103.0,360.0,0.0,Semiurban,N Male,LP002444,Male,No,1,Not Graduate,Yes,2769,1542.0,190.0,360.0,,Semiurban,N Female,LP001708,Female,No,0,Graduate,No,10000,0.0,214.0,360.0,1.0,Semiurban,N Male,LP001964,Male,Yes,0,Not Graduate,No,1800,2934.0,93.0,360.0,0.0,Urban,N Female,LP002684,Female,No,0,Not Graduate,No,3400,0.0,95.0,360.0,1.0,Rural,N Male,LP001243,Male,Yes,0,Graduate,No,3208,3066.0,172.0,360.0,1.0,Urban,Y Male,LP001532,Male,Yes,2,Not Graduate,No,2281,0.0,113.0,360.0,1.0,Rural,N Male,LP001256,Male,No,0,Graduate,No,3750,4750.0,176.0,360.0,1.0,Urban,N Male,LP001713,Male,Yes,1,Graduate,Yes,7787,0.0,240.0,360.0,1.0,Urban,Y Male,LP002911,Male,Yes,1,Graduate,No,2787,1917.0,146.0,360.0,0.0,Rural,N Male,LP002892,Male,Yes,2,Graduate,No,6540,0.0,205.0,360.0,1.0,Semiurban,Y Male,LP001536,Male,Yes,3+,Graduate,No,39999,0.0,600.0,180.0,0.0,Semiurban,Y Male,LP001052,Male,Yes,1,Graduate,,3717,2925.0,151.0,360.0,,Semiurban,N Male,LP002778,Male,Yes,2,Graduate,Yes,6633,0.0,,360.0,0.0,Rural,N Female,LP002407,Female,Yes,0,Not Graduate,Yes,7142,0.0,138.0,360.0,1.0,Rural,Y Male,LP002266,Male,Yes,2,Graduate,No,3100,1400.0,113.0,360.0,1.0,Urban,Y Female,LP002231,Female,No,0,Graduate,No,6000,0.0,156.0,360.0,1.0,Urban,Y Female,LP001087,Female,No,2,Graduate,,3750,2083.0,120.0,360.0,1.0,Semiurban,Y Male,LP002531,Male,Yes,1,Graduate,Yes,16667,2250.0,86.0,360.0,1.0,Semiurban,Y Male,LP001854,Male,Yes,3+,Graduate,No,5250,0.0,94.0,360.0,1.0,Urban,N Male,LP001657,Male,Yes,0,Not Graduate,No,6033,0.0,160.0,360.0,1.0,Urban,N Female,LP002357,Female,No,0,Not Graduate,No,2720,0.0,80.0,,0.0,Urban,N Male,LP001904,Male,Yes,0,Graduate,No,3103,1300.0,80.0,360.0,1.0,Urban,Y Male,LP001603,Male,Yes,0,Not Graduate,Yes,4344,736.0,87.0,360.0,1.0,Semiurban,N Male,LP001497,Male,Yes,2,Graduate,No,5042,2083.0,185.0,360.0,1.0,Rural,N Male,LP001263,Male,Yes,3+,Graduate,No,3167,4000.0,180.0,300.0,0.0,Semiurban,N Male,LP001266,Male,Yes,1,Graduate,Yes,2395,0.0,,360.0,1.0,Semiurban,Y Male,LP002622,Male,Yes,2,Graduate,No,3510,4416.0,243.0,360.0,1.0,Rural,Y Male,LP001213,Male,Yes,1,Graduate,No,4945,0.0,,360.0,0.0,Rural,N Female,LP002277,Female,No,0,Graduate,No,3180,0.0,71.0,360.0,0.0,Urban,N Male,LP001248,Male,No,0,Graduate,No,3500,0.0,81.0,300.0,1.0,Semiurban,Y Male,LP002505,Male,Yes,0,Graduate,No,4333,2451.0,110.0,360.0,1.0,Urban,N Male,LP002868,Male,Yes,2,Graduate,No,3159,461.0,108.0,84.0,1.0,Urban,Y Male,LP002863,Male,Yes,3+,Graduate,No,6406,0.0,150.0,360.0,1.0,Semiurban,N Female,LP002840,Female,No,0,Graduate,No,2378,0.0,9.0,360.0,1.0,Urban,N Male,LP001357,Male,,,Graduate,No,3816,754.0,160.0,360.0,1.0,Urban,Y Male,LP002082,Male,Yes,0,Graduate,Yes,5818,2160.0,184.0,360.0,1.0,Semiurban,Y Male,LP002842,Male,Yes,1,Graduate,No,3417,1750.0,186.0,360.0,1.0,Urban,Y Male,LP002926,Male,Yes,2,Graduate,Yes,2726,0.0,106.0,360.0,0.0,Semiurban,N Male,LP001013,Male,Yes,0,Not Graduate,No,2333,1516.0,95.0,360.0,1.0,Urban,Y Male,LP001922,Male,Yes,0,Graduate,No,20667,0.0,,360.0,1.0,Rural,N Male,LP001488,Male,Yes,3+,Graduate,No,4000,7750.0,290.0,360.0,1.0,Semiurban,N Male,LP002379,Male,No,0,Graduate,No,6500,0.0,105.0,360.0,0.0,Rural,N Male,LP001835,Male,Yes,0,Not Graduate,No,1668,3890.0,201.0,360.0,0.0,Semiurban,N Male,LP002190,Male,Yes,1,Graduate,No,6325,0.0,175.0,360.0,1.0,Semiurban,Y Male,LP002798,Male,Yes,0,Graduate,No,3887,2669.0,162.0,360.0,1.0,Semiurban,Y Male,LP001608,Male,Yes,2,Graduate,No,2045,1619.0,101.0,360.0,1.0,Rural,Y Female,LP002522,Female,No,0,Graduate,Yes,2500,0.0,93.0,360.0,,Urban,Y Male,LP001280,Male,Yes,2,Not Graduate,No,3333,2000.0,99.0,360.0,,Semiurban,Y Male,LP001634,Male,No,0,Graduate,No,1916,5063.0,67.0,360.0,,Rural,N Male,LP001546,Male,No,0,Graduate,,2980,2083.0,120.0,360.0,1.0,Rural,Y Male,LP001914,Male,Yes,0,Graduate,No,3927,800.0,112.0,360.0,1.0,Semiurban,Y Male,LP001900,Male,Yes,1,Graduate,No,2750,1842.0,115.0,360.0,1.0,Semiurban,Y Male,LP002940,Male,No,0,Not Graduate,No,3833,0.0,110.0,360.0,1.0,Rural,Y ,LP001644,,Yes,0,Graduate,Yes,674,5296.0,168.0,360.0,1.0,Rural,Y Male,LP001865,Male,Yes,1,Graduate,No,6083,4250.0,330.0,360.0,,Urban,Y Male,LP002446,Male,Yes,2,Not Graduate,No,2309,1255.0,125.0,360.0,0.0,Rural,N Male,LP002366,Male,Yes,0,Graduate,No,2666,4300.0,121.0,360.0,1.0,Rural,Y Male,LP001250,Male,Yes,3+,Not Graduate,No,4755,0.0,95.0,,0.0,Semiurban,N Male,LP001116,Male,No,0,Not Graduate,No,3748,1668.0,110.0,360.0,1.0,Semiurban,Y Female,LP002337,Female,No,0,Graduate,No,2995,0.0,60.0,360.0,1.0,Urban,Y Female,LP001790,Female,No,1,Graduate,No,3812,0.0,112.0,360.0,1.0,Rural,Y Male,LP001228,Male,No,0,Not Graduate,No,3200,2254.0,126.0,180.0,0.0,Urban,N Male,LP001926,Male,Yes,0,Graduate,No,3704,2000.0,120.0,360.0,1.0,Rural,Y Male,LP001784,Male,Yes,1,Graduate,No,5500,1260.0,170.0,360.0,1.0,Rural,Y Male,LP001123,Male,Yes,0,Graduate,No,2400,0.0,75.0,360.0,,Urban,Y Male,LP002284,Male,No,0,Not Graduate,No,3902,1666.0,109.0,360.0,1.0,Rural,Y Male,LP001205,Male,Yes,0,Graduate,No,2500,3796.0,120.0,360.0,1.0,Urban,Y Male,LP001421,Male,Yes,0,Graduate,No,5568,2142.0,175.0,360.0,1.0,Rural,N Male,LP001768,Male,Yes,0,Graduate,,3716,0.0,42.0,180.0,1.0,Rural,Y Female,LP002006,Female,No,0,Graduate,No,2507,0.0,56.0,360.0,1.0,Rural,Y Male,LP001824,Male,Yes,1,Graduate,No,2882,1843.0,123.0,480.0,1.0,Semiurban,Y Male,LP001027,Male,Yes,2,Graduate,,2500,1840.0,109.0,360.0,1.0,Urban,Y Male,LP002101,Male,Yes,0,Graduate,,63337,0.0,490.0,180.0,1.0,Urban,Y