applicant_id,credit_score,debt_to_income_ratio,employment_months,num_open_accounts,payment_history_missed,loan_amount,revolving_utilization,recent_hard_inquiries,collateral_value,loan_purpose,is_default
APP-00001,609,0.292,44,8,0,31484.63,0.2946,1,70473.78,mortgage,0
APP-00002,588,0.2448,103,10,1,57015.89,0.2431,1,11978.17,auto,0
APP-00004,496,0.7708,1,10,8,45476.02,0.8498,0,10167.66,personal,1
APP-00008,731,0.1233,159,2,0,43405.83,0.2408,2,66609.8,mortgage,0
APP-00009,737,0.4337,118,3,0,36721.22,0.3471,3,57635.91,auto,0
APP-00010,712,0.3898,67,9,1,40117.21,0.1755,4,68469.17,auto,0
APP-00013,693,0.2159,144,1,1,34374.98,0.5679,1,73236.93,mortgage,0
APP-00014,756,0.1791,109,7,0,109329.74,0.1546,1,29071.96,business,0
APP-00015,609,0.282,118,10,0,28753.02,0.0963,2,85594.05,personal,0
APP-00016,761,0.4091,55,12,0,42715.28,0.2957,0,73284.01,personal,0
APP-00017,591,0.6134,0,10,3,78916.52,0.726,2,19346.23,business,1
APP-00018,776,0.3553,60,7,0,22412.77,0.7284,3,43772.2,business,0
APP-00019,759,0.0988,198,4,0,53363.29,0.2892,2,70525.26,mortgage,0
APP-00020,728,0.1257,113,8,3,34550.31,0.3252,1,74470.68,mortgage,0
APP-00021,508,0.8611,10,13,3,52562.82,0.8794,9,11257.24,consolidation,1
APP-00022,705,0.206,64,10,0,20108.43,0.0489,0,48649.07,personal,0
APP-00023,753,0.0948,63,6,0,54348.2,0.1725,0,54838.37,mortgage,0
APP-00024,701,0.4009,61,5,0,17024.06,0.3365,1,56787.7,business,0
APP-00025,768,0.1948,212,5,0,38655.67,0.1114,3,44735.28,mortgage,0
APP-00026,786,0.3149,127,4,0,51839.0,0.1468,2,27180.74,personal,0
APP-00027,826,0.1623,133,7,0,50271.85,0.2915,0,56239.75,business,0
APP-00028,827,0.1238,99,10,1,25195.65,0.0654,1,26986.44,consolidation,0
APP-00029,693,0.6224,159,1,0,62927.3,0.1609,2,85118.91,mortgage,0
APP-00030,637,0.294,112,6,0,40746.84,0.0539,0,51617.69,mortgage,0
APP-00031,637,0.2067,93,10,0,29872.72,0.394,0,82863.83,business,0
APP-00032,616,0.2867,58,4,2,34093.44,0.2678,1,56193.97,mortgage,0
APP-00033,688,0.4662,73,9,0,52133.81,0.1922,0,49804.87,auto,0
APP-00034,786,0.2683,79,10,0,15282.83,0.0119,3,82578.58,mortgage,0
APP-00035,548,0.6874,4,17,1,104678.89,0.8377,5,14882.09,consolidation,1
APP-00036,698,0.0703,49,8,0,18205.82,0.5065,0,30044.58,auto,0
APP-00037,810,0.1929,140,9,0,26208.56,0.4413,2,69406.03,personal,0
APP-00038,698,0.5156,100,10,0,46717.71,0.3741,1,57507.36,consolidation,0
APP-00039,651,0.4209,124,5,1,25641.63,0.3975,3,39719.83,business,0
APP-00040,502,0.8717,3,9,4,40543.2,0.6382,4,0.0,consolidation,1
APP-00041,695,0.3369,88,6,1,127526.81,0.2345,2,88687.44,personal,0
APP-00043,673,0.0886,84,3,0,40650.57,0.0454,1,32363.51,auto,0
APP-00045,770,0.179,90,5,0,36376.37,0.1798,1,42096.76,auto,0
APP-00047,761,0.1244,41,4,0,30511.01,0.0456,0,52251.78,auto,0
APP-00048,473,0.6403,7,8,6,57074.48,0.8364,5,17326.37,consolidation,1
APP-00050,674,0.0929,71,6,1,24160.67,0.0877,1,9174.19,business,0
APP-00051,709,0.4116,252,1,0,58339.01,0.2828,2,77099.95,business,0
APP-00052,703,0.5209,99,11,1,18591.61,0.4179,3,67108.8,mortgage,0
APP-00053,461,0.6877,15,9,0,69959.78,0.7259,5,21390.13,personal,1
APP-00054,771,0.3319,92,6,0,38642.6,0.1286,0,73462.66,business,0
APP-00056,823,0.4269,117,7,0,71595.38,0.2891,0,58391.03,auto,0
APP-00057,664,0.351,106,6,1,54823.89,0.2202,0,61238.85,mortgage,0
APP-00058,733,0.17,95,7,1,76579.97,0.2912,1,90155.13,business,0
APP-00059,550,0.4876,5,11,2,29548.87,0.6768,6,27902.05,personal,1
APP-00060,687,0.1523,104,7,0,25268.57,0.2839,3,56835.39,mortgage,0
APP-00061,772,0.2841,132,1,0,43042.13,0.4525,0,51886.35,mortgage,0
APP-00062,655,0.5123,1,15,3,116637.47,0.8857,5,19410.3,business,1
APP-00063,716,0.4132,114,4,1,24039.24,0.3021,0,36420.53,auto,0
APP-00067,724,0.5329,60,11,0,46146.85,0.116,1,70725.88,mortgage,0
APP-00068,735,0.2422,36,9,2,71378.58,0.705,0,61342.22,mortgage,0
APP-00069,648,0.3391,108,3,0,63784.7,0.4711,2,55063.46,mortgage,0
APP-00070,679,0.2208,87,7,1,36676.86,0.1067,2,49915.22,auto,0
APP-00072,741,0.5127,141,11,1,40310.41,0.1504,1,64447.52,personal,0
APP-00073,696,0.2167,116,11,2,78970.64,0.3047,3,53831.58,auto,0
APP-00074,723,0.1826,153,4,1,55394.86,0.1521,3,98115.97,auto,0
APP-00076,667,0.2983,69,10,0,27493.84,0.2593,1,39657.77,consolidation,0
APP-00078,663,0.3796,175,6,1,64477.7,0.0171,1,68599.6,mortgage,0
APP-00080,778,0.3752,22,7,2,55529.34,0.1888,1,75607.28,mortgage,0
APP-00081,672,0.1232,127,9,1,33914.58,0.0843,0,8368.66,consolidation,0
APP-00082,688,0.1868,73,7,0,65243.72,0.035,2,69928.77,business,0
APP-00083,563,0.3614,99,2,2,37498.97,0.6359,3,75804.76,mortgage,0
APP-00084,664,0.1788,55,6,0,60536.46,0.2765,1,66070.58,mortgage,0
APP-00085,457,0.5058,3,12,2,47896.03,0.844,4,9062.45,personal,1
APP-00086,688,0.4139,84,8,0,23841.75,0.139,0,86838.28,mortgage,0
APP-00088,754,0.1826,83,11,0,57112.16,0.3653,1,90657.57,personal,0
APP-00089,845,0.2667,157,5,0,25733.35,0.2089,1,52699.93,business,0
APP-00091,607,0.7308,6,12,5,34270.43,0.7994,7,16311.09,personal,1
APP-00092,709,0.3909,25,6,2,66831.24,0.1449,0,60282.98,personal,0
APP-00093,644,0.3581,150,3,1,12848.78,0.513,0,84006.28,personal,0
APP-00094,690,0.4234,74,10,1,32943.09,0.7164,1,97026.48,personal,0
APP-00095,466,0.3645,10,14,4,26735.81,0.714,3,26480.55,personal,1
APP-00096,754,0.2688,92,6,2,66328.89,0.4223,2,95178.64,auto,0
APP-00097,624,0.1776,142,9,0,31659.95,0.4921,1,58506.79,mortgage,0
APP-00098,725,0.2358,70,9,0,23524.82,0.3725,0,47924.23,auto,0
APP-00099,725,0.1388,160,3,1,29706.09,0.037,0,58662.83,consolidation,0
APP-00100,694,0.313,102,8,0,27742.86,0.4176,3,36526.68,mortgage,0
APP-00101,742,0.1355,97,13,1,35997.12,0.1109,0,49898.95,business,0
APP-00102,619,0.3228,87,3,1,150000.0,0.3475,0,32025.06,auto,0
APP-00103,703,0.1326,91,7,1,15627.14,0.0763,2,81179.11,mortgage,0
APP-00104,536,0.5757,22,13,5,33721.83,0.7998,2,616.45,business,1
APP-00105,694,0.3991,133,1,0,29295.16,0.0791,1,89099.41,auto,0
APP-00106,615,0.1809,178,8,0,51950.14,0.2061,1,106893.65,business,0
APP-00107,792,0.4087,231,13,0,27275.57,0.6222,0,94083.74,mortgage,0
APP-00108,802,0.4768,118,4,0,24135.23,0.5146,1,77206.97,consolidation,0
APP-00109,745,0.3388,101,6,0,29614.17,0.2093,2,36993.59,business,0
APP-00111,569,0.6513,4,8,2,106600.74,0.8452,9,9940.67,auto,1
APP-00112,649,0.23,95,7,1,31189.98,0.2891,2,76366.33,business,0
APP-00113,523,0.7512,1,11,4,26001.3,0.9159,4,107.87,personal,1
APP-00114,648,0.5154,88,7,0,26191.83,0.1248,2,68084.57,mortgage,0
APP-00115,691,0.3018,106,8,1,67896.51,0.3665,0,42088.6,personal,0
APP-00117,620,0.8262,3,12,3,71796.23,0.8057,6,18338.63,personal,1
APP-00118,639,0.2225,84,4,0,31859.08,0.5751,2,66576.91,auto,0
APP-00119,723,0.1928,97,8,0,22146.54,0.191,2,40513.3,auto,0
APP-00120,685,0.2842,112,5,1,32252.1,0.5013,1,35454.48,personal,0
APP-00121,768,0.3126,183,12,1,46216.79,0.2602,2,79148.76,consolidation,0
APP-00122,657,0.3655,95,1,1,39555.1,0.3059,1,67208.9,mortgage,0
APP-00123,807,0.3659,106,12,2,25770.91,0.1102,1,28651.34,mortgage,0
APP-00124,657,0.5252,156,9,0,30068.46,0.6615,1,83106.22,mortgage,0
APP-00125,779,0.47,103,6,0,48360.54,0.1099,2,65908.35,business,0
APP-00126,535,0.764,5,14,6,45881.82,0.7629,5,7106.83,consolidation,1
APP-00127,702,0.1801,56,2,0,89223.34,0.1812,0,82060.25,mortgage,0
APP-00128,705,0.2931,63,10,0,16045.63,0.0558,3,59000.55,business,0
APP-00129,807,0.428,100,9,0,53413.17,0.0713,1,58473.84,mortgage,0
APP-00130,670,0.2556,48,2,1,29722.8,0.2389,0,45877.16,auto,0
APP-00131,724,0.2822,110,8,0,10902.97,0.2737,2,52660.04,business,0
APP-00132,609,0.1544,142,12,0,86904.66,0.5814,1,118489.96,mortgage,0
APP-00133,690,0.1887,136,6,0,24282.89,0.3617,2,39038.48,mortgage,0
APP-00134,730,0.1433,65,4,1,95245.91,0.3902,0,34660.95,consolidation,0
APP-00135,718,0.1497,68,6,0,49570.07,0.1676,1,71860.11,business,0
APP-00136,774,0.4507,110,8,0,35929.81,0.1631,2,58914.46,personal,0
APP-00138,539,0.6528,4,10,1,71710.79,0.8146,4,14237.88,consolidation,1
APP-00139,665,0.2019,102,9,0,34929.21,0.2373,1,127369.54,business,0
APP-00140,718,0.3129,24,7,0,25648.33,0.1449,1,90403.74,business,0
APP-00141,815,0.4736,109,7,0,38370.42,0.1555,0,69592.54,business,0
APP-00142,746,0.1659,191,6,0,19323.73,0.4136,2,42706.34,personal,0
APP-00143,599,0.3585,36,7,0,68305.98,0.3665,1,66641.16,mortgage,0
APP-00144,505,0.8049,3,12,6,54500.42,0.8152,3,15.49,business,1
APP-00145,793,0.2788,182,7,0,50230.87,0.4567,0,77139.0,personal,0
APP-00146,643,0.2415,29,5,0,89055.41,0.4067,1,36523.04,auto,0
APP-00150,679,0.2433,108,7,2,24848.48,0.5274,2,53326.69,personal,0
APP-00151,696,0.2708,57,7,1,15578.22,0.6622,2,39983.97,mortgage,0
APP-00152,717,0.2438,119,1,1,43861.49,0.3116,1,73900.46,auto,0
APP-00153,562,0.6288,3,6,1,57628.76,0.8455,6,6736.14,personal,1
APP-00155,695,0.4929,117,5,0,36162.99,0.614,3,65738.09,auto,0
APP-00156,705,0.0417,133,3,0,78145.61,0.1391,0,107259.58,mortgage,0
APP-00158,714,0.2695,83,8,0,37499.86,0.3913,1,96173.75,business,0
APP-00159,807,0.1152,98,7,1,117983.59,0.2961,0,20695.41,auto,0
APP-00160,659,0.3974,190,6,3,51442.36,0.1499,1,42870.95,mortgage,0
APP-00162,632,0.1388,86,4,0,49888.89,0.4037,0,58257.21,mortgage,0
APP-00163,745,0.0573,61,4,1,14690.6,0.1656,0,0.0,auto,0
APP-00164,687,0.1249,88,10,1,46430.04,0.0854,1,29832.87,business,0
APP-00165,658,0.4349,148,7,0,58048.59,0.6194,0,67717.72,mortgage,0
APP-00166,737,0.3417,123,6,0,30760.24,0.4645,4,84041.48,auto,0
APP-00167,655,0.2631,89,4,0,91408.84,0.1166,2,51663.52,auto,0
APP-00168,759,0.4369,50,10,0,25798.31,0.4371,1,81532.72,auto,0
APP-00169,548,0.4599,16,13,4,55993.88,0.8173,4,15227.65,consolidation,1
APP-00171,697,0.1779,89,8,0,56539.83,0.3624,0,54718.18,personal,0
APP-00172,776,0.121,69,6,0,15676.65,0.6438,1,15347.77,mortgage,0
APP-00173,496,0.6636,11,12,2,31480.53,0.6027,5,0.0,business,1
APP-00175,598,0.519,2,10,4,41102.78,0.9087,6,3378.22,consolidation,1
APP-00176,716,0.3533,139,3,0,47787.97,0.3339,0,69056.89,auto,0
APP-00177,689,0.3643,71,3,0,22424.33,0.1234,3,64331.14,mortgage,0
APP-00178,800,0.4732,90,5,1,37229.77,0.2284,2,49234.99,mortgage,0
APP-00179,696,0.398,102,10,0,47141.3,0.0421,1,61017.78,consolidation,0
APP-00182,789,0.3862,104,4,0,53901.97,0.4781,0,56689.75,consolidation,0
APP-00183,653,0.3628,83,6,0,41542.34,0.6365,2,81610.4,personal,0
APP-00184,700,0.1541,137,6,0,29420.52,0.3266,1,31231.49,mortgage,0
APP-00185,663,0.2314,207,10,0,85524.2,0.189,2,87175.43,auto,0
APP-00186,720,0.2036,66,3,1,32253.12,0.4604,1,66725.55,consolidation,0
APP-00187,731,0.5348,31,13,0,25971.67,0.2709,1,88861.53,auto,0
APP-00189,752,0.5536,119,6,1,13711.88,0.4771,3,104467.64,business,0
APP-00190,770,0.3376,76,7,0,33015.46,0.1991,2,17742.55,auto,0
APP-00192,756,0.4264,183,5,0,35934.87,0.7028,0,67931.83,mortgage,0
APP-00193,731,0.1105,117,4,1,38471.71,0.3466,4,19758.38,consolidation,0
APP-00194,557,0.4661,8,6,7,90441.98,0.9189,7,23982.62,consolidation,1
APP-00195,641,0.2095,149,9,0,28819.92,0.4108,0,83585.6,mortgage,0
APP-00196,468,0.7885,8,6,1,110353.63,0.8084,0,19588.44,business,1
APP-00197,827,0.0708,112,1,0,22223.37,0.3653,1,53898.64,mortgage,0
APP-00198,670,0.2989,178,6,1,101847.84,0.6617,1,32824.65,business,0
APP-00199,746,0.338,56,5,0,28600.76,0.2607,1,63618.69,consolidation,0
APP-00201,590,0.0933,69,9,0,14057.41,0.2633,2,59085.88,auto,0
APP-00202,643,0.3694,80,8,0,38310.71,0.5321,1,26660.55,auto,0
APP-00203,714,0.1133,96,10,0,50764.78,0.2873,1,60089.34,mortgage,0
APP-00204,671,0.0924,87,3,0,24507.93,0.311,1,69234.02,mortgage,0
APP-00205,663,0.3416,80,6,0,32981.29,0.6181,0,43264.36,mortgage,0
APP-00206,527,0.5812,5,16,1,67445.29,0.872,4,16752.75,personal,1
APP-00207,740,0.4958,70,13,0,18782.83,0.1287,1,45100.93,auto,0
APP-00208,592,0.4172,148,1,0,37831.29,0.3124,1,40802.14,mortgage,0
APP-00209,590,0.7009,21,8,1,35820.28,0.9,5,10953.08,consolidation,1
APP-00210,556,0.6016,3,6,3,74591.9,0.6088,6,0.0,consolidation,1
APP-00211,646,0.7081,140,7,0,72434.62,0.3751,3,65817.75,auto,0
APP-00212,744,0.1632,145,3,0,26038.57,0.2673,2,2202.04,business,0
APP-00213,592,0.3636,6,12,7,66374.1,0.6087,2,21815.27,auto,1
APP-00214,680,0.1698,104,4,1,41906.02,0.4659,1,54879.62,mortgage,0
APP-00215,790,0.1082,159,9,1,37012.55,0.1717,1,38033.6,auto,0
APP-00216,725,0.2103,132,7,0,19531.73,0.1876,1,69477.56,consolidation,0
APP-00217,726,0.2886,35,3,0,17616.6,0.4143,2,68760.75,mortgage,0
APP-00218,729,0.6636,26,4,1,16070.05,0.3114,0,0.0,auto,0
APP-00220,585,0.6782,0,10,2,47152.13,0.8474,3,56758.5,mortgage,1
APP-00221,731,0.2382,82,7,0,104459.4,0.4084,1,35192.91,business,0
APP-00222,707,0.3688,137,10,0,56348.74,0.3124,1,73159.83,mortgage,0
APP-00225,670,0.2831,79,4,0,70287.01,0.2423,1,15984.73,auto,0
APP-00226,681,0.3603,47,7,0,46298.59,0.2998,2,57992.57,business,0
APP-00227,775,0.384,118,4,2,24315.1,0.3166,0,59697.33,mortgage,0
APP-00228,655,0.3397,132,5,1,82134.94,0.2244,1,73616.25,mortgage,0
APP-00229,520,0.6848,12,8,4,62074.04,0.8912,3,12348.05,personal,1
APP-00230,733,0.2478,111,9,0,20679.1,0.3062,2,48296.38,personal,0
APP-00231,758,0.0993,238,10,0,50971.09,0.325,0,32925.09,business,0
APP-00233,758,0.2265,73,6,0,130301.88,0.1315,2,145984.33,mortgage,0
APP-00234,734,0.2967,52,7,0,82822.22,0.2931,1,101100.93,consolidation,0
APP-00235,727,0.334,145,7,0,37125.6,0.605,2,73738.7,business,0
APP-00237,564,0.5779,5,12,6,125000.0,0.8061,5,11976.06,business,1
APP-00239,754,0.2625,70,3,2,47099.51,0.1428,0,15308.58,auto,0
APP-00240,586,0.5688,3,10,3,72476.69,0.4437,9,15332.93,consolidation,1
APP-00241,843,0.2782,120,1,0,24243.77,0.24,1,26983.28,mortgage,0
APP-00242,699,0.4226,55,9,0,93141.21,0.0186,0,88508.09,mortgage,0
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