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-00003,688,0.2815,84,7,0,48647.14,0.2593,0,23386.64,auto,0
APP-00005,717,0.5655,144,8,0,27571.3,0.3728,2,33489.94,mortgage,0
APP-00006,735,0.2153,111,6,0,13690.64,0.3188,0,35569.63,mortgage,0
APP-00007,688,0.1214,111,8,1,31155.13,0.2832,0,65435.2,business,0
APP-00011,683,0.2456,97,8,0,112953.22,0.2009,0,95939.05,mortgage,0
APP-00012,632,0.161,129,5,1,35910.1,0.2989,0,82594.26,business,0
APP-00042,679,0.1592,64,7,1,21541.49,0.1336,0,53578.55,business,0
APP-00044,626,0.7196,114,5,0,42091.61,0.2066,1,72057.62,mortgage,0
APP-00046,736,0.4364,127,6,0,30174.37,0.2034,2,85031.92,personal,0
APP-00049,531,0.7562,2,12,6,111377.79,0.7945,2,93862.52,mortgage,1
APP-00055,693,0.2673,87,9,0,11308.59,0.3951,3,69459.37,auto,0
APP-00064,700,0.1981,63,8,0,29117.84,0.0748,0,97770.15,business,0
APP-00065,679,0.152,96,9,0,60131.77,0.1113,1,69129.04,mortgage,0
APP-00066,702,0.5665,80,12,1,29232.04,0.5015,0,83848.4,business,0
APP-00071,727,0.3485,93,8,0,29995.95,0.2672,0,30508.82,mortgage,0
APP-00075,670,0.1688,68,8,0,22026.26,0.5579,2,41781.53,business,0
APP-00077,724,0.133,112,8,1,18003.95,0.3512,2,31502.57,auto,0
APP-00079,529,0.7823,4,12,5,50890.66,0.8516,4,12762.32,consolidation,1
APP-00087,730,0.202,69,6,1,47250.95,0.2328,1,59100.8,auto,0
APP-00090,650,0.3329,140,7,0,42984.7,0.5034,1,18207.22,auto,0
APP-00110,716,0.0946,59,4,1,46420.56,0.6238,2,52604.92,mortgage,0
APP-00116,772,0.0855,161,4,2,30087.01,0.2653,0,76574.28,auto,0
APP-00137,727,0.2874,97,4,1,26617.82,0.3029,1,26135.92,mortgage,0
APP-00147,705,0.2226,101,9,0,25951.56,0.2888,2,92368.45,business,0
APP-00148,579,0.8001,6,8,3,51246.84,0.5355,3,11776.84,business,1
APP-00149,713,0.2404,94,2,0,41856.89,0.3937,0,54641.04,mortgage,0
APP-00154,709,0.2076,121,7,0,127644.91,0.7222,1,18634.79,personal,0
APP-00157,626,0.3215,120,8,0,24672.86,0.1786,0,30045.8,auto,0
APP-00161,739,0.1852,66,6,0,60466.38,0.2627,0,74994.19,mortgage,0
APP-00170,688,0.4659,112,3,2,64958.48,0.2912,0,77773.79,business,0
APP-00174,677,0.0555,101,7,1,17049.81,0.1735,0,36462.2,mortgage,0
APP-00180,702,0.1111,41,9,0,134709.57,0.1627,1,69022.75,personal,0
APP-00181,629,0.1967,105,7,1,65888.36,0.5429,0,54774.13,mortgage,0
APP-00188,748,0.2008,147,6,0,31236.35,0.4815,2,73981.12,personal,0
APP-00191,693,0.1517,72,3,1,33068.81,0.1187,2,32882.12,personal,0
APP-00200,725,0.2238,117,8,0,24740.8,0.3544,2,4682.33,personal,0
APP-00219,695,0.6562,170,7,0,44859.97,0.4241,1,68762.53,personal,0
APP-00223,706,0.185,88,7,0,26727.89,0.1971,2,51882.61,business,0
APP-00224,638,0.073,88,5,0,30096.74,0.4386,0,53910.97,auto,0
APP-00232,785,0.4775,89,11,0,55563.6,0.0268,0,66742.34,personal,0
APP-00236,762,0.4664,153,8,1,98950.29,0.2481,1,117025.82,mortgage,0
APP-00238,772,0.1785,74,11,0,26065.12,0.3188,1,51926.32,mortgage,0
APP-00243,726,0.0847,170,5,0,17206.66,0.3954,2,49895.82,mortgage,0
APP-00252,681,0.489,119,7,1,13422.78,0.14,2,51863.5,personal,0
APP-00257,487,0.6328,5,12,3,53637.91,0.7607,2,0.0,personal,1
APP-00265,724,0.1341,83,11,0,38516.63,0.231,1,46905.75,mortgage,0
APP-00267,796,0.13,172,11,2,21032.91,0.3745,1,16993.39,business,0
APP-00278,669,0.438,111,5,0,14673.53,0.5587,1,31905.98,mortgage,0
APP-00281,694,0.2075,83,9,0,32220.95,0.0115,1,19303.93,auto,0
APP-00282,794,0.3624,146,7,1,86867.85,0.0879,0,42835.35,consolidation,0
APP-00289,696,0.1778,92,8,0,85916.75,0.465,1,74771.25,personal,0
APP-00291,701,0.3405,48,6,0,32386.99,0.1984,1,111385.68,personal,0
APP-00296,729,0.3706,186,5,0,40393.73,0.1094,0,0.0,auto,0
APP-00302,674,0.4421,67,2,0,38179.07,0.206,2,46447.07,mortgage,0
APP-00308,585,0.0979,45,11,0,69765.75,0.0688,1,24823.06,consolidation,0
APP-00310,733,0.433,69,5,1,23391.24,0.0792,0,4480.58,consolidation,0
APP-00322,674,0.2276,132,3,0,75775.87,0.1104,1,87801.38,mortgage,0
APP-00331,688,0.2151,58,7,0,35609.25,0.3924,1,43617.76,business,0
APP-00337,742,0.2647,45,4,0,109511.5,0.2312,1,140402.58,mortgage,0
APP-00344,583,0.5761,3,13,4,122466.48,0.7086,4,492.82,consolidation,1
APP-00348,751,0.5347,109,8,0,23066.86,0.2685,2,49106.51,mortgage,0
APP-00355,650,0.475,127,8,0,63493.92,0.3668,2,75711.7,mortgage,0
APP-00356,658,0.0388,70,3,0,44426.0,0.4798,0,74301.41,auto,0
APP-00364,732,0.3042,96,5,0,67157.75,0.0825,1,73320.53,business,0
APP-00372,678,0.1293,147,7,1,15689.89,0.126,0,38730.32,business,0
APP-00375,771,0.1977,174,6,0,64794.42,0.1909,0,79284.03,mortgage,0
APP-00383,488,0.789,1,10,4,49429.26,0.6889,3,5606.01,consolidation,1
APP-00385,697,0.1065,114,5,0,82520.59,0.1588,1,66270.1,business,0
APP-00386,587,0.5663,1,14,1,43680.52,0.6907,3,39856.27,mortgage,1
APP-00389,753,0.2308,152,10,0,45040.43,0.2297,0,38886.94,mortgage,0
APP-00400,579,0.1384,66,12,0,53320.8,0.131,0,66297.78,mortgage,0
APP-00404,635,0.4718,95,9,0,61092.2,0.2673,1,57353.24,business,0
APP-00408,777,0.1456,152,7,0,41762.99,0.2177,1,75637.71,mortgage,0
APP-00409,599,0.3741,5,11,2,125000.0,0.8781,2,1203.85,personal,1
APP-00426,610,0.4846,151,5,0,66489.19,0.436,0,17591.63,consolidation,0
APP-00428,647,0.2871,238,2,1,30536.33,0.3426,3,74456.35,business,0
APP-00438,562,0.3397,12,12,2,49695.83,0.6503,4,14322.48,personal,1
APP-00442,751,0.3787,78,5,0,46338.34,0.2127,1,10616.36,auto,0
APP-00449,553,0.4626,28,17,0,42609.58,0.8859,5,48014.92,mortgage,1
APP-00452,824,0.0834,77,1,0,17268.67,0.2499,1,88563.74,business,0
APP-00453,686,0.5312,110,6,2,38441.25,0.3247,0,63765.74,mortgage,0
APP-00457,672,0.2519,129,5,1,33547.26,0.2485,1,30430.67,consolidation,0
APP-00459,689,0.1905,71,9,1,12565.28,0.165,2,68961.16,mortgage,0
APP-00460,701,0.6452,93,9,0,63616.49,0.3712,1,75752.65,personal,0
APP-00464,754,0.2848,62,9,0,36487.11,0.4465,1,42566.03,mortgage,0
APP-00470,700,0.2228,68,7,1,20853.59,0.4092,1,63030.9,personal,0
APP-00475,657,0.3772,118,9,0,55356.17,0.5892,0,66124.72,mortgage,0
APP-00484,639,0.2229,59,6,1,67974.3,0.139,0,52695.14,personal,0
APP-00490,707,0.4241,62,9,0,55940.65,0.1599,0,52230.9,mortgage,0
APP-00492,752,0.5295,133,11,0,48403.47,0.0936,1,26237.91,business,0
APP-00505,744,0.4402,92,6,0,21706.95,0.3693,0,51848.89,mortgage,0
APP-00515,693,0.2983,81,6,0,33878.97,0.3845,0,116414.61,mortgage,0
APP-00532,664,0.6123,58,13,0,55846.49,0.2599,0,40524.69,business,0
APP-00545,798,0.2306,91,8,1,72023.63,0.2495,2,65579.69,personal,0
APP-00547,648,0.3742,178,6,0,90763.05,0.2486,2,33106.35,business,0
APP-00550,573,0.7289,1,12,6,32969.17,0.7837,5,20834.62,personal,1
APP-00556,753,0.3611,46,8,0,32022.36,0.3079,2,41532.09,mortgage,0
APP-00559,705,0.2441,134,7,0,17493.16,0.302,1,93278.29,mortgage,0
APP-00564,723,0.4668,178,2,1,57403.95,0.5616,0,55487.56,personal,0
APP-00572,695,0.2874,81,7,0,90982.1,0.4775,3,52784.5,consolidation,0
APP-00576,660,0.2401,83,7,0,46420.7,0.0506,0,82794.85,mortgage,0
APP-00586,625,0.3682,141,8,1,67417.86,0.3361,1,79490.22,personal,0
APP-00589,750,0.2454,83,5,0,40652.99,0.1869,3,33249.2,auto,0
APP-00597,668,0.4433,84,6,0,57172.69,0.5039,1,82787.56,mortgage,0
APP-00598,756,0.214,85,1,2,75790.33,0.3547,0,71154.52,business,0
APP-00608,706,0.3214,136,2,3,56717.12,0.4682,0,52669.45,mortgage,0
APP-00610,696,0.2342,113,11,0,23261.08,0.1225,2,2854.07,personal,0
APP-00622,712,0.5198,60,12,0,21397.73,0.3518,0,28928.57,mortgage,0
APP-00624,735,0.2182,143,9,1,56929.93,0.4197,2,88513.24,mortgage,0
APP-00626,713,0.3177,88,9,0,43335.76,0.4601,0,60012.43,mortgage,0
APP-00632,757,0.2892,53,4,2,123239.91,0.2153,0,172333.96,mortgage,0
APP-00640,574,0.7392,12,12,4,58132.23,0.8924,2,20389.45,auto,1
APP-00644,718,0.2406,176,7,0,90309.36,0.2953,0,19623.04,auto,0
APP-00647,632,0.5059,87,11,2,40394.94,0.1455,4,75557.09,consolidation,0
APP-00657,726,0.3629,76,6,1,102500.27,0.3641,1,54734.77,business,0
APP-00663,691,0.2989,73,10,1,61002.65,0.2278,2,50836.4,mortgage,0
APP-00669,665,0.6929,105,5,1,16249.19,0.4454,0,40761.31,personal,0
APP-00677,754,0.233,125,5,0,37571.19,0.576,3,39173.55,business,0
APP-00683,580,0.5283,2,12,2,38914.89,0.885,6,0.0,auto,1
APP-00692,696,0.4579,216,8,0,36636.55,0.494,2,45794.68,mortgage,0
APP-00696,772,0.3573,124,3,1,36559.33,0.1551,4,49363.57,mortgage,0
APP-00699,673,0.2429,73,2,0,24104.06,0.4309,1,94707.17,mortgage,0
APP-00702,524,0.8453,3,12,0,38334.18,0.7384,1,14612.82,business,1
APP-00703,708,0.2155,70,8,1,29730.97,0.2366,0,27235.22,mortgage,0
APP-00709,700,0.3893,82,7,1,53654.79,0.5314,2,67382.62,consolidation,0
APP-00727,709,0.4116,122,3,0,62088.6,0.704,0,84655.13,mortgage,0
APP-00735,669,0.3303,111,2,1,19591.95,0.1728,0,59816.38,mortgage,0
APP-00738,762,0.2152,102,7,0,27115.35,0.2403,1,99053.7,mortgage,0
APP-00740,583,0.6334,9,11,8,58591.56,0.8716,4,23968.56,business,1
APP-00743,485,0.6768,3,9,2,53076.62,0.6969,5,13397.2,personal,1
APP-00747,661,0.2031,107,11,1,95921.53,0.3767,0,107339.93,mortgage,0
APP-00761,751,0.3544,97,12,1,38865.59,0.2656,1,49440.13,mortgage,0
APP-00765,668,0.1316,147,6,1,16737.1,0.4816,1,31738.31,mortgage,0
APP-00768,503,0.8264,2,10,4,65196.57,0.6694,7,16378.49,personal,1
APP-00770,730,0.6476,60,10,0,92074.98,0.0899,0,91125.75,mortgage,0
APP-00771,775,0.5357,108,6,0,23485.35,0.2419,2,49780.26,auto,0
APP-00776,717,0.3742,76,10,1,37081.42,0.1806,2,48286.71,mortgage,0
APP-00778,683,0.2792,141,6,1,28088.24,0.4271,1,57538.91,mortgage,0
APP-00781,545,0.7421,2,14,5,63141.56,0.7893,3,84389.67,mortgage,1
APP-00795,637,0.1521,91,7,0,50507.95,0.5743,0,94739.57,mortgage,0
APP-00807,683,0.281,106,6,0,55620.33,0.5568,3,59297.53,auto,0
APP-00808,682,0.5364,109,6,3,32719.24,0.0772,3,28623.29,personal,0
APP-00814,711,0.2875,152,6,1,38639.1,0.1825,3,53312.37,mortgage,0
APP-00819,742,0.3792,85,2,0,92856.66,0.0903,0,65901.35,business,0
APP-00825,663,0.4829,121,8,0,38573.3,0.1595,0,54511.46,mortgage,0
APP-00829,802,0.1934,90,11,0,20880.63,0.1356,0,79873.3,business,0
APP-00831,656,0.1402,43,6,0,95741.35,0.5934,2,30183.66,auto,0
APP-00837,755,0.5464,69,5,0,70416.96,0.3974,2,79054.76,mortgage,0
APP-00838,775,0.2227,132,2,1,24724.83,0.5148,1,84874.14,business,0
APP-00839,552,0.8627,7,15,2,114864.59,0.7441,6,2466.05,consolidation,1
APP-00842,525,0.6204,7,9,3,37365.51,0.9223,5,12501.0,consolidation,1
APP-00843,698,0.2684,128,5,1,50016.84,0.286,0,69966.36,mortgage,0
APP-00845,654,0.4018,64,4,2,39907.31,0.1849,2,60167.05,auto,0
APP-00856,713,0.1495,85,2,0,65905.07,0.3486,1,34979.25,auto,0
APP-00862,539,0.6292,19,9,0,65935.96,0.8458,2,554.7,personal,1
APP-00869,611,0.1263,63,8,0,23046.65,0.2794,0,39690.46,mortgage,0
APP-00879,795,0.2628,131,3,0,52102.8,0.6116,3,65197.85,personal,0
APP-00887,642,0.3448,86,6,0,58371.18,0.5396,0,104966.97,consolidation,0
APP-00888,693,0.4475,73,6,0,37122.92,0.3461,2,43332.63,mortgage,0
APP-00889,707,0.3903,96,12,0,70275.61,0.241,1,62778.3,mortgage,0
APP-00893,661,0.3522,70,3,1,96777.01,0.0925,1,23871.08,auto,0
APP-00894,811,0.1568,140,8,0,20647.52,0.0926,0,57156.23,mortgage,0
APP-00903,700,0.4844,168,6,0,25706.24,0.5745,0,83326.88,mortgage,0
APP-00912,720,0.3687,140,4,1,38461.68,0.4779,1,118801.65,auto,0
APP-00913,492,0.7065,7,11,3,107506.57,0.6815,4,17584.51,personal,1
APP-00915,755,0.4066,123,11,0,46565.47,0.5318,1,79981.48,mortgage,0
APP-00924,767,0.1662,186,10,0,17002.08,0.3651,1,8889.12,business,0
APP-00926,626,0.0993,243,8,0,75757.42,0.4722,2,53745.31,business,0
APP-00934,665,0.5124,100,6,0,89508.22,0.1218,0,77531.91,auto,0
APP-00935,785,0.2535,179,4,2,19775.0,0.403,1,46668.25,auto,0
APP-00944,712,0.3895,80,6,1,45818.86,0.4472,0,66715.52,auto,0
APP-00945,719,0.4215,87,5,0,48358.9,0.5909,3,49679.37,mortgage,0
APP-00946,726,0.2661,146,11,0,35661.64,0.3669,2,106901.53,mortgage,0
APP-00947,736,0.333,116,5,0,28287.93,0.5363,1,44925.86,auto,0
APP-00948,688,0.167,27,8,0,26228.62,0.2047,1,78075.01,auto,0
APP-00949,713,0.3643,80,7,0,51159.86,0.3856,0,30705.54,personal,0
APP-00953,761,0.264,143,12,0,94874.58,0.2856,1,132129.6,mortgage,0
APP-00955,734,0.5156,104,4,0,23964.13,0.4029,1,28118.71,mortgage,0
APP-00971,731,0.3492,95,4,2,37433.03,0.1454,0,44944.38,business,0
APP-00974,724,0.4508,91,8,3,15101.53,0.4622,0,35038.09,business,0
APP-00977,762,0.2899,124,1,1,67827.74,0.1061,0,82156.43,mortgage,0
APP-00979,706,0.4136,88,4,0,47242.02,0.1756,1,111223.92,personal,0
APP-00980,719,0.4133,106,3,0,51228.88,0.6486,0,52756.79,mortgage,0
APP-00988,732,0.246,90,5,0,31246.79,0.2324,0,13179.04,consolidation,0
APP-00991,729,0.2117,153,8,0,60361.0,0.1124,1,75837.03,mortgage,0
APP-01001,648,0.2013,180,15,1,49961.23,0.2636,0,134644.2,auto,0
APP-01005,663,0.2707,47,11,0,68437.19,0.4746,0,59287.3,mortgage,0
APP-01008,678,0.3085,29,3,0,73779.18,0.3235,1,100101.49,mortgage,0
APP-01011,537,0.8147,20,13,4,47024.41,0.8907,5,15845.98,personal,1
APP-01015,668,0.2226,85,2,0,84127.47,0.2736,1,79955.53,business,0
APP-01024,701,0.2692,115,3,0,29652.77,0.2987,4,14138.76,auto,0
APP-01032,750,0.2412,65,7,0,74556.19,0.4586,1,74170.91,mortgage,0
APP-01036,729,0.4306,101,7,1,9429.92,0.1831,2,44697.91,personal,0
APP-01049,661,0.5094,83,6,1,38769.35,0.5686,2,65823.85,mortgage,0
APP-01050,787,0.1555,70,3,1,27151.05,0.2218,1,88098.12,consolidation,0
APP-01054,603,0.7865,10,11,1,80245.58,0.7984,5,5768.79,personal,1
APP-01056,727,0.3489,125,4,0,82706.08,0.3,1,79247.41,auto,0
APP-01057,699,0.4392,122,8,1,65391.47,0.4426,3,68068.71,mortgage,0
APP-01058,702,0.4025,79,6,0,40433.95,0.4762,0,75972.89,personal,0
APP-01060,684,0.2886,134,11,0,48478.08,0.2262,0,50609.84,mortgage,0
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